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Computational and Structural Biotechnology Journal logoLink to Computational and Structural Biotechnology Journal
. 2020 Sep 24;18:2972–3206. doi: 10.1016/j.csbj.2020.09.015

Tailoring time series models for forecasting coronavirus spread: Case studies of 187 countries

Leila Ismail a,, Huned Materwala a, Taieb Znati b, Sherzod Turaev a, Moien AB Khan c,d
PMCID: PMC7513749  PMID: 32994886

Abstract

When will the coronavirus end? Are the current precautionary measures effective? To answer these questions it is important to forecast regularly and accurately the spread of COVID-19 infections. Different time series forecasting models have been applied in the literature to tackle the pandemic situation. The current research efforts developed few of these models and validates its accuracy for selected countries. It becomes difficult to draw an objective comparison between the performance of these models at a global scale. This is because, the time series trend for the infection differs between the countries depending on the strategies adopted by the healthcare organizations to decrease the spread. Consequently, it is important to develop a tailored model for a country that allows healthcare organizations to better judge the effect of the undertaken precautionary measures, and provision more efficiently the needed resources to face this disease. This paper addresses this void. We develop and compare the performance of the time series models in the literature in terms of root mean squared error and mean absolute percentage error.

Keywords: Coronavirus, COVID-19, Epidemic transmission, Forecasting models, Machine learning models, Pandemic, Time series models

1. Introduction

Almost a year after the outbreak of the novel coronavirus disease 2019 (COVID-19), which was first identified in Wuhan, China on December 2019 and declared as a pandemic by the World Health Organization (WHO) three months after it has been discovered, the containment of this fast spreading virus still represents a serious challenge to the world community [1]. Over 7 million people have already been infected by the virus [2]. In spite of a large body of virus-related research and numerous studies of fast spreading viruses, such severe acute respiratory syndrome (SARS) [3] and middle east respiratory syndrome (MERS) [4], our fundamental understanding of COVID-19 behavior is still lacking. In order to reduce the likelihood of infection and ensure citizen safety, governments imposed a number of strict social practices, including frequent handwashing, social distancing, school and business closures, home confinement, traveling ban, etc. Evidence from previous pandemic suggests that such measures have potential to reduce the spread of the disease and even the death rate by 50% [5]. Several of these restrictive emergency measures, most notably home confinement, however, infringe human rights and may lead to undesirable social behaviors, including anxiety, depression and a greater increase of population vulnerability to violence [2], [6]. It is, therefore, paramount that these measures should be based upon the principles of necessity, proportionality and a robust methodology that takes into consideration the efficacy to reduce infection and the impact these draconian measures on human rights and social welfare.

Since the emergence of the COVID-19 virus, a number of studies have focused on what social, economic and legal factors must be considered in developing breakout-mitigating strategies, when these strategies should be adopted and how they should be appropriately monitored to control the spreading of the virus, while minimizing the social and economic disruptions these interventions may cause [5]. A number of these studies use different time series methods to forecast the COVID-19 infections in few countries [7], [8], [9], [10], [11], [12], [13], [14], [15]. At the core of these studies are data-driven models to gain better understanding of the growth of the infection curve and to predict the halting of the infection spread. Several these works propose the use of different time series methods to forecast the COVID-19 infections in few countries and help healthcare organizations to assess the social and economic impact of enacted strategies on the community and gain deeper insight on when to enact, relax or terminate these strategies. Although the data-driven statistical predictions are performed objectively by the proposed model, the accuracy and quality of the predictions it produces, however, strongly depend on the data set being used. Given the significant difference in the geographical characteristics and social behaviors of the countries being studied, the use of a single model to predict disease spread and rate of infection becomes questionable, as it is highly likely that the model fails to generate accurate predictions of the infection rate for all studied countries, especially when it becomes difficult to make inferences about what impact a specific variable has on making predictions. Such a failure may lead to greater distress, economic hardship and possibly increased death rate. This paper addresses this question and proposes a new comprehensive methodology for verifying the accuracy of time series models to capture the infection evolution and predict the spread of the disease. To the best of our knowledge, this is the first work that attempts to develop a comprehensive framework to carry out a thorough comparative analysis of the performance of time series models based on the infection evolution in different countries. To this end, we develop and compare the performance of 13 time series models; simple average, simple moving average [16], linear trend [17], quadratic trend [18], s-curve trend [19], simple exponential smoothing (SES) [20], Holt’s linear trend [21], damped trend [22], autoregressive integrated moving average (ARIMA) [23], long short term memory (LSTM) [24], holt-winters’ additive (HWA) [25], statistical seasonal autoregressive integrated moving average with exogenous variable model (SSM) [26], and sutte-ARIMA [15]. The performance of the models is evaluated in terms of root mean squared error (RMSE) and mean absolute percentage error (MAPE). The study is applied to 187 countries, using data sets specific to each country. The study shows that the 187 countries exhibit nine different trends, which map into nine time series models out of the thirteen models studied in this paper. Overall, our results reveal that for the exponential increasing trend, ARIMA gives the best forecast results, whereas for an exponential + linear trend, Holt’s Linear Trend outperforms the other models under study.

The rest of the paper is organized as follows. In Section 2 we provide an overview of the related work. The benefits of time series models for forecasting infections during a pandemic are discussed in Section 3. We present the time series models under study in Section 4. Section 5 describes the model development, validation and the numerical analysis. The paper concludes with future research directions in Section 6.

2. Related work

Several works in the literature have proposed the use of time series models for COVID-19 pandemic forecast [7], [8], [9], [10], [11], [12], [13], [14], [15]. Tandon et al. [7] compares the performance of seven different time series models; ARIMA, SES, Holt’s linear trend, moving average, S-curve trend, quadratic trend and linear trend. The results of the study show that ARIMA has the best performance among all the compared models. Elmousalami and Hassanien [8] evaluate and compare the performance of the moving average, weighted moving average and SES models for the global COVID-19 infections. The authors conclude that the SES is the most accurate model for COVID-19 forecast. Petropoulos and Makridakis [9] evaluate the performance of Holt’s linear trend model to forecast the global confirmed cases. The performance of LSTM is evaluated by [10] to forecast the COVID-19 transmission in Canada. Yonar et al. [11] estimates and forecasts the number of COVID-19 epidemic cases of G8 countries using ARIMA and Brown/Holt linear exponential smoothing methods. Jiang et al. [12] evaluates the performance of ARIMA and brown linear trend models to predict the transmission of COVID-19 in China. Panda [13] forecasts the number of COVID-19 infections with 95% confidence interval for different states in India using Holt-Winters’ Additive and ARIMA models. Patil et al. [14] estimates the peak COVID-19 cases using linear trend and SSM models for Brazil, US, and India. Ahmar and Val [15] proposed sutte-ARIMA model for forecasting COVID-19 cases in Spain and compared the performance with that of ARIMA. Table 1 shows the time series models developed in the literature for forecasting COVID-19 infections along with the number of countries whose data is used. None of these works undertake a comprehensive analysis of time series models, taking into consideration the intrinsic properties of the data set of the studied country. This work addresses this gap.

Table 1.

Related Work using Time Series Models for COVID-19 Forecast.

Work Compared time series models Number of countries Evaluation metrics
[7] ARIMA, SES, Holt’s linear trend, Moving average, S-curve trend, Quadratic trend, Linear trend 8 MAPE, MAD, and MSD
[8] Moving average, Weighted moving average, SES 1 MAD, MSE, RMSE, and MAPE
[9] Holt’s linear trend NA (global forecast) Absolute error
[10] LSTM 1 RMSE and accuracy
[11] ARIMA, Holt’s linear trend, Brown linear trend 8 R-squared, RMSE, MAPE, MAE, MaxAPE, and MaxAE
[12] ARIMA, Brown linear trend 1 R-squared, normalized BIC, and number of outliers
[13] Holt-Winters’ Additive, ARIMA 1 RMSE and accuracy
[14] Linear trend, SSM 3 R-squared
[15] Sutte-ARIMA, ARIMA 1 MAPE
This work Simple average, Simple moving average, Linear trend, Quadratic trend, S-curve trend, SES, Holt’s linear trend, Damped trend, ARIMA, LSTM, Holt-Winters’ Additive, SSM Sutte-ARIMA 187 RMSE and MAPE

Mean absolute percentage error (MAPE), mean absolute deviation (MAD), mean squared deviation (MSD), mean squared error (MSE), mean absolute error (MAE), maximum absolute percentage error (MaxAPE) and maximum absolute error (MaxAE).

3. Benefits of time series for pandemic forecasting

Different machine learning models have been widely used to analyze the data of epidemic and pandemic diseases such as influenzas A (H1N1) [27], B [28], measles childhood disease [29], SARS, MERS, COVID-19 outbroken in the world, specific countries or regions. Though any machine learning model can produce reliable results at some level, time series models are the most accurate approaches in studying the epidemic and pandemic diseases because of their dynamic and temporal nature. Therefore, time series analysis has been widely used in epidemiology to predict epidemics of infectious diseases. Finkenstädt and Grenfell [29] use the discrete time epidemic model to analyze the data on case reports of measles in England and Wales from 1944 to 1964 in order to understand the dynamics of the disease. Lai [30] implements three types of time series analysis methods - Box–Jenkins model, random walk, and a combination of growth curve fitting and autoregressive moving model - in modeling and forecasting the SARS epidemic in China, which help to monitor the dynamic of SARS in China based on daily new cases. Hall et al. [31] shows how the timing of the maximum prevalence of pandemic wave, along with its amplitude and duration might be predicted by a mass-action epidemic model to the data by regression analysis. Ohkusa et al. [32] summarizes the real-time estimation and prediction of influenza-like illness patients in 2009 influenza A(H1N1) pandemic in Japan using SIR model. Sumi et al. [33] uses a maximum entropy method based spectral analysis of influenza morbidity records to identify the interepidemic period of influenza epidemics in Japan. Foster et al. [34] determines if acute myocardial infarctions and ischemic strokes are associated with influenza activity in the USA building time series regression models. Zhang et al. [35] describes a study that used nine types of infectious disease data collected through a national public health surveillance system in mainland China to evaluate and compare the performances of four time series methods, namely, two decomposition methods (regression and exponential smoothing), ARIMA and support vector machine (SVM). Wu et al. [36] analyzes the effectiveness of influenza vaccination during 2009 H1N1 influenza pandemic in Taiwan for different age groups using a well-fitted multiple linear regression time series model. Song et al. [37] utilizes the method of time series analysis with influenza incidence data from 2004 to 2011 in different Chinese provinces to construct a time series model for short-time prediction. Meyer et al. [38] introduces a comprehensive statistical framework for the analysis of spatio-temporal surveillance data covering individual-level event data as well as aggregated count data time series. Tapak et al. [39] investigates the accuracy of support vector machine, artificial neural-network, and random-forest time series models in influenza like illness (ILI) modeling and outbreaks detection. The models were applied to a data set of weekly ILI frequencies in Iran. Tandon et al. [7] employs Auto-Regressive Integrated Moving Average (ARIMA) model for predicting the incidence of COVID-19 disease in India. Petropoulos and Makridakis [9] introduce an approach to predicting the continuation of the COVID-19 using robust univariate time series models and analyzes the trajectory of recovered cases. Yonar et al. [11] estimates and forecasts the number of COVID-19 epidemic cases of G8 countries using curve estimation models, ARIMA and Brown/Holt linear exponential smoothing methods. Jiang et al. [12] establishes the dynamics models of infectious diseases and time series models to predict the trend and short-term prediction of the transmission of COVID-19 in China. Panda [13] establishes ARIMA and HWA models for short-term predictions of COVID-19 transmissions in India. Patil et al. [14] trained linear regression and SSM models to predict the peak of COVID-19 transmissions for Brazil, US, and India. Ahmar and Val [15] proposed sutte-ARIMA model to forecasting COVID-19 transmissions in Spain and compared the performance with that of ARIMA.

Time series models can utilize data from long-time and short-time periods. From this perspective, if we revisit the papers in the previous paragraph, we can notice that papers [30], [31], [7], [9], [11], [12], [13], [14], [15] use daily interval data, papers [32], [39] weekly interval data, papers [36], [37], [38] monthly interval data, and papers [29], [33], [34], [35] use yearly interval data. The use of short-interval data, especially daily interval data, is very important for the analysis of wide-range active epidemics and pandemics with high transmission rates since a high transmission rate causes very high dynamicity in the values of different features of the data, such as total cases, new cases, active cases, total deaths, new deaths, total recovered, etc. [40]. Thus, it is very important to use time series models with daily-based data for the analysis of active pandemic disease.

4. Time series models

Time series is an ordered sequence of values of a variable which are collected at equally spaced time intervals. Time series are analyzed in order to extract useful information such as the characteristics of the phenomenon that generates the series, to forecast the changes in the series and to control the phenomenon. Time series analysis involves developing models that describe an observed time series in order to understand the underlying causes. This is by making decomposing the time series into constitution components. In this section, we explain different time series forecasting models to predict the number of COVID-19 infections.

4.1. Simple average

Simple average is a time series forecasting method that forecasts the value of a variable by calculating the average of all previously observed values of that variable as stated in Eq. 1.

y^T+1=1Ti=1Tyi (1)

The simple average method considers all the past values to calculate the forecast value which might be not accurate when the time series is either increasing or decreasing.

4.2. Simple moving average

Simple moving average is based on the assumption that the value at time T+1 is mostly dependent on the recent past values rather than all values in the history [16]. Consequently, in simple moving average the forecast of the next value in a time series is calculated based on the average of a fixed finite number m of the past values as stated in Eq. 2.

y^T+1=1Ti=T-mTyi (2)

The time period consisting of m past values is known as a window and the moving average is referred to as a sliding window in the simple moving average method.

4.3. Linear trend

Linear trend or trend-line model is a forecasting method where a linear relationship between time and the response variable is developed [17]. It is suitable for the time series where the local mean is increasing gradually over time at a constant rate. The linear trend is a special case of the simple linear regression model in which the independent variable is nothing but the time index or some other equally spaced sequence of numbers. The forecasting equation for the linear trend model is stated in Eq. 3.

Y(T)=α+βT (3)

where α and β are the regression coefficients whose values are calculated such that the sum of squared deviations from the data is the minimum.

4.4. Quadratic trend

Quadratic trend model is a forecasting method where a non-linear relationship between time and the response variable is developed [18]. The quadratic trend is a special case of the polynomial regression model in which the independent variable is nothing but the time index or some other equally spaced sequence of numbers. The forecasting equation for the quadratic trend model is stated in Eq. 4.

Y(T)=α+β1T+β2T2++βnTn (4)

where α,β1,β2, and βn are the regression coefficients whose values are calculated such that the sum of squared deviations from the data is the minimum.

4.5. S-curve trend

S-curve trend model is a forecasting method where a sigmoid relationship between time and the response variable is developed [19]. S-curve trend is a special case of the logistic regression model in which the independent variable is nothing but the time index or some other equally spaced sequence of numbers. The forecasting equation for the S-curve trend model is stated in Eq. 5 [41].

Y(T)=10aβ0+β1β2T (5)

where a, β0,β1 and β2 are the parameters whose values are calculated such that the sum of squared error deviations from the data is the minimum.

4.6. Simple exponential smoothing

Simple Exponential Smoothing (SES) is a time series forecasting method for univariate data without a trend or seasonality [20]. Forecasts are calculated using weighted averages where the most recent observations are assigned larger weights, while the old observations are assigned smaller weights. The weights decrease exponentially while moving to past observations. The forecast value in SES is calculated using Eq. 6.

y^T+1|T=αyT+α(1-α)yT-1+α(1-α)2yT-2+, (6)

where α (0 α1) is the smoothing parameter that controls the rate at which the weight decreases. If the value of α is small (i.e., close to 0), large weight is given to observations from the more distant past, while if the value is large (i.e., close to 1), large weight is given to the more recent observations. When the value of α is set to 1, the forecast value will be equal to most recent value.

4.7. Holt’s linear trend

Holt’s linear trend is an extension of simple exponential smoothing method that allows forecasting of data with a trend [21]. It is exponential smoothing applied to both the average value in the series (level) as well as the trend. The forecast equation for Holt’s linear trend is stated in Eq. 7.

y^T+h|T=lT+hbT (7)

where lT denotes the smoothing of the level of the series at time T and bT represents the smoothing of the trend of the series at time T. The smoothing equations for level and trend are stated in Eqs. (8), (9) respectively.

lT=αyT+(1-α)(lT-1+bT-1) (8)
bT=β(lT-lT-1)+(1-β)bT-1 (9)

where α (0 α1) is the smoothing parameter for the level and β (0 β1) is the smoothing parameter for the trend.

4.8. Damped trend

The Holt’s linear trend method generates forecasts that depict either a constant increasing or decreasing trend indefinitely into the future. However, for longer forecast horizons, this method tends to over-forecast. Damped trend method includes a damping parameter that dampens the Holt’s linear trend forecast to a flat line some time in the future [22]. The forecast, level smoothing and trend smoothing equations for damped trend method are stated in Eqs. (10), (11), (12) respectively.

y^T+h|T=tT+(ϕ+ϕ2++ϕh)bT (10)
lT=αyT+(1-α)(lT-1+ϕbT-1) (11)
bT=β(lT-lT-1)+(1-β)ϕbT-1 (12)

where ϕ (0 < ϕ < 1) is the damping parameter. If the value of ϕ is set to 1, the method becomes similar to Holt’s linear method. For values between 0 and 1, ϕ dampens the trend so that it approaches a constant some time in the future

4.9. Auto regressive integrated moving average

Autoregressive integrated moving average (ARIMA) is a combination of auto regressive (AR) and moving average (MA) models [23]. AR is a regression model where the forecast value of a variable is a function of the past values of the variable as shown in Eq. 13. Instead of using the past values for the forecast as in AR, MA uses past forecast errors in a regression model as stated in Eq. 14. The AR and MA models combined together with differencing yields ARIMA as shown in Eq. 15.

yT=α+β1yT-1+β2yT-2++βpyT-p+T (13)

where α and β are the regression coefficients and the is the noise.

yT=α+T+ϕ1T-1+ϕ2T-2++ϕqT-q (14)

where α and are the regression coefficients.

yT=α+β1yT-1+β2yT-2++βpyT-p+ϕ1T-1+ϕ2T-2++ϕqT-q+T (15)

ARIMA model is denoted as ARIMA(p,d,q). The variable p represents the order of the AR term. For instance, if the value of p is set to 10, then the model uses 10 previous periods of the time-series for the calculation of AR. The variable p helps in adjusting the line that is being fitted to forecast the series. In ARIMA, the time series is transformed into a stationary series (a series without trend or seasonality) using differencing. This is because the forecasting becomes easy when a time series is stationary. The variable d denotes the degree of the first differencing involved to make the time series stationary. The first differencing value is the difference between the current time period and the previous time period. The variable q represents the order of the MA term.

4.10. Long short term memory

Long short term memory (LSTM) is a recurrent neural network model trained using backpropagation that focuses only on relevant information for forecasting a variable value [24]. Instead of neurons in a neural network, LSTM networks have memory blocks that are connected through layers. The main concepts of LSTM are the cell state and the gates as shown in Fig. 1. The cell state acts as a data transmission channel that transfers relative information to the chain of neural networks. Gates are the way to optionally let the information through. They are different neural networks that decide which information is allowed on the cell state. The gates can learn what information to keep or forget based on the relevance during the training. The gate consists of a sigmoid activation. A sigmoid activation outputs numbers between zero and one that describe how much of each information should be let through. The value of zero lets no information though whereas the value of one lets all the information through. There are three types of gates in an LSTM cell: forget, input and output.

  • Forget gate: It decides what information should be removed from the blocks. Information from the previous hidden state and from the current input is passed through the sigmoid function. The entire information is removed if the output of the sigmoid function is 0.

  • Input gate: It decides which values from the input to be selected to update the memory state. This is by first passing the hidden state and the current input information to a sigmoid function. The information is also passed to the tanh function to regulate the network. The tanh output is then multiplied with the sigmoid output. The sigmoid output will decide which information is important to keep from the tanh output.

  • Output gate: It decides what value to output or what next hidden state should be. First, the previous hidden state and the current input are passed to the sigmoid function. The newly modified cell state is then passed to the tanh function. The tanh output is multiplied with the sigmoid output to decide what information the hidden state should carry. The output is the hidden state. The new cell state and the new hidden is then carried over to the next time step.

Fig. 1.

Fig. 1

Long Term Short Memory Cell.

4.11. Holt-winters’ additive

Holt-winter’s seasonality is an extension of HLT to capture seasonality [25]. There are two variations to this method based on the seasonal component: 1) additive and 2) multiplicative. The Additive method is preferred when the seasonal are roughly constant, while the multiplicative is preferred when the variations change proportional to the level of series. Holt-winter’s additive (HWA) is used in the literature to forecast COVID-19 infections. The forecast equation for Holt-Winter’s Additive is stated in Eq. 16.

y^T+h|T=lT+hbT+sT+h-m(k+1) (16)

where lT denotes the smoothing of the level of the series at time T, bT represents the smoothing of the trend of the series at time T and sT represents the smoothing of the seasonality of the series at time T. The smoothing equations for level, trend and seasonality are stated in Eqs. (17), (18), (19) respectively.

lT=α(yT-sT-m)+(1-α)(lT-1+bT-1) (17)
bT=β(lT-lT-1)+(1-β)bT-1 (18)
sT=γ(yT-lT-1-bT-1)+(1-γ)sT-m (19)

where m denotes the frequency of the seasonality, α (0 α1) is the smoothing parameter for the level, β (0 β1) is the smoothing parameter for the trend and γ (0 γ1) is the smoothing parameter for the seasonality.

4.12. Statistical SARIMAX model

Seasonal autoregressive integrated moving average with exogenous variables (SARIMAX) is the extension of ARIMA method that allows forecasting of seasonal data [26]. Statistical SARIMAX Model (SSM) includes four seasonal variables P, D, Q, and m, in addition to the p, d and q variables required by ARIMA. P represents the seasonal autoregressive order, D represents the seasonal difference order, Q represents the seasonal moving average order and m represents the number of time steps for a single seasonal period. The forecast equation for SARIMAX is stated in Eq. 20.

yT=α+β1X1,T+β2X2,T++βpXp,T+ωT (20)

where α and β are the regression coefficients, (X1,T,X2,T, …, Xp,T) are observations of exogenous variables corresponding to yT, and ωT is the stochastic residual calculated using Eq. 21.

ωT=θq(B)ΘQ(Bs)ϕp(B)ΦP(Bs)(1-B)d(1-Bs)DT (21)

where, B is the delay operator, ϕ(B) is the autoregressive operator of p-order, θ(B) is the moving average operator of q-order and is the noise.

4.13. Sutte-ARIMA

Sutte-ARIMA is a combination of the α-Sutte indicator and the ARIMA methods [15]. The forecast for sutte-ARIMA is calculated as the average forecast of α-Sutte and ARIMA. The α-Sutte uses four historical data from the time series to forecast the fifth value as stated in Eq. 22.

yT=γ(Δxγ+δ2)+β(Δyβ+γ2)+α(Δzα+β2)3 (22)

where, δ=yT-4,γ=yT-3,β=yT-2,α=yT-1,Δx=γ-δ,Δy=β-γ, and Δz=α-β.

The α-Sutte and the ARIMA models indicated in Eqs. (22), (15) respectively can be simplified and averaged to obtain the forecast equation for sutte-ARIMA as stated in Eq. 23.

2yT=α+β1yT-1+β2yT-2++βpyT-p+ϕ1T-1+ϕ2T-2++ϕqT-q+T+γ(2Δx3γ+3δ)+β(2Δy3β+3γ))+α(2Δz3α+3β) (23)

5. Performance analysis

In this section, we analyze and compare the performance of the studied time series models using a comprehensive COVID-19 dataset. We evaluate their performance in terms of RMSE and MAPE.

5.1. Models development and validation

We develop the models under study and evaluate their performance considering 187 countries in the world. We use Johns Hopkins Covid-19 dataset [42]. The dataset is compiled using resources such as WHO, DXY.cn, BNO News, National Health Commission of the People’s Republic of China, China CDC, Hong Kong Department of Health, Macau Government, Taiwan CDC, US CDC, Government of Canada, Australia Government Department of Health, European Centre for Disease Prevention and Control, and the Ministry of Health of Singapore. Table 2 shows the characteristics of the dataset. We use the confirmed cases feature to develop and validate the models for the considered countries.

Table 2.

Characteristics of the Johns Hopkins COVID-19 Dataset used in the Experiments.

Number of countries 187
Starting date 22 January 2020
Update frequency Daily
Features Province/State, Country/Region, Last Update, Number of confirmed cases, Number of suspected cases, Recovered, Deaths

To evaluate the models, we create a separate dataset for each considered country. We use 85% of the dataset (i.e., 22 January - 15 May) as training to develop the models and 15% (i.e., 16 May - 2 June) for validation. To validate the models, we first forecast the number of infections over time based on the developed models, then we compare the predicted values with the actual ones. In addition, we mention the forecast values for the validation dataset with 95% confidence interval. We implemented the models using Python [43]. For the ARIMA model, we run the model with different parameter values and select the values that yield the minimum Akaike’s Information Criterion (AIC). AIC is a widely used measure that estimates the quality of a model with respect to all the other models. The quality is a function of the goodness of fit and the simplicity of the model. The value of AIC can be calculated using Eq. 24. We run the LSTM model with the number of epochs between 1 and 100 and select the epoch value that results in the minimum RMSE value. We evaluate the performance of each model under study in terms of RMSE calculated using Eq. 25 and MAPE calculated using Eq. 26.

AIC=-2log(L)+2(p+q+k+1) (24)

where L is the likelihood of the data, p and q are ARIMA parameters and k is a multiplier for the complexity penalty term.

RMSE=T=1n(yT-y^T)2n (25)
MAPE=(1nT=1n|yT-y^T|yT)×100% (26)

where yT is the actual value, y^T is the forecast value and n is the total number of fitted points.

5.2. Experimental results analysis

In this section, we analyze our experimental results and give insights and conclusions of these evaluations. In particular, we reveal the reasons behind the performance of these models.

We categorize the countries based on the time series models that yield the least RMSE and MAPE values for a country using our experimental results stated in Table A.1, Table A.2 respectively. The values of RMSE and MAPE for each country and each model are computed using Eqs. (25), (26), based on our experimental results presented in Table A.3, Table A.4, Table A.5, Table A.6, Table A.7, Table A.8, Table A.9, Table A.10, Table A.11, Table A.12, Table A.13, Table A.14, Table A.15, Table A.16, Table A.17, Table A.18, Table A.19, Table A.20, Table A.21, Table A.22, Table A.23, Table A.24, Table A.25, Table A.26, Table A.27, Table A.28, Table A.29, Table A.30, Table A.31, Table A.32, Table A.33, Table A.34, Table A.35, Table A.36, Table A.37, Table A.38, Table A.39, Table A.40, Table A.41, Table A.42, Table A.43, Table A.44, Table A.45, Table A.46, Table A.47, Table A.48, Table A.49, Table A.50, Table A.51, Table A.52, Table A.53, Table A.54, Table A.55, Table A.56, Table A.57, Table A.58, Table A.59, Table A.60, Table A.61, Table A.62, Table A.63, Table A.64, Table A.65, Table A.66, Table A.67, Table A.68, Table A.69, Table A.70, Table A.71, Table A.72, Table A.73, Table A.74, Table A.75, Table A.76, Table A.77, Table A.78, Table A.79, Table A.80, Table A.81, Table A.82, Table A.83, Table A.84, Table A.85, Table A.86, Table A.87, Table A.88, Table A.89, Table A.90, Table A.91, Table A.92, Table A.93, Table A.94, Table A.95, Table A.96, Table A.97, Table A.98, Table A.99, Table A.100, Table A.101, Table A.102, Table A.103, Table A.104, Table A.105, Table A.106, Table A.107, Table A.108, Table A.109, Table A.110, Table A.111, Table A.112, Table A.113, Table A.114, Table A.115, Table A.116, Table A.117, Table A.118, Table A.119, Table A.120, Table A.121, Table A.122, Table A.123, Table A.124, Table A.125, Table A.126, Table A.127, Table A.128, Table A.129, Table A.130, Table A.131, Table A.132, Table A.133, Table A.134, Table A.135, Table A.136, Table A.137, Table A.138, Table A.139, Table A.140, Table A.141, Table A.142, Table A.143, Table A.144, Table A.145, Table A.146, Table A.147, Table A.148, Table A.149, Table A.150, Table A.151, Table A.152, Table A.153, Table A.154, Table A.155, Table A.156, Table A.157, Table A.158, Table A.159, Table A.160, Table A.161, Table A.162, Table A.163, Table A.164, Table A.165, Table A.166, Table A.167, Table A.168, Table A.169, Table A.170, Table A.171, Table A.172, Table A.173, Table A.174, Table A.175, Table A.176, Table A.177, Table A.178, Table A.179, Table A.180, Table A.181, Table A.182, Table A.183, Table A.184, Table A.185, Table A.186, Table A.187, Table A.188, Table A.189. Fig. 2 shows the normalized RMSE of ARIMA model for all the countries where the model outperforms all other models under study. Fig. 3 shows the MAPE of ARIMA model for all the countries where the model outperforms all other models under study to bring insights on the degree of suitability of ARIMA on the countries data distribution. The number of infections data trends for all these countries represent an exponentially increasing curve. For instance, as shown in Fig. 4 the number of confirmed COVID-19 cases for Afghanistan increases exponentially and are accurately forecasted by ARIMA. Our experimental results reveal that ARIMA has the least RMSE compared to all other models under study for an exponentially increasing data trend. This is because, the forecast in ARIMA is based on the past values of the series for a period as well the previous forecast error. The size of the period is optimally adjusted to make accurate predictions based on the local increasing/decreasing trend in the series. The exponentially increasing trends for the countries (Fig. 2) is modeled accurately by ARIMA by selecting an appropriate order of the regression term that fits the exponentially growing data.

Fig. 2.

Fig. 2

Countries where ARIMA model achieves the lowset RMSE.

Fig. 3.

Fig. 3

Countries where ARIMA model achieves the lowset MAPE.

Fig. 4.

Fig. 4

Prediction of COVID-19 infections in Afghanistan for the Validation Dataset using the Time Series Models.

Fig. 5, Fig. 6 show the normalized RMSE and MAPE respectively of the Holt’s linear trend model for all the countries where the model has the least RMSE value compared to all other models under study. The infections data trends for all these countries is similar to an exponentially increasing curve in the beginning and then follow a linear line after some point in time. For instance, Fig. 7 shows that the Holt’s linear trend model forecast the number of infections with the least RMSE compared to the other models for a data trend that increases exponentially in the beginning and then becomes linear. Our results show that the performance of Holt’s linear trend is the best among all the studied models for an exponential + linear data trend. This is because the h-steps forecast in Holt’s linear trend model is calculated by adding the last estimated level in the series to h times the last estimated trend as stated in Eq. 7. Consequently, the forecast values are a linear function of time steps leading to more accurate performance for the exponential + linear time series compared to the other models under study.

Fig. 5.

Fig. 5

Countries where Holt’s Linear Trend model achieves the lowest RMSE.

Fig. 6.

Fig. 6

Countries where Holt’s Linear Trend model achieves the lowest MAPE.

Fig. 7.

Fig. 7

Prediction of COVID-19 infections in Belarus for the Validation Dataset using the Time Series Models.

Fig. 8, Fig. 9 show the normalized RMSE and MAPE values respectively of the S-curve trend model for the countries where the model forecasts the number of COVID-19 infections most accurately. The time series data trends for these countries are almost similar and follow a logistic curve. For example, the increase in number of COVID-19 infections over time for Greece follows a logistic curve and the S-curve trend model forecasts with the least RMSE compared to the other models under study (Fig. 10). The S-curve trend model performs most accurately for a time series that follows a logistic curve. This is because the model is based on logistic regression with sigmoid function that captures the s-shaped data trend accurately.

Fig. 8.

Fig. 8

Countries where S-curve Trend model achieves the lowest RMSE.

Fig. 9.

Fig. 9

Countries where S-curve Trend model achieves the lowest MAPE.

Fig. 10.

Fig. 10

Prediction of COVID-19 infections in Greece for the Validation Dataset using the Time Series Models.

The normalized RMSE and MAPE of the damped trend model for the countries where the model outperforms the other studied models are shown in Fig. 11, Fig. 12 respectively. The time series data trends for all these countries follows a logarithmic curve that damps after some point in time. Fig. 13 shows the trend for COVID-19 infections in Australia. It shows that the damped trend model forecasts more accurately compared to the other models. Our results reveal that the damped trend model is the most accurate for damped logarithmic and damped exponential time series. This is because of the damping parameter used by the model that dampens the time series trend to a flat line after some point in time.

Fig. 11.

Fig. 11

Countries where Damped Trend model achieves the lowest RMSE.

Fig. 12.

Fig. 12

Countries where Damped Trend model achieves the lowest MAPE.

Fig. 13.

Fig. 13

Prediction of COVID-19 infections in Australia for the Validation Dataset using the Time Series Models.

Fig. 14, Fig. 15 show the normalized RMSE and MAPE of the quadratic trend model for all the countries where the model outperforms all the other models under study. The evolving COVID-19 infections in these countries follows a polynomial curve in a given time period. For instance, Fig. 16 shows that the number of infections increases polynomial in a given time window for Cameroon. It shows that the quadratic trend model forecasts more accurately compared to the other models. This is because the quadratic trend model resembles a polynomial regression model that can capture the polynomial data trend accurately.

Fig. 14.

Fig. 14

Countries where Quadratic Trend model achieves the lowest RMSE.

Fig. 15.

Fig. 15

Countries where Quadratic Trend model achieves the lowest MAPE.

Fig. 16.

Fig. 16

Prediction of COVID-19 infections in Cameroon for the Validation Dataset using the Time Series Models.

Fig. 17, Fig. 18 show the normalized RMSE and MAPE of the LSTM model for the countries where the model performs the best. The trends observed for the confirmed COVID-19 cases for these countries are stochastic in nature with sudden increase and follows no particular curve. Fig. 19 shows the trend of COVID-19 infections in Bahamas. It shows that the LSTM model forecasts the number of infections with the highest accuracy. LSTM model has the ability to learn the context required to fit the data without having any trend assumption and can handle the sudden shocks in the time series data. Consequently, LSTM performs better for the time series data that follows no particular trend and have sudden rise in the number of infections. For instance, an exponential function with a sudden increase/decrease or a logistic function that exponentially increase at some point in time.

Fig. 17.

Fig. 17

Countries where LSTM model achieves the lowest RMSE.

Fig. 18.

Fig. 18

Countries where LSTM model achieves the lowest MAPE.

Fig. 19.

Fig. 19

Prediction of Confirmed COVID-19 Cases in Bahamas for the Testing Dataset.

Fig. 20, Fig. 21 show the normalized RMSE and MAPE of the HWA model for the countries where the model performs the best. The trends observed for the confirmed COVID-19 cases for these countries have a cyclic pattern of high and low slopes. For instance, Fig. 22 shows the trend of COVID-19 infections in San Marino. It shows that a cyclic pattern of increasing number of infections and roughly constant infections. The HWA model forecasts the number of infections with the highest accuracy because the model has the ability to extract the cyclic pattern in the time series data. Consequently, HWA performs better for the time series data that has a cyclic pattern. For instance, alternating exponential and damped trend or alternating increasing and constant trend.

Fig. 20.

Fig. 20

Countries where Holt-winters’ Additive model achieves the lowest RMSE.

Fig. 21.

Fig. 21

Countries where Holt-winters’ Additive model achieves the lowest MAPE.

Fig. 22.

Fig. 22

Prediction of Confirmed COVID-19 Cases in San Marino for the Testing Dataset.

Fig. 23, Fig. 24 show the normalized RMSE and MAPE of the SSM model for the countries where the model performs the best. The trends observed for the confirmed COVID-19 cases for these countries are exponentially increasing with cyclic patterns. Fig. 25 shows the exponentially increasing trend of COVID-19 infections in Albania with repeated damping. The SSM model forecasts the COVID-19 infections with the least error. This is because the SSM model fits well to a univariate data with trend and seasonality.

Fig. 23.

Fig. 23

Countries where SSM model achieves the lowest RMSE.

Fig. 24.

Fig. 24

Countries where SSM model achieves the lowest MAPE.

Fig. 25.

Fig. 25

Prediction of Confirmed COVID-19 Cases in Albania for the Testing Dataset.

The normalized RMSE and MAPE values of the sutte-ARIMA model for the countries where the model performs the best are shown in Fig. 26, Fig. 27. The trends observed for the confirmed COVID-19 cases are roughly constant for a long period of time and then show a sudden increase. Fig. 28 shows the trend of COVID-19 infections in Nicaragua where sutte-ARIMA outperforms the other studied models. The sutte-ARIMA performs better for such trend because the integrated α-sutte method tries to keep the trend constant based on the history whereas the ARIMA model tries to fit the sudden increase as ARIMA is suitable for exponential trends.

Fig. 26.

Fig. 26

Countries where Sutte-ARIMA model achieves the lowest RMSE.

Fig. 27.

Fig. 27

Countries where Sutte-ARIMA model achieves the lowest MAPE.

Fig. 28.

Fig. 28

Prediction of Confirmed COVID-19 Cases in Nicaragua for the Testing Dataset.

Table 3 shows the results for RMSE and MAPE of different time series models obtained by the works in the literature for predicting COVID-19 infections. Tandon et al. [7]compared the performance of seven different models for predicting COVID-19 infections in India and showed that ARIMA has the least MAPE. However, our results show that QT outperforms the remaining six models. This discrepancy in the results is due to to the difference in the dataset used. We use more data; thus impacting the infections trend. Considering all the models in our study, LSTM predicts the infections for India with the least error. The LSTM model is not evaluated in [7]. Yonar et al. [11] compared the performance of ARIMA and holt’s linear models for different countries. The results showed that ARIMA, which has the best accuracy for exponential data trends, outperforms for Turkey, Germany and France, while holt’s linear trend gives the least accuracy for Italy, Japan, Canada and United Kingdom. Our experiments show the same results for Germany and France. Furthermore, our results show that the holt-winters’ additive and SSM has the best accuracy for Germany and France respectively with the growing data (Cylic Increasing  + Constant, i.e, exponential over periods of intervals). However, as the dataset for Turkey evolved, its data trend becomes stochastic making the LSTM the most accurate among the models under study. For Canada dataset Holt’s linear trend is still more pronounced than ARIMA. However, for Italy, Japan and UK evolving datasets, ARIMA performs better than holt’s linear trend. The holt-winters’ additive, SSM and LSTM models are not evaluated in [11]. Ahmar and Val [15] showed that sutte-ARIMA outperforms ARIMA for forecasting COVID-19 infections in Spain. This is not confirmed in our results. This is due to the evolving dataset. Our results show that holt-winters’ additive has the least prediction error among the models in this study for Spain.

Table 3.

Prediction Errors for COVID-19 Infections Obtained by the Works Comparing Time Series Models in the Literature.

Work Country Models MAPE RMSE
[7]
India ARIMA 4.1
SES 9.7
Holt’s linear trend 9.1
Moving average 10
S-curve trend 66
Quadratic trend 13230
Linear trend 14845

[11]
Turkey ARIMA 2.578 6.171
Germany ARIMA 6.389 394.416
France
ARIMA
1.301
232.490
Italy Holt’s linear trend 589.553 7.878
Japan Holt’s linear trend 16.403 3.682
Canada Holt’s linear trend 29.212 8.001
United Kingdom Holt’s linear trend 149.556 6.979

[15] Spain Sutte-ARIMA 0.035
ARIMA 0.061 -

In summary, our experimental results reveal that for the time series data having an exponential increasing trend, the ARIMA model is the best selection for forecasting, whereas if the trend is increasing exponentially at a lower rate and then becomes linear at some point in time, then the Holt’s Linear Trend model outperforms all other studied models. The S-curve Trend model is the most accurate for time series data that follows a logistic trend. The logarithmic or exponentially increasing time series that damps after some point in time can be best forecasted using Damped Trend model. The time series that are stochastic in nature with sudden shock and follows no particular trend can be modeled using LSTM for comparatively better forecast results. Quadratic curve model is the most accurate for time series where the trend is polynomial. The alternating increasing and constant trend can be accurately modeled using holt-winters’ additive model, whereas the exponentially increasing trend with repeated damping can be best forecasted using SSM model. Sutte-ARIMA method is best for roughly constant trends with a sudden increase. Fig. 29 shows the one-to-one relationship between the data trend and its accurate time series forecast model. It also shows the average MAPE for each model. We categorize all the countries based on their time series trend and calculate the MAPE for each country using the algorithm that performs the best for that trend. We then compute the average value of MAPE for the countries within each category to get that for each model. The RMSE, MAPE, and the predicted infections with 95% confidence intervals of each model for all the countries under study are presented in the Appendix.

Fig. 29.

Fig. 29

One-to-one Relationship between the Data Trend and its Accurate Time Series Model with Average MAPE.

6. Conclusion

The coronavirus disease continues to spread across the globe raising questions about the optimal requirements for precautionary measures and medical resources. Current research efforts have evaluated the performance of some time series models in the literature to forecast the COVID-19 infections for selected countries. These models are evaluated by different works for different countries. Consequently, it is difficult to draw an objective comparison on the performance of these models. In addition, some time series models are not explored to forecast the COVID-19 infections. In this work, we develop and compare the performance of time series models in the literature applied to 187 countries for an objective comparison. We develop a one-to-one relationship between the data trend and its most accurate time series model. Our results reveal that for the exponential increasing trend, ARIMA gives the best forecast results whereas, for an exponential + linear trend, Holt’s Linear Trend outperforms the other models under study. The countries that have a logistic or damped trend means that the precaution measures taken are effective as the rate of increase in the number of infection is less than the rates of the other trends. S-curve Trend model performs best for logistic trends and Damped Trend model is the most accurate for damped trends. For the countries having a stochastic trend where the number of infections increases without any pattern, it is advisable to use LSTM model and the countries having a polynomial growth, Quadratic trend model is the most accurate. Holt-winters’ additive is most suitable for the countries having an alternating increasing and constant trend, whereas SSM model is the best for exponentially increasing trends with repeated damping. Sutte-ARIMA method is best for roughly constant trends with a sudden increase.

The limitation of this paper is that it is required to extract periodically the trend of the time series infection data for a country. This is needed in order to select the model that matches the data trend to give the highest accuracy. In a dynamic system, such as COVID-19 infections, data trends should be frequently monitored. The obtained results can help the healthcare organizations to better judge the effect of the undertaken precautionary measures, and provision more efficiently the needed resources to face this disease. The extension of this work includes the development of a prediction tool that considers in addition to the number of infections, other features such as a country’s healthcare facilities, economy, social status, and precaution measures. This is with the aim of helping a country to develop a national wide prevention plan.

Declaration of Competing Interest

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Acknowledgments

This work was supported by the Emirates Center for Energy and Environment Research of the United Arab Emirates University under Grant 31R215. We would like to thank the anonymous reviewers for their helpful comments and suggestions.

Appendix A.

Table A.1 shows the Root Mean Squared Error (RMSE) for the developed time series models for the countries under study.

Table A.1.

Root Mean Squared Error for the Developed Time Series Models for the Countries under Study.


Root Mean Squared Error (RMSE)
Country SA SMA LT QT ST SES HLT DT ARIMA LSTM HWT SSM Sutte-Arima
Afghanistan 10746.94 5904.49 8710.56 3084.30 5904.49 5904.49 2611.23 2611.23 787.30 3550.79 1843.77 886.75 5788.17
Albania 765.93 134.69 169.19 153.31 134.69 134.69 27.93 33.16 42.43 197.85 35.07 22.49 488.98
Algeria 7043.02 1919.66 3713.65 1170.19 1919.66 1919.66 85.30 85.30 265.38 890.01 127.05 124.05 4006.84
Andorra 12276.10 12007.37 11914.11 12040.33 12007.37 12007.37 11998.44 12000.41 12000.97 12007.18 12002.85 11001.45 12219.53
Angola 57.70 23.31 32.17 5.91 25.81 23.31 12.04 15.48 10.36 33.18 13.82 12.89 37.42
Antigua and Barbuda 16.01 0.41 3.99 1.90 0.41 0.41 0.35 0.39 1.03 0.36 0.56 0.98 12.97
Argentina 11517.07 6033.57 8004.80 3153.89 6323.73 6033.57 3291.35 3291.35 2658.52 6973.36 2844.02 2872.95 7408.96
Armenia 6464.97 3426.16 4672.72 1806.85 3426.16 3426.16 1879.07 1879.07 1516.78 3410.62 1669.66 1590.14 4155.52
Australia 4278.00 110.90 1479.83 1719.03 124.95 110.90 75.76 27.74 118.29 201.90 87.16 103.43 3507.26
Austria 10081.08 432.27 2945.42 3576.62 432.27 432.27 96.47 42.61 412.25 820.18 44.57 361.49 8063.27
Azerbaijan 3795.18 1589.02 2284.65 501.12 1589.02 1589.02 618.81 618.81 441.07 597.39 507.60 523.40 2322.21
Bahamas 72.93 4.00 10.94 38.70 4.00 4.00 5.27 3.46 7.44 1.90 3.81 6.13 46.05
Bahrain 8291.77 3102.30 5617.71 509.88 3775.69 3102.30 257.82 257.82 825.23 1569.79 854.69 674.22 4129.73
Bangladesh 33995.25 17679.13 27296.41 6219.76 17679.13 17679.13 7324.87 7324.87 1133.37 5694.93 5102.86 5446.11 17760.09
Barbados 59.73 6.05 7.34 7.44 6.05 6.05 3.54 4.26 3.36 6.33 4.61 3.60 46.82
Belarus 32864.63 10063.72 21521.95 8379.53 10063.72 10063.72 107.20 107.20 944.04 10872.34 155.98 167.00 17592.04
Belgium 40839.04 2627.52 4027.92 16568.98 2627.52 2627.52 1484.88 1085.11 1325.94 4177.71 979.46 1022.61 27860.78
Belize 11.92 0.00 2.33 5.00 0.00 0.00 0.01 0.00 2.44 0.37 0.37 0.00 8.02
Benin 188.45 141.93 96.81 299.32 165.03 141.93 281.94 177.34 271.29 138.63 131.78 261.77 81.38
Bhutan 26.27 10.87 19.88 13.63 22.62 10.87 12.44 12.44 25.94 1844395.73 7.65 28.93 26.74
Bolivia 6856.21 4032.22 5687.37 2295.91 4052.15 4032.22 2109.47 2109.47 1759.55 1633.30 1913.05 1104.54 4247.79
Bosnia and Herzegovina 1826.48 188.09 456.36 758.11 188.09 188.09 116.69 106.31 98.35 78.99 48.37 77.62 1154.50
Botswana 25.31 9.19 8.97 4.28 9.19 9.19 8.12 8.76 3.80 8.81 8.29 7.32 17.28
Brazil 364400.89 187657.73 287630.07 81043.92 187657.73 187657.73 72817.65 72817.65 271875.87 207202.33 15096.01 14754.62 82502.44
Brunei 72.52 0.16 48.60 82.23 2.24 0.16 1.07 0.57 0.17 2.13 2.21 0.16 70.43
Bulgaria 1899.31 278.69 716.39 719.41 278.69 278.69 156.21 156.21 219.06 602.48 126.59 154.16 1098.22
Burkina Faso 582.38 51.85 47.58 95.08 58.08 51.85 21.06 10.85 6.99 106.16 11.74 6.37 410.77
Burma 161.68 26.60 50.51 98.62 27.55 26.60 12.95 18.35 21.55 32.14 25.22 21.93 110.89
Burundi 42.44 31.65 33.72 20.81 31.65 31.65 31.15 31.65 27.78 31.54 29.51 29.31 34.92
Cabo Verde 342.70 70.05 224.18 114.86 70.05 70.05 93.40 93.40 97.52 133.88 84.85 85.58 143.00
Cambodia 65.55 1.91 39.96 67.40 1.91 1.91 1.91 1.91 1.93 2.68 1.11 1.85 62.48
Cameroon 4345.07 2003.20 2891.90 649.39 2365.64 2003.20 875.51 875.51 927.67 2070.49 968.93 839.71 2796.61
Canada 69104.86 11485.07 26295.46 29410.94 11485.07 11485.07 2238.85 2238.85 2349.43 11758.47 1020.80 1345.23 41746.56
Central African Republic 674.33 428.22 617.91 409.59 562.92 428.22 156.22 156.22 355.04 88874.71 371.80 345.55 496.77
Chad 626.26 251.94 507.44 74.81 351.40 251.94 25.57 25.57 60.62 157.05 47.84 40.86 302.50
Chile 70035.83 39327.80 55167.28 24055.39 39327.80 39327.80 18584.63 18584.63 11121.09 48780.86 11884.70 13063.23 41080.47
China 14994.09 67.97 24559.39 20755.43 141.85 67.97 11.31 18.46 4458.70 410.50 316.73 12.42 43882.87
Colombia 20104.43 8926.32 14304.35 2381.92 8926.32 8926.32 2692.37 2692.37 1465.11 6503.02 2121.31 366.79 11340.38
Comoros 77.83 69.29 74.96 61.01 69.29 69.29 65.71 68.38 71.25 75.19 69.55 71.10 71.36
Congo Brazzaville 440.78 134.57 265.75 47.36 185.35 134.57 51.47 51.47 65.99 172.88 58.59 64.61 215.89
Congo Kinshasa 2166.97 1154.01 1662.15 580.89 1154.01 1154.01 545.02 545.02 566.88 1387.63 564.86 869.13 1393.39
Costa Rica 678.81 137.76 83.53 124.85 137.76 137.76 35.50 46.50 16.54 168.31 18.21 19.30 469.52
Cote d’Ivoire 2088.90 541.54 1070.86 472.86 541.54 541.54 93.29 93.29 112.78 501.05 99.39 76.37 1166.74
Croatia 1471.36 19.30 224.67 233.34 20.23 19.30 80.38 64.08 23.41 43.76 3.71 20.73 1109.57
Cuba 1502.59 135.17 374.20 959.88 135.17 135.17 47.69 32.64 24.13 300.96 15.96 17.18 962.56
Cyprus 626.07 25.47 63.13 140.32 25.47 25.47 8.42 2.49 5.51 27.76 3.19 3.46 463.16
Czechia 8638.71 8035.65 7962.83 7872.72 8035.65 8035.65 8005.61 8011.08 83.80 8066.73 8014.93 38.17 4442.72
Denmark 8140.85 612.87 757.13 2145.44 612.87 612.87 353.92 266.22 331.65 1761.29 188.87 241.82 5605.33
Djibouti 2261.97 1342.50 1528.03 523.20 1342.50 1342.50 1137.38 1212.81 1105.49 1414.66 1244.15 1130.44 1743.95
Dominica 9.35 0.47 4.40 5.45 0.47 0.47 0.47 0.47 2.12 0.45 0.47 0.46 7.15
Dominican Republic 12758.62 3657.20 6936.64 2439.45 3657.20 3657.20 391.20 391.20 91.06 1510.04 405.31 342.52 7359.00
Ecuador 29892.14 5638.80 12145.61 18604.29 5260.72 5638.80 2453.71 4576.84 3273.12 5317.10 680.62 656.16 16855.67
Egypt 17160.91 8608.61 12412.15 2847.97 8608.61 8608.61 4539.43 4539.43 4185.28 6214.59 4417.73 4094.84 10986.53
El Salvador 1842.50 845.77 1438.64 311.16 845.77 845.77 174.40 174.40 52.24 245.92 70.79 100.11 974.95
Equatorial Guinea 952.53 471.11 729.28 130.01 611.29 471.11 179.30 219.06 251.77 839.16 294.92 279.70 614.17
Eritrea 24.42 0.00 7.63 2.35 0.00 0.00 0.02 0.00 0.00 0.20 0.00 0.00 19.50
Estonia 1178.93 67.62 183.69 81.05 67.62 67.62 4.45 14.32 8.11 103.98 22.96 3.86 906.13
Eswatini 223.18 66.95 146.61 74.02 69.58 66.95 13.43 21.22 5.89 93.61 10.79 10.17 121.42
Ethiopia 719.11 521.37 606.29 418.27 521.37 521.37 404.94 404.94 393.39 554.83 401.79 405.36 540.96
Fiji 11.21 0.00 3.54 1.05 0.00 0.00 0.01 0.00 1.56 0.31 0.00 0.00 8.34
Finland 4885.86 423.00 956.48 1803.20 423.00 423.00 365.39 351.19 428.98 1157.88 314.52 355.46 3100.56
France 125209.43 5341.45 9072.66 40552.07 9519.18 5341.45 2332.62 1382.73 1795.12 4760.12 1698.26 1360.82 90898.69
Gabon 1999.01 976.49 1684.28 593.47 1433.96 976.49 91.68 91.68 697.90 2710.33 173.42 661.51 680.82
Gambia 19.73 1.70 8.09 8.98 2.21 1.70 4.03 0.30 4.94 3.74 3.65 3.53 10.20
Georgia 558.09 70.25 145.43 242.40 70.25 70.25 21.09 16.21 34.67 28.52 20.01 23.53 350.34
Germany 118817.87 5723.37 14470.35 9134.71 7625.81 5723.37 2454.60 1274.27 1502.16 28881.94 345.36 1059.00 89415.97
Ghana 6227.69 1495.43 4238.33 1601.11 2750.16 1495.43 1192.37 1192.37 1342.14 3815.55 1054.87 930.10 2753.52
Greece 1853.07 77.67 279.21 165.65 77.67 77.67 109.69 85.26 172.81 188.50 102.07 153.34 1362.26
Grenada 15.59 0.71 0.84 3.37 1.58 0.71 1.22 0.35 4.00 0.39 0.36 1.21 9.45
Guatemala 3539.28 2244.41 3024.98 1618.46 2244.41 2244.41 1155.07 1155.07 811.68 50986.36 819.02 902.13 2134.38
Guinea 1068.45 262.98 797.91 285.43 262.98 262.98 216.87 216.87 107.05 733.38 116.20 87.67 520.98
Guinea-Bissau 2881.47 873.45 1782.64 874.13 873.45 873.45 131.85 131.85 73.96 607.02 136.23 128.61 1619.64
Guyana 109.23 23.77 43.70 23.35 26.35 23.77 3.72 5.83 7.52 17.82 3.04 2.97 63.90
Haiti 1264.54 1031.00 1183.39 964.04 1114.06 1031.00 792.61 792.61 561.24 415.27 651.57 594.27 857.48
Holy See 7.83 0.00 1.00 1.18 0.00 0.00 0.42 0.06 1.10 1.01 0.92 0.73 5.52
Honduras 3783.58 1822.58 2892.11 667.52 1822.58 1822.58 705.75 705.75 550.45 1002.04 761.31 627.78 2219.77
Hungary 2855.35 333.49 752.67 1451.99 371.33 333.49 69.52 43.03 38.53 166.79 38.45 24.13 1840.77
Iceland 1034.91 2.47 483.76 503.71 3.33 2.47 1.03 0.49 0.96 8.32 1.03 1.07 902.20
India 136699.63 68109.98 104769.65 21023.20 71364.68 68109.98 29256.57 29256.57 23783.35 6814.80 26719.94 26649.03 81982.50
Indonesia 19316.43 6678.90 11162.58 1519.63 6678.90 6678.90 1544.53 1544.53 452.01 2153.18 1138.52 697.74 11151.17
Iran 99703.35 23394.05 21782.97 14597.98 28632.43 23394.05 5253.49 5315.77 3565.82 35772.98 1002.49 2154.98 65965.57
Iraq 4246.24 2053.83 2560.91 1118.82 2093.92 2053.83 1192.24 1192.24 1110.48 1922.81 1214.59 1178.24 2876.89
Ireland 18295.24 731.59 3147.76 11694.04 731.59 731.59 1635.49 1339.86 1457.63 423.11 1535.05 1288.66 11648.48
Israel 11256.65 300.65 1362.31 3390.68 300.65 300.65 113.41 101.52 114.58 566.06 216.68 96.02 8413.08
Italy 148054.09 6410.82 20293.24 6440.35 6410.82 6410.82 5243.23 4227.71 1952.00 14728.23 2200.66 1574.86 113815.91
Jamaica 443.91 49.32 157.82 363.78 51.05 49.32 9.17 22.05 30.15 114.01 33.16 31.43 288.04
Japan 12071.08 383.82 1746.65 8397.59 1303.33 383.82 752.52 544.99 745.98 526.55 310.60 646.57 7932.74
Jordan 507.75 110.30 110.45 138.57 123.25 110.30 18.34 22.55 21.47 119.77 69.09 36.19 348.93
Kazakhstan 7769.52 3392.47 5094.04 441.19 3392.47 3392.47 1918.95 1918.95 1807.07 4255.35 1966.38 1972.71 5087.98
Kenya 1293.26 718.62 939.49 350.75 718.62 718.62 475.07 475.07 448.28 505.47 482.53 474.94 890.04
Korea-South 4878.31 292.05 3833.55 5725.69 292.05 292.05 60.23 130.67 50.15 124.93 152.92 89.04 5605.83
Kosovo 789.02 86.02 210.01 471.80 86.02 86.02 40.80 17.26 60.84 166.86 14.51 49.02 481.44
Kuwait 20399.54 9637.10 16340.61 4632.42 9637.10 9637.10 1557.52 1557.52 735.16 12227.91 285.15 316.99 10249.86
Kyrgyzstan 1236.11 411.89 642.00 136.53 411.89 411.89 135.90 135.90 105.04 427.65 125.12 132.89 759.29
Laos 11.71 0.00 4.06 1.56 0.00 0.00 0.00 0.00 2.48 0.39 0.26 0.38 8.49
Latvia 717.93 75.05 40.10 29.67 75.05 75.05 15.64 15.30 17.94 169.79 17.25 15.61 518.39
Lebanon 783.69 228.50 166.02 311.10 233.20 228.50 106.02 126.11 176.61 244.12 189.45 179.87 620.25
Lesotho 1.71 0.82 1.62 1.06 0.82 0.82 0.83 0.70 0.46 899458302.32 0.82 0.30 1.02
Liberia 218.05 47.32 105.27 103.27 65.28 47.32 7.16 9.77 5.56 83.46 8.88 6.62 126.70
Libya 86.09 49.48 47.02 29.83 49.48 49.48 48.91 49.33 45.09 49.20 49.17 45.96 68.35
Liechtenstein 44.65 0.00 25.96 37.35 0.00 0.00 0.04 0.01 0.00 4.63 0.35 0.00 41.00
Lithuania 1107.82 107.49 42.14 96.54 107.49 107.49 9.18 22.59 18.15 122.15 26.47 10.37 799.83
Luxembourg 2470.30 69.97 685.48 542.60 69.97 69.97 27.64 8.56 40.86 712.15 11.46 33.44 1975.69
Madagascar 522.16 354.75 404.97 311.89 394.07 354.75 257.89 257.89 330.81 371.39 280.03 287.41 432.33
Malawi 172.89 134.68 148.97 102.59 134.68 134.68 117.35 122.73 117.55 142.54 120.59 118.17 136.01
Malaysia 5023.89 626.25 202.63 310.56 689.96 626.25 153.45 198.02 199.92 1076.77 266.91 229.66 3728.92
Maldives 1308.01 448.25 960.74 245.73 448.25 448.25 52.98 52.98 73.82 448.40 53.40 53.33 658.32
Mali 942.74 307.12 570.58 247.15 307.12 307.12 82.90 82.90 33.65 156.73 73.99 48.49 536.93
Malta 423.35 70.56 47.36 29.01 88.18 70.56 17.38 20.61 47.55 109.23 10.29 39.77 280.53
Mauritania 335.05 313.89 328.32 323.61 331.32 313.89 280.72 280.72 153.14 561205.67 225.79 154.29 227.50
Mauritius 205.26 1.90 70.57 32.90 1.90 1.90 1.82 1.89 1.91 4.05 6.08 1.91 167.32
Mexico 66417.18 30081.57 49598.68 5420.24 30081.57 30081.57 9377.33 9377.33 3932.35 32235.89 4278.54 4734.54 36500.21
Moldova 6064.44 1657.92 3078.89 1276.13 1657.92 1657.92 68.24 68.24 235.72 1428.14 235.22 133.07 3436.42
Monaco 58.84 1.96 20.97 20.09 2.88 1.96 1.30 1.51 2.70 1.13 2.37 2.64 49.96
Mongolia 139.68 57.93 106.70 72.38 112.42 57.93 47.98 47.98 53.19 3547.06 33.77 54.40 99.64
Montenegro 204.50 0.00 58.14 22.08 0.00 0.00 0.76 0.35 1.28 2.05 0.01 1.15 161.46
Morocco 6022.13 836.11 2473.33 3049.35 836.11 836.11 546.31 546.31 104.59 47.89 208.99 102.68 3684.01
Mozambique 183.70 93.49 129.32 34.97 107.00 93.49 46.86 53.06 58.25 81.14 55.85 58.00 126.11
MS Zaandam 5.41 0.00 2.26 1.82 0.00 0.00 0.00 0.00 1.45 0.02 0.12 0.85 3.88
Namibia 13.56 5.27 6.19 11.48 5.27 5.27 5.27 5.27 5.27 5.04 5.16 5.27 12.37
Nepal 988.74 795.88 928.85 720.63 918.34 795.88 588.58 588.58 678.21 23660.37 781.43 674.64 787.50
Netherlands 31760.48 1851.77 1770.01 10414.90 1914.31 1851.77 905.18 650.39 472.33 1163.51 317.56 323.55 22462.33
New Zealand 938.88 5.38 284.43 94.05 6.33 5.38 4.74 1.88 1.93 2.95 3.59 1.75 751.28
Nicaragua 563.69 547.39 553.60 541.09 547.39 547.39 535.88 540.84 540.18 550.14 540.84 540.77 524.11
Niger 701.50 57.09 132.93 291.82 57.09 57.09 74.52 37.29 70.27 70.90 27.78 61.39 438.42
Nigeria 7564.04 3060.08 5675.38 210.56 3060.08 3060.08 647.29 647.29 285.42 1949.59 548.03 500.09 4063.44
North Macedonia 1535.71 320.98 409.80 353.26 320.98 320.98 106.15 124.65 89.43 308.55 104.24 108.22 1026.29
Norway 5118.41 153.88 1335.91 1198.17 153.88 153.88 125.79 83.47 101.56 288.84 46.22 83.39 4127.17
Oman 7732.91 4187.48 5905.64 2078.36 4187.48 4187.48 1952.93 1952.93 4201.33 5101.66 1017.94 4201.17 6016.45
Pakistan 51041.77 20037.04 36041.63 1106.57 20037.04 20037.04 3377.58 3377.58 1777.17 22444.18 3123.76 3104.73 27630.69
Panama 9356.23 2544.55 4238.31 2308.34 2544.55 2544.55 766.67 766.67 624.58 4887.82 826.07 806.05 5767.54
Papua New Guinea 5.64 0.00 0.43 4.67 0.00 0.00 0.02 0.00 0.76 0.10 0.13 0.00 3.67
Paraguay 758.32 137.99 441.82 266.75 137.99 137.99 110.35 31.11 38.83 535.40 129.16 55.89 417.69
Peru 117762.10 49472.20 85813.83 3003.68 50001.87 49472.20 13224.27 13224.27 7951.29 4454.97 9672.48 4987.09 65126.28
Philippines 12175.43 3491.12 5352.59 1814.50 4106.41 3491.12 1085.21 1085.21 916.51 2733.80 1157.42 1082.90 7544.00
Poland 17341.42 3929.62 7174.95 4022.84 3929.62 3929.62 166.86 166.86 693.66 7977.33 346.77 370.09 10261.61
Portugal 22283.72 2550.50 2787.03 5959.11 2782.41 2550.50 93.28 284.08 142.96 3989.23 126.66 123.31 15226.20
Qatar 41911.97 18086.55 30752.31 2166.86 20741.60 18086.55 4334.43 4334.43 2171.22 42465.24 3418.33 3382.59 23123.78
Romania 14204.89 1932.72 4551.83 6053.09 1932.72 1932.72 732.80 732.80 751.13 2515.82 507.18 509.22 8682.31
Russia 317213.43 97049.36 219554.68 66716.83 115587.34 97049.36 15907.71 15907.71 25348.32 56723.02 17605.09 18413.40 159860.56
Rwanda 257.56 54.38 77.66 75.42 54.38 54.38 33.21 39.98 51.69 86.77 56.09 51.87 188.64
Saint Kitts and Nevis 9.48 0.00 2.75 1.08 0.00 0.00 0.01 0.00 2.64 0.25 0.14 0.05 6.40
Saint Lucia 11.25 0.00 2.91 1.30 0.00 0.00 0.26 0.01 1.61 0.41 0.00 0.01 8.31
Saint Vincent and the Grenadines 15.67 5.15 4.42 3.89 5.15 5.15 4.88 5.12 2.45 4.74 5.16 4.11 10.34
San Marino 448.43 13.49 27.92 117.07 36.30 13.49 41.42 33.10 58.32 67.98 12.17 47.84 305.78
Sao Tome and Principe 343.65 156.03 279.29 51.52 176.50 156.03 72.94 145.23 81.26 268.30 140.99 78.79 202.66
Saudi Arabia 66062.14 25586.86 46796.66 4094.61 25586.86 25586.86 5082.92 5082.92 73029.24 25575.11 1700.30 4329.10 30744.23
Senegal 2794.29 888.88 1929.56 266.27 888.88 888.88 205.95 205.95 404.30 214.27 269.60 282.44 1331.55
Serbia 8449.23 714.76 1926.01 5488.50 908.33 714.76 199.73 98.35 103.17 333.62 82.20 86.87 5515.05
Seychelles 5.77 0.00 3.79 5.90 0.00 0.00 0.00 0.00 0.81 0.35 0.09 0.00 5.16
Sierra Leone 664.18 284.21 532.85 77.51 382.81 284.21 20.87 20.87 73.29 325.27 40.39 53.91 308.71
Singapore 27163.70 5399.40 14889.46 13054.71 6108.27 5399.40 2548.80 2548.80 3707.30 3435.19 2913.82 3156.00 13966.48
Slovakia 1044.86 30.61 70.32 491.94 52.77 30.61 29.45 16.11 29.25 133.72 3.78 23.95 741.64
Slovenia 887.17 5.47 288.50 181.00 6.34 5.47 17.60 13.66 11.23 38.55 2.88 9.98 729.59
Somalia 1535.23 458.21 1041.26 453.42 458.21 458.21 61.53 61.53 86.47 105.23 157.62 54.78 798.26
South Africa 22728.33 12197.32 17599.89 6760.28 12867.56 12197.32 5478.05 5478.05 3724.16 10269.55 4228.15 4247.43 13449.91
South Sudan 730.67 537.56 682.18 460.24 637.55 537.56 358.44 358.44 273.12 437.41 371.16 288.25 479.78
Spain 154475.59 6156.42 21298.22 12385.15 11578.93 6156.42 5046.64 3238.09 3322.99 18521.14 1111.88 2647.68 116004.39
Sri Lanka 1109.75 432.97 633.34 193.79 486.73 432.97 264.12 295.40 330.55 433.14 352.95 352.76 776.36
Sudan 3730.85 2058.28 3202.11 1092.92 2188.26 2058.28 861.46 861.46 968.18 51970.00 1205.74 1105.39 2335.24
Suriname 16.63 13.54 13.97 17.74 13.54 13.54 13.54 13.54 13.53 13.43 13.60 13.53 14.96
Sweden 27119.62 5471.89 10635.71 7199.70 5471.89 5471.89 886.26 886.26 519.82 1726.16 1399.56 1047.60 16517.85
Switzerland 18775.88 242.66 5771.43 3877.84 319.96 242.66 326.65 218.70 340.43 257.85 100.29 300.57 15213.86
Syria 82.29 50.94 51.10 36.85 53.39 50.94 45.01 46.71 42.55 51.38 47.94 43.19 65.81
Taiwan* 241.01 1.43 110.91 106.50 1.43 1.43 0.98 0.53 1.91 17.75 1.50 1.41 221.18
Tajikistan 2961.37 1980.64 2754.67 1707.35 1980.64 1980.64 1030.15 1030.15 3024.23 1582.07 177.19 2726.44 1109.36
Tanzania 403.17 0.00 121.00 465.81 0.00 0.00 25.52 5.62 148.18 13.04 19.41 75.91 193.17
Thailand 1862.73 32.58 561.57 321.45 39.17 32.58 13.32 8.46 22.62 88.32 20.75 20.46 1513.18
Timor-Leste 17.61 0.00 1.81 18.41 0.00 0.00 0.08 0.00 0.16 0.22 0.37 0.14 11.93
Togo 340.57 127.13 236.07 97.89 250.16 127.13 43.92 43.92 132.13 1663.66 111.00 116.66 132.70
Trinidad and Tobago 65.68 0.47 33.69 43.35 0.47 0.47 0.44 0.47 5.58 1.99 2.62 0.46 55.72
Tunisia 700.85 26.42 91.61 154.38 28.90 26.42 10.52 14.71 10.55 21.98 27.88 11.65 530.41
Turkey 120982.68 12013.60 31120.63 68239.40 12013.60 12013.60 6220.25 4867.07 7752.45 2745.56 6487.28 6441.69 74800.47
Uganda 26106.93 8783.86 16126.56 3736.21 10083.82 8783.86 1405.50 1405.50 468.05 7922.56 971.22 478.98 14580.98
Ukraine 270.15 126.24 198.46 121.31 190.14 126.24 73.84 73.84 340.83 320704.78 308.61 321.78 65.37
United Arab Emirates 18193.36 4349.62 10014.08 6890.11 4349.62 4349.62 504.75 504.75 540.11 3433.22 786.23 675.25 10182.16
United Kingdom 206670.37 26418.36 70535.17 96580.76 26418.36 26418.36 15425.34 15425.34 15167.83 37639.04 8473.57 11982.49 123335.70
Uruguay 1308978.66 235302.30 466840.41 450252.94 282555.76 235302.30 22679.13 22679.13 52651.18 405739.50 35813.48 35304.89 793166.73
US 532.32 58.54 14.02 32.98 58.54 58.54 10.92 13.03 16.93 50.06 21.07 12.66 379.19
Uzbekistan 2606.74 614.24 1055.46 826.95 614.24 614.24 92.85 144.90 53.11 878.98 302.84 96.04 1596.53
Venezuela 1054.62 748.61 795.98 628.48 780.09 748.61 642.82 651.31 602.51 736.74 645.07 612.03 850.49
Vietnam 195.09 11.61 35.47 104.50 50.73 11.61 41.92 10.30 67.53 41.55 47.56 61.84 134.04
West Bank and Gaza 288.48 53.10 58.28 55.71 53.10 53.10 46.81 50.12 50.83 51.12 53.10 51.01 232.81
Western Sahara 5.84 2.24 1.53 1.32 2.24 2.24 2.23 2.24 2.57 2.14 2.18 2.57 4.95
Yemen 243.10 151.06 225.77 138.53 216.30 151.06 46.77 46.77 14.05 19904.89 13.75 16.93 117.82
Zambia 886.10 303.38 742.57 289.04 303.38 303.38 383.50 383.50 1119.18 893273.55 742.00 1039.65 212.83
Zimbabwe 105.61 81.91 85.28 70.06 86.04 81.91 72.12 76.22 73.04 81.45 75.98 75.63 85.68

Table A.2 shows the Mean Absolute Percentage Error (MAPE) for the developed time series models for the countries under study.

Table A.2.

Mean Absolute Percentage Error for the Developed Time Series Models for the Countries under Study.


Mean Absolute Percentage Error (MAPE)
Country SA SMA LT QT ST SES HLT DT ARIMA LSTM HWT SSM Sutte-Arima
Afghanistan 92.44 40.07 72.17 22.03 40.07 40.07 16.07 16.07 4.48 13.64 10.70 4.92 49.17
Albania 74.03 10.42 16.04 14.65 10.42 10.42 1.87 2.10 3.69 16.90 3.00 1.87 47.50
Algeria 83.66 19.53 43.60 12.06 19.53 19.53 0.73 0.73 1.96 7.71 0.78 0.76 47.95
Andorra 62.35 0.74 16.66 5.90 0.74 0.74 1.57 1.34 1.21 0.75 1.01 0.16 49.82
Angola 83.02 25.27 43.09 7.46 29.94 25.27 12.69 16.00 11.14 40.31 14.47 13.45 53.01
Antigua and Barbuda 63.61 0.64 14.96 7.11 0.64 0.64 0.60 0.69 3.15 0.97 1.51 2.99 51.50
Argentina 87.24 35.57 56.65 17.31 38.54 35.57 17.83 17.83 13.94 44.34 14.90 15.05 54.71
Armenia 88.43 37.66 60.64 19.79 37.66 37.66 19.76 19.76 15.81 40.09 17.33 16.46 55.61
Australia 59.99 1.33 20.01 20.48 1.56 1.33 0.95 0.36 1.46 2.67 1.16 1.29 49.19
Austria 61.07 2.39 17.09 18.40 2.39 2.39 0.44 0.24 2.05 4.77 0.24 1.82 48.86
Azerbaijan 84.92 28.69 48.75 7.87 28.69 28.69 10.22 10.22 7.00 11.44 8.03 8.33 51.76
Bahamas 73.45 3.19 10.77 37.03 3.19 3.19 4.80 3.26 6.69 1.55 3.53 5.59 46.44
Bahrain 87.80 26.31 58.02 4.94 34.89 26.31 2.48 2.48 7.99 15.90 8.38 6.73 44.29
Bangladesh 92.70 38.33 72.07 13.58 38.33 38.33 14.48 14.48 2.07 13.79 9.37 10.15 48.45
Barbados 65.76 6.33 6.92 6.63 6.33 6.33 3.72 4.49 3.52 6.67 4.85 3.80 51.54
Belarus 88.67 22.88 57.42 19.51 22.88 22.88 0.19 0.19 1.78 17.16 0.25 0.26 47.80
Belgium 71.59 4.12 6.44 27.84 4.12 4.12 2.12 1.55 1.82 6.98 1.34 1.41 48.88
Belize 66.23 0.00 11.49 27.51 0.00 0.00 0.05 0.00 11.24 1.99 1.87 0.00 44.38
Benin 80.11 74.61 38.03 147.16 67.04 74.61 143.27 93.69 137.05 74.08 69.61 133.06 33.25
Bhutan 88.05 19.61 63.05 40.30 73.20 19.61 42.92 42.92 85.34 1536820.50 17.11 97.15 90.24
Bolivia 92.92 42.15 73.75 24.34 44.68 42.15 19.45 19.45 15.62 16.84 17.02 8.90 54.97
Bosnia and Herzegovina 75.82 6.94 19.00 29.28 6.94 6.94 3.98 3.63 3.24 3.20 1.63 2.59 48.02
Botswana 77.65 22.31 24.26 12.95 22.31 22.31 19.49 21.09 9.34 21.21 19.90 17.40 52.80
Brazil 91.88 37.50 70.05 16.94 37.50 37.50 13.09 13.09 48.49 45.49 3.78 3.74 23.49
Brunei 51.43 0.16 33.84 53.35 1.18 0.16 0.67 0.37 0.10 1.46 1.45 0.10 49.95
Bulgaria 79.18 10.46 29.92 26.81 10.46 10.46 4.88 4.88 6.98 23.83 3.76 4.79 45.98
Burkina Faso 70.46 5.42 5.36 11.29 6.27 5.42 2.10 1.03 0.67 12.07 1.02 0.60 49.74
Burma 78.59 10.70 24.41 45.44 11.34 10.70 4.97 7.13 8.63 13.65 10.12 8.77 53.71
Burundi 90.99 61.72 68.54 41.05 61.72 61.72 60.79 61.72 54.53 61.51 57.77 57.34 73.75
Cabo Verde 88.84 13.75 57.77 25.10 13.75 13.75 21.62 21.62 22.27 27.45 19.72 19.89 37.77
Cambodia 53.04 1.25 31.79 49.08 1.25 1.25 1.25 1.25 1.26 2.15 0.76 1.22 50.56
Cameroon 87.06 31.72 55.05 10.47 40.87 31.72 13.67 13.67 14.68 35.17 15.22 13.11 54.91
Canada 79.87 11.54 30.40 31.25 11.54 11.54 1.96 1.96 1.92 12.54 0.72 1.04 48.42
Central African Republic 96.24 44.88 85.69 52.35 73.81 44.88 13.64 13.64 43.98 3473.02 45.91 40.83 67.25
Chad 93.72 33.22 75.37 11.15 49.76 33.22 3.60 3.60 5.84 21.68 6.86 4.26 46.06
Chile 91.06 40.44 68.49 25.96 40.44 40.44 17.53 17.53 10.04 54.70 10.60 11.72 52.09
China 17.83 0.07 28.98 22.61 0.16 0.07 0.01 0.02 4.32 0.48 0.33 0.01 52.16
Colombia 89.11 31.78 61.33 8.53 31.78 31.78 8.39 8.39 3.93 25.12 6.16 1.18 50.01
Comoros 96.93 66.21 87.81 61.88 66.21 66.21 64.52 65.97 69.04 73.74 66.85 68.87 79.90
Congo Brazzaville 86.16 20.29 50.70 8.29 32.11 20.29 9.44 9.44 11.73 29.85 10.60 11.72 42.68
Congo Kinshasa 90.58 38.81 66.67 20.15 38.81 38.81 17.19 17.19 17.83 50.32 18.20 26.76 56.49
Costa Rica 70.28 11.36 7.81 9.25 11.36 11.36 2.16 3.02 1.49 15.08 1.61 1.56 48.83
Cote d’Ivoire 83.42 17.31 42.00 17.64 17.31 17.31 3.30 3.30 4.03 17.40 3.57 2.62 46.92
Croatia 65.69 0.80 8.45 10.39 0.84 0.80 3.10 2.50 0.84 1.93 0.14 0.75 49.54
Cuba 76.70 5.83 19.14 46.08 5.83 5.83 2.14 1.44 1.04 14.43 0.72 0.77 49.18
Cyprus 67.12 2.40 5.51 14.96 2.40 2.40 0.75 0.23 0.45 2.75 0.28 0.30 49.66
Czechia 96.57 89.81 89.03 88.00 89.81 89.81 89.49 89.55 0.63 90.16 89.59 0.31 49.68
Denmark 70.50 4.71 6.08 17.84 4.71 4.71 2.55 1.93 2.32 14.55 1.28 1.70 48.59
Djibouti 86.62 40.93 52.81 16.43 40.93 40.93 34.17 36.40 33.21 44.32 37.22 33.96 64.19
Dominica 57.92 0.62 26.67 28.50 0.62 0.62 0.62 0.62 11.50 0.50 0.62 2.07 44.25
Dominican Republic 84.36 20.29 45.16 14.65 20.29 20.29 2.09 2.09 0.51 9.07 2.18 1.81 48.92
Ecuador 81.26 13.82 33.02 46.70 12.69 13.82 6.37 11.23 6.66 13.28 1.61 1.58 46.12
Egypt 88.97 34.60 61.09 9.50 34.60 34.60 16.45 16.45 15.13 25.19 15.88 14.42 55.38
El Salvador 91.97 34.44 70.19 14.69 34.44 34.44 6.53 6.53 1.93 7.33 2.54 3.62 48.69
Equatorial Guinea 91.43 37.33 67.94 11.18 53.69 37.33 14.88 17.81 20.85 74.36 23.90 22.97 57.70
Eritrea 62.61 0.00 18.55 5.36 0.00 0.00 0.05 0.01 0.00 0.50 0.00 0.00 50.00
Estonia 64.57 3.19 9.23 3.86 3.19 3.19 0.19 0.62 0.35 5.28 0.97 0.18 49.65
Eswatini 88.69 22.10 57.58 25.92 23.33 22.10 4.08 6.43 2.02 32.48 3.39 3.22 48.48
Ethiopia 90.79 47.35 68.65 36.28 47.35 47.35 32.69 32.69 31.51 53.25 32.22 32.73 62.30
Fiji 62.27 0.00 18.68 5.20 0.00 0.00 0.05 0.00 7.46 1.68 0.00 0.01 46.27
Finland 73.87 5.66 14.43 25.53 5.66 5.66 4.63 4.45 5.39 16.74 4.04 4.51 46.97
France 68.07 2.27 4.11 21.71 4.83 2.27 1.13 0.66 0.82 2.07 0.71 0.66 49.43
Gabon 94.22 36.89 77.85 26.60 64.41 36.89 3.81 3.81 27.02 61.32 7.58 25.91 34.00
Gambia 80.29 6.26 32.92 31.87 7.71 6.26 13.80 0.96 16.63 14.70 12.36 11.87 41.41
Georgia 75.87 8.43 19.80 30.75 8.43 8.43 2.23 1.70 3.67 3.25 2.13 2.47 47.76
Germany 65.86 2.82 6.78 4.61 3.97 2.82 1.10 0.56 0.60 15.48 0.15 0.43 49.58
Ghana 89.48 16.97 60.47 18.64 37.22 16.97 15.46 15.46 17.46 44.29 14.16 12.60 40.21
Greece 64.33 2.42 8.56 4.25 2.42 2.42 3.20 2.51 5.07 6.34 3.06 4.54 47.31
Grenada 69.22 2.17 3.05 14.65 6.62 2.17 4.74 1.16 15.56 1.47 1.26 4.73 41.97
Guatemala 93.54 45.86 76.33 35.17 45.86 45.86 21.45 21.45 14.84 440.77 14.98 16.27 53.41
Guinea 92.11 20.16 68.67 18.18 20.16 20.16 14.84 14.84 7.37 56.83 7.96 6.10 45.23
Guinea-Bissau 87.53 22.94 53.60 23.31 22.94 22.94 3.58 3.58 2.00 16.86 3.69 3.47 49.43
Guyana 79.53 14.03 31.33 16.02 16.26 14.03 2.28 3.14 4.67 11.20 1.79 1.76 46.84
Haiti 96.03 63.37 85.87 63.21 75.30 63.37 45.60 45.60 28.42 25.47 34.72 30.34 59.33
Holy See 65.22 0.00 6.80 9.63 0.00 0.00 3.09 0.47 8.08 8.11 6.75 5.43 45.96
Honduras 90.87 34.39 67.08 12.98 34.39 34.39 11.83 11.83 9.23 18.11 12.76 10.47 52.28
Hungary 76.62 8.04 20.26 36.40 9.46 8.04 1.27 0.87 0.81 4.09 0.93 0.55 49.46
Iceland 57.37 0.11 26.05 23.96 0.17 0.11 0.05 0.02 0.04 0.44 0.05 0.05 50.01
India 91.22 36.45 67.55 11.03 39.26 36.45 14.57 14.57 11.76 4.27 13.11 13.08 53.64
Indonesia 85.00 24.34 47.85 6.49 24.34 24.34 5.36 5.36 1.71 7.95 3.88 2.49 49.29
Iran 72.12 14.20 15.12 8.33 18.51 14.20 3.03 3.06 2.25 23.56 0.43 1.45 48.08
Iraq 83.06 29.68 45.17 13.55 30.79 29.68 14.76 14.76 13.55 28.87 15.18 14.48 54.81
Ireland 74.31 2.65 12.35 44.83 2.65 2.65 5.73 4.74 4.99 1.68 5.36 4.45 47.34
Israel 66.93 1.33 6.82 19.97 1.33 1.33 0.59 0.50 0.43 3.05 0.86 0.42 50.02
Italy 64.45 2.51 7.64 2.48 2.51 2.51 1.91 1.55 0.63 6.16 0.74 0.50 49.56
Jamaica 80.02 7.50 28.53 61.03 7.86 7.50 1.38 3.18 4.46 19.20 4.88 4.64 51.85
Japan 72.95 2.05 9.89 48.03 7.80 2.05 3.94 2.90 3.85 3.07 1.64 3.37 47.96
Jordan 72.45 14.13 15.55 18.34 16.15 14.13 2.13 2.74 2.56 16.01 8.86 4.69 49.99
Kazakhstan 87.48 31.10 55.14 5.07 31.10 31.10 17.13 17.13 16.24 41.71 17.59 17.65 56.33
Kenya 88.43 38.10 59.90 15.94 38.10 38.10 23.54 23.54 22.19 26.28 23.99 23.53 58.66
Korea-South 43.24 2.07 33.66 46.85 2.07 2.07 0.45 0.75 0.37 0.98 0.91 0.52 49.72
Kosovo 77.18 7.37 20.58 43.29 7.37 7.37 3.19 1.31 4.84 15.46 1.11 3.93 47.20
Kuwait 92.66 37.07 72.93 20.80 37.07 37.07 6.47 6.47 2.35 49.66 1.20 1.32 47.10
Kyrgyzstan 83.05 21.94 41.46 9.50 21.94 21.94 6.54 6.54 4.97 24.20 5.89 6.37 50.91
Laos 61.65 0.00 20.43 6.54 0.00 0.00 0.02 0.00 10.92 2.01 1.28 1.70 44.54
Latvia 68.90 6.79 3.38 2.79 6.79 6.79 1.31 1.31 1.48 15.74 1.51 1.35 49.79
Lebanon 70.82 17.37 13.48 24.42 18.09 17.37 7.89 9.33 13.36 19.31 14.19 13.59 55.81
Lesotho 98.26 33.33 92.43 58.38 33.33 33.33 44.01 31.99 21.93 14146420544.13 33.33 16.06 53.12
Liberia 83.34 14.88 39.87 36.51 22.66 14.88 1.64 2.41 1.54 28.61 2.13 1.57 48.58
Libya 78.01 25.35 26.18 20.55 25.35 25.35 24.78 25.18 21.23 24.94 25.01 21.96 58.57
Liechtenstein 54.45 0.00 30.97 40.86 0.00 0.00 0.04 0.01 0.00 5.45 0.31 0.00 50.00
Lithuania 68.33 5.84 2.05 5.72 5.84 5.84 0.45 1.22 0.73 6.96 1.46 0.47 49.40
Luxembourg 61.94 1.61 16.30 10.66 1.61 1.61 0.50 0.18 0.75 17.48 0.23 0.61 49.55
Madagascar 88.93 50.43 63.99 45.53 59.80 50.43 36.11 36.11 46.76 55.05 39.35 40.27 70.17
Malawi 89.35 39.16 62.02 25.89 39.16 39.16 27.00 29.49 27.35 47.85 28.81 27.39 59.94
Malaysia 67.93 6.75 2.13 3.96 7.78 6.75 1.69 2.02 1.99 13.10 2.63 2.28 50.45
Maldives 91.16 24.38 65.87 15.03 24.38 24.38 3.38 3.38 4.72 25.93 3.42 3.44 46.05
Mali 86.72 22.78 51.30 21.57 22.78 22.78 5.29 5.29 1.93 11.88 4.72 2.78 49.48
Malta 70.60 10.93 7.63 4.33 14.19 10.93 2.53 2.96 5.42 17.49 1.43 4.50 46.92
Mauritania 97.80 82.12 93.37 90.76 95.07 82.12 72.12 72.12 35.39 34025.23 54.05 35.46 61.12
Mauritius 61.57 0.42 20.30 7.63 0.42 0.42 0.40 0.41 0.42 1.20 1.63 0.42 50.18
Mexico 90.77 33.12 65.87 5.95 33.12 33.12 9.43 9.43 3.60 26.48 3.83 4.25 49.61
Moldova 83.33 19.16 41.67 16.20 19.16 19.16 0.81 0.81 2.61 17.59 2.72 1.52 47.58
Monaco 60.20 1.75 20.74 16.61 2.78 1.75 1.18 1.35 2.39 0.98 2.14 2.34 51.10
Mongolia 90.42 35.03 68.71 46.81 72.16 35.03 26.21 26.21 32.78 791.12 20.99 32.55 63.69
Montenegro 63.12 0.00 16.86 6.03 0.00 0.00 0.21 0.10 0.33 0.62 0.00 0.30 49.83
Morocco 81.05 10.08 33.36 37.08 10.08 10.08 5.85 5.85 1.20 0.56 2.62 1.21 49.66
Mozambique 88.45 36.36 59.19 11.70 45.37 36.36 17.13 19.39 22.06 33.25 20.83 21.74 58.89
MS Zaandam 60.10 0.00 24.29 16.00 0.00 0.00 0.00 0.00 14.11 0.19 1.05 8.34 42.95
Namibia 64.32 18.84 19.74 44.56 18.84 18.84 18.84 18.84 18.84 18.23 18.57 18.84 58.36
Nepal 95.85 55.69 84.93 53.97 81.74 55.69 33.28 33.28 41.99 586.96 52.92 41.68 66.72
Netherlands 69.77 3.52 3.27 22.23 3.86 3.52 1.75 1.28 0.87 2.24 0.61 0.62 49.37
New Zealand 62.46 0.34 17.91 5.23 0.40 0.34 0.24 0.10 0.11 0.18 0.22 0.10 49.98
Nicaragua 95.69 78.35 86.40 77.83 78.35 78.35 78.00 78.38 78.04 81.59 78.14 78.09 76.99
Niger 74.75 5.59 13.98 29.26 5.59 5.59 6.44 3.22 5.90 7.28 2.48 5.17 46.77
Nigeria 91.33 29.78 67.15 1.94 29.78 29.78 5.36 5.36 1.99 19.55 4.28 3.77 48.96
North Macedonia 75.77 12.75 19.64 17.32 12.75 12.75 3.45 4.19 2.82 12.66 3.35 3.56 50.67
Norway 61.25 1.62 15.14 11.76 1.62 1.62 1.30 0.88 1.02 3.29 0.50 0.85 49.40
Oman 90.35 37.88 65.49 17.82 37.88 37.88 15.13 15.13 38.02 51.94 5.77 38.02 66.44
Pakistan 89.30 27.33 61.33 1.41 27.33 27.33 4.00 4.00 2.16 34.03 3.67 3.65 48.24
Panama 81.21 16.83 35.49 19.88 16.83 16.83 4.00 4.00 3.30 37.64 4.29 4.17 49.98
Papua New Guinea 70.54 0.00 4.71 56.16 0.00 0.00 0.25 0.00 8.35 1.17 1.41 0.00 45.82
Paraguay 85.93 13.00 49.95 25.36 13.00 13.00 10.86 2.91 3.68 55.78 11.93 5.39 47.49
Peru 90.41 30.22 64.11 2.01 31.75 30.22 6.61 6.61 3.38 3.19 4.15 2.02 49.70
Philippines 80.25 17.18 33.56 12.01 22.26 17.18 3.75 3.75 3.51 13.44 3.96 3.76 49.64
Poland 80.24 15.23 32.81 17.46 15.23 15.23 0.66 0.66 2.71 34.01 1.46 1.56 47.78
Portugal 72.20 7.02 9.06 18.84 7.88 7.02 0.26 0.61 0.39 11.91 0.29 0.29 49.41
Qatar 90.37 31.98 64.71 3.23 39.67 31.98 7.13 7.13 3.46 88.88 5.40 5.33 49.79
Romania 78.04 9.25 25.08 30.78 9.25 9.25 3.33 3.33 3.31 12.80 2.27 2.28 47.85
Russia 89.92 23.19 61.67 15.17 29.21 23.19 3.65 3.65 5.62 11.43 4.06 4.24 45.84
Rwanda 76.56 13.42 22.69 21.75 13.42 13.42 8.02 9.63 12.73 22.82 13.84 12.77 55.69
Saint Kitts and Nevis 63.19 0.00 17.23 6.34 0.00 0.00 0.06 0.00 15.18 1.60 0.82 0.27 42.41
Saint Lucia 62.51 0.00 15.04 5.35 0.00 0.00 1.26 0.06 7.74 2.21 0.00 0.06 46.13
Saint Vincent and the Grenadines 73.61 13.86 13.28 18.34 13.86 13.86 12.81 13.73 10.05 12.16 14.07 10.08 48.17
San Marino 67.56 1.75 3.65 16.88 5.36 1.75 5.47 4.43 7.63 9.82 1.21 6.32 46.07
Sao Tome and Principe 93.24 25.61 72.55 14.50 34.15 25.61 17.05 22.31 16.58 55.37 21.27 16.95 50.96
Saudi Arabia 89.96 30.04 62.80 3.24 30.04 30.04 6.51 6.51 100.00 31.90 2.17 3.63 43.21
Senegal 89.18 23.76 60.91 6.03 23.76 23.76 5.55 5.55 10.58 7.09 7.25 7.59 43.27
Serbia 76.13 5.80 17.31 46.50 8.00 5.80 1.19 0.63 0.75 2.63 0.57 0.67 49.73
Seychelles 52.49 0.00 33.81 48.58 0.00 0.00 0.00 0.00 6.23 3.06 0.75 0.00 46.88
Sierra Leone 93.23 32.72 73.61 10.69 49.12 32.72 2.57 2.57 7.88 40.75 4.37 5.95 44.00
Singapore 85.37 14.43 46.67 36.54 16.96 14.43 6.75 6.75 9.64 7.55 7.73 8.36 44.33
Slovakia 69.25 1.90 4.00 31.49 3.42 1.90 1.62 0.91 1.58 8.61 0.20 1.30 49.16
Slovenia 60.37 0.31 18.72 9.50 0.38 0.31 1.06 0.84 0.67 2.51 0.18 0.60 49.65
Somalia 89.70 23.04 60.37 22.19 23.04 23.04 3.16 3.16 4.12 5.50 7.45 2.82 47.01
South Africa 90.68 38.81 67.33 22.59 42.36 38.81 15.94 15.94 10.14 35.35 11.52 11.55 52.58
South Sudan 96.82 54.82 87.33 51.15 77.02 54.82 35.20 35.20 28.74 45.90 36.43 29.99 56.91
Spain 65.57 2.25 7.87 4.74 4.72 2.25 1.90 1.26 1.23 7.54 0.41 1.00 49.26
Sri Lanka 83.73 23.60 44.50 11.39 29.00 23.60 12.28 14.17 16.64 24.44 17.87 17.84 56.82
Sudan 94.95 44.15 79.97 26.38 48.31 44.15 18.67 18.67 21.29 443.98 25.74 24.01 58.04
Suriname 62.98 20.87 24.46 55.55 20.87 20.87 20.87 20.87 20.83 19.71 21.64 20.83 58.85
Sweden 79.37 13.35 30.88 19.60 13.35 13.35 2.36 2.36 1.34 4.01 3.68 2.81 48.54
Switzerland 61.09 0.72 17.86 9.74 1.01 0.72 0.90 0.61 0.92 0.81 0.29 0.82 49.50
Syria 82.02 37.86 41.21 25.15 41.59 37.86 32.53 33.90 30.52 39.01 34.97 31.02 63.05
Taiwan* 54.64 0.24 24.44 20.87 0.24 0.24 0.21 0.10 0.32 3.92 0.27 0.24 50.15
Tajikistan 97.45 56.63 89.46 54.06 56.63 56.63 30.74 30.74 100.00 48.64 3.66 63.27 38.35
Tanzania 79.21 0.00 23.38 85.76 0.00 0.00 4.43 1.03 25.43 2.49 3.40 13.16 37.28
Thailand 61.06 0.83 17.56 7.83 1.10 0.83 0.39 0.25 0.68 2.73 0.63 0.62 49.60
Timor-Leste 73.37 0.00 6.17 73.39 0.00 0.00 0.30 0.01 0.57 0.89 1.43 0.52 49.71
Togo 88.30 29.93 60.73 25.72 64.21 29.93 8.52 8.52 25.93 178.31 21.92 23.11 35.49
Trinidad and Tobago 56.51 0.19 28.29 32.71 0.19 0.19 0.19 0.19 4.09 1.58 2.18 0.19 47.93
Tunisia 66.32 2.00 7.47 14.57 2.28 2.00 0.66 0.97 0.67 1.59 2.16 0.74 50.20
Turkey 76.86 6.73 19.83 40.63 6.73 6.73 3.26 2.57 4.01 1.49 3.41 3.38 47.62
Uganda 86.85 24.73 52.73 10.88 29.71 24.73 4.08 4.08 1.25 23.50 2.83 1.26 48.84
Ukraine 87.33 26.60 58.22 29.05 53.08 26.60 25.36 25.36 110.55 27498.45 101.97 105.97 25.19
United Arab Emirates 85.34 17.22 46.63 29.03 17.22 17.22 1.99 1.99 2.02 14.79 3.11 2.68 48.01
United Kingdom 78.82 8.85 26.98 33.86 8.85 8.85 4.85 4.85 4.64 13.56 2.58 3.70 47.20
Uruguay 78.95 12.15 28.08 25.29 15.35 12.15 1.11 1.11 2.54 22.78 1.79 1.77 48.05
US 68.11 5.86 1.57 3.69 5.86 5.86 1.19 1.53 2.02 5.22 2.19 1.39 48.62
Uzbekistan 80.44 15.40 31.96 24.57 15.40 15.40 2.02 3.14 1.27 24.12 6.77 2.09 49.39
Venezuela 87.43 52.73 60.18 43.53 56.44 52.73 45.09 45.62 42.36 52.78 44.81 42.93 68.16
Vietnam 59.97 3.46 9.85 30.05 15.46 3.46 10.71 2.59 17.52 12.66 12.56 16.13 40.96
West Bank and Gaza 67.98 10.86 10.57 15.27 10.86 10.86 9.57 10.23 10.41 10.43 10.87 10.44 54.72
Western Sahara 72.60 18.52 15.11 15.10 18.52 18.52 18.51 18.52 22.37 18.27 18.37 22.37 60.08
Yemen 97.35 49.82 89.12 52.98 83.91 49.82 14.72 14.72 5.03 2171.03 4.33 4.34 46.72
Zambia 94.25 28.17 78.65 31.43 28.17 28.17 32.79 32.79 98.65 31642.75 65.35 92.59 19.65
Zimbabwe 84.61 38.48 49.47 27.13 47.27 38.48 28.72 32.04 29.91 39.93 32.88 32.56 60.98

Table A.3 shows the actual cases and predicted cases using the developed time series models with 95% confidence intervals for Afghanistan.

Table A.3.

Actual and Predicted Cases with 95% Confidence Intervals for Afghanistan using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 6402 764 (-10287,11815) 6053 (5369,6737) 2595 (-4867,10057) 5843 (4746,6939) 6053 (5369,6737) 6053 (6053,6053) 6329 (5788,6870)
5/17/2020 6664 764 (-10547,12074) 6053 (4855,7251) 2626 (-5066,10318) 6099 (4997,7201) 6053 (5078,7028) 6053 (6053,6053) 6638 (-20517,33793)
5/18/2020 7072 764 (-10909,12436) 6053 (4056,8050) 2657 (-5368,10682) 6363 (5157,7568) 6053 (4652,7454) 6053 (6053,6053) 6946 (-53378,67270)
5/19/2020 7653 764 (-11392,12920) 6053 (2917,9189) 2688 (-5796,11172) 6633 (5188,8079) 6053 (4070,8036) 6053 (6053,6053) 7255 (-93406,107916)
5/20/2020 8145 764 (-11888,13416) 6053 (1953,10153) 2719 (-6237,11675) 6911 (5226,8597) 6053 (3502,8604) 6053 (6053,6053) 7564 (-139562,154689)
5/21/2020 8676 764 (-12408,13935) 6053 (912,11194) 2750 (-6701,12201) 7196 (5255,9138) 6053 (2918,9188) 6053 (6053,6053) 7872 (-191141,206886)
5/22/2020 9216 764 (-12944,14472) 6053 (-146,12252) 2781 (-7183,12745) 7489 (5283,9695) 6053 (2323,9783) 6053 (6053,6053) 8181 (-247634,263997)
5/23/2020 9998 764 (-13567,15094) 6053 (-1679,13785) 2812 (-7755,13380) 7789 (5219,10358) 6053 (1620,10486) 6053 (6053,6053) 8490 (-308652,325632)
5/24/2020 10582 764 (-14193,15720) 6053 (-2824,14930) 2843 (-8330,14016) 8096 (5180,11013) 6053 (932,11174) 6053 (6053,6053) 8798 (-373885,391482)
5/25/2020 11173 764 (-14823,16351) 6053 (-3982,16088) 2874 (-8907,14656) 8411 (5158,11665) 6053 (250,11856) 6053 (6053,6053) 9107 (-443078,461293)
5/26/2020 11831 764 (-15473,17001) 6053 (-5272,17378) 2905 (-9505,15315) 8734 (5132,12336) 6053 (-448,12554) 6053 (6053,6053) 9416 (-516019,534851)
5/27/2020 12456 764 (-16131,17659) 6053 (-6497,18603) 2936 (-10109,15982) 9065 (5119,13011) 6053 (-1149,13255) 6053 (6053,6053) 9724 (-592525,611974)
5/28/2020 13036 764 (-16786,18313) 6053 (-7634,19740) 2967 (-10710,16644) 9403 (5128,13678) 6053 (-1839,13945) 6053 (6053,6053) 10033 (-672438,692505)
5/29/2020 13659 764 (-17447,18974) 6053 (-8855,20961) 2998 (-11315,17312) 9750 (5150,14350) 6053 (-2533,14639) 6053 (6053,6053) 10342 (-755620,776304)
5/30/2020 14525 764 (-18157,19685) 6053 (-10552,22658) 3029 (-11973,18031) 10105 (5129,15080) 6053 (-3284,15390) 6053 (6053,6053) 10650 (-841948,863249)
5/31/2020 15205 764 (-18876,20403) 6053 (-11885,23991) 3060 (-12637,18758) 10467 (5120,15815) 6053 (-4039,16145) 6053 (6053,6053) 10959 (-931311,953229)
6/1/2020 15750 764 (-19578,21105) 6053 (-12953,25059) 3091 (-13283,19466) 10838 (5149,16528) 6053 (-4768,16874) 6053 (6053,6053) 11268 (-1023610,1046146)
6/2/2020 16509 764 (-20300,21828) 6053 (-14441,26547) 3122 (-13950,20195) 11218 (5172,17263) 6053 (-5520,17626) 6053 (6053,6053) 11577 (-1118755,1141908)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 6402 6329 (5788,6870) 6436 (6380,6492) 6104 (5519,6688) 6419 (5702,7137) 6434 (6376,6491) 3406 (-2467,9278)
5/17/2020 6664 6638 (-20517,33793) 6842 (6757,6928) 6481 (5996,6966) 6805 (-125526,139137) 6839 (6750,6929) 3624 (-2292,9540)
5/18/2020 7072 6946 (-53378,67270) 7278 (7164,7391) 6894 (6450,7338) 7185 (-285898,300267) 7274 (7152,7396) 3815 (-2262,9891)
5/19/2020 7653 7255 (-93406,107916) 7736 (7588,7884) 7339 (6847,7832) 7569 (-482177,497314) 7730 (7567,7893) 4042 (-2299,10383)
5/20/2020 8145 7564 (-139562,154689) 8209 (8015,8403) 7827 (7306,8348) 7940 (-705562,721442) 8200 (7984,8417) 4320 (-2269,10908)
5/21/2020 8676 7872 (-191141,206886) 8693 (8439,8947) 8366 (7829,8902) 8324 (-956749,973397) 8681 (8398,8964) 4602 (-2240,11443)
5/22/2020 9216 8181 (-247634,263997) 9184 (8858,9510) 8963 (8432,9494) 8701 (-1231139,1248542) 9168 (8804,9531) 4868 (-2237,11974)
5/23/2020 9998 8490 (-308652,325632) 9680 (9271,10089) 9630 (9072,10189) 9073 (-1525878,1544024) 9659 (9203,10115) 5109 (-2352,12569)
5/24/2020 10582 8798 (-373885,391482) 10182 (9679,10684) 10375 (9831,10918) 9459 (-1842716,1861634) 10153 (9593,10713) 5411 (-2393,13214)
5/25/2020 11173 9107 (-443078,461293) 10687 (10083,11292) 11223 (10706,11739) 9838 (-2178659,2198335) 10648 (9974,11323) 5672 (-2478,13822)
5/26/2020 11831 9416 (-516019,534851) 11197 (10483,11911) 12199 (11661,12738) 10222 (-2533538,2553982) 11145 (10347,11943) 5936 (-2581,14452)
5/27/2020 12456 9724 (-592525,611974) 11711 (10880,12543) 13332 (12617,14047) 10593 (-2904194,2925380) 11642 (10712,12573) 6170 (-2726,15065)
5/28/2020 13036 10033 (-672438,692505) 12229 (11274,13184) 14661 (13542,15779) 10978 (-3292222,3314177) 12140 (11069,13212) 6435 (-2834,15705)
5/29/2020 13659 10342 (-755620,776304) 12751 (11666,13837) 16234 (14507,17961) 11355 (-3695700,3718410) 12639 (11418,13859) 6694 (-2954,16343)
5/30/2020 14525 10650 (-841948,863249) 13278 (12056,14499) 18136 (15661,20610) 11726 (-4113234,4136687) 13137 (11761,14514) 6951 (-3128,17029)
5/31/2020 15205 10959 (-931311,953229) 13808 (12445,15171) 20483 (16958,24008) 12113 (-4546621,4570846) 13636 (12096,15175) 7258 (-3249,17765)
6/1/2020 15750 11268 (-1023610,1046146) 14342 (12833,15852) 23448 (18439,28457) 12492 (-4994194,5019177) 14134 (12425,15843) 7542 (-3372,18456)
6/2/2020 16509 11577 (-1118755,1141908) 14881 (13219,16542) 27276 (20316,34236) 12876 (-5456187,5481938) 14633 (12748,16518) 7797 (-3547,19142)

Table A.4 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Albania.

Table A.4.

Actual and Predicted Cases with 95% Confidence Intervals for Albania using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 933 266 (-1043,1574) 916 (883,949) 787 (500,1074) 1025 (845,1206) 916 (883,949) 916 (916,916) 924 (908,941)
5/17/2020 946 266 (-1055,1587) 916 (857,975) 795 (504,1086) 1043 (858,1229) 916 (868,964) 916 (916,916) 935 (891,979)
5/18/2020 948 266 (-1061,1592) 916 (853,979) 804 (516,1092) 1061 (863,1260) 916 (863,969) 916 (916,916) 946 (864,1028)
5/19/2020 949 266 (-1064,1595) 916 (851,981) 813 (530,1096) 1079 (865,1294) 916 (860,972) 916 (916,916) 956 (829,1083)
5/20/2020 964 266 (-1072,1603) 916 (822,1010) 822 (540,1104) 1098 (873,1322) 916 (850,982) 916 (916,916) 967 (789,1145)
5/21/2020 969 266 (-1079,1610) 916 (812,1020) 831 (551,1111) 1116 (879,1352) 916 (843,989) 916 (916,916) 977 (743,1212)
5/22/2020 981 266 (-1087,1619) 916 (789,1043) 840 (560,1119) 1134 (888,1380) 916 (833,999) 916 (916,916) 988 (692,1284)
5/23/2020 989 266 (-1096,1627) 916 (773,1059) 848 (569,1128) 1152 (895,1408) 916 (823,1009) 916 (916,916) 999 (636,1361)
5/24/2020 998 266 (-1104,1635) 916 (755,1077) 857 (579,1136) 1170 (903,1437) 916 (813,1019) 916 (916,916) 1009 (577,1442)
5/25/2020 1004 266 (-1112,1643) 916 (744,1088) 866 (588,1144) 1188 (911,1466) 916 (804,1028) 916 (916,916) 1020 (513,1527)
5/26/2020 1029 266 (-1123,1654) 916 (695,1137) 875 (595,1155) 1206 (922,1491) 916 (790,1042) 916 (916,916) 1030 (445,1616)
5/27/2020 1050 266 (-1136,1667) 916 (653,1179) 884 (600,1168) 1224 (935,1514) 916 (774,1058) 916 (916,916) 1041 (374,1708)
5/28/2020 1076 266 (-1151,1683) 916 (602,1230) 893 (602,1183) 1242 (950,1535) 916 (754,1078) 916 (916,916) 1052 (299,1804)
5/29/2020 1099 266 (-1168,1699) 916 (557,1275) 901 (603,1200) 1260 (966,1555) 916 (733,1099) 916 (916,916) 1062 (221,1904)
5/30/2020 1122 266 (-1186,1717) 916 (512,1320) 910 (602,1218) 1278 (983,1573) 916 (711,1121) 916 (916,916) 1073 (140,2006)
5/31/2020 1137 266 (-1203,1734) 916 (483,1349) 919 (603,1236) 1296 (1000,1592) 916 (690,1142) 916 (916,916) 1084 (55,2112)
6/1/2020 1143 266 (-1219,1750) 916 (471,1361) 928 (604,1252) 1314 (1015,1613) 916 (671,1161) 916 (916,916) 1094 (-32,2221)
6/2/2020 1164 266 (-1236,1767) 916 (430,1402) 937 (605,1268) 1332 (1032,1633) 916 (652,1180) 916 (916,916) 1105 (-123,2332)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 933 924 (908,940) 931 (921,941) 865 (731,999) 931 (902,960) 931 (921,941) 472 (-431,1375)
5/17/2020 946 934 (892,976) 946 (928,964) 863 (715,1012) 946 (683,1209) 945 (927,963) 482 (-424,1388)
5/18/2020 948 945 (867,1022) 961 (934,988) 862 (707,1018) 961 (402,1520) 958 (932,985) 489 (-416,1393)
5/19/2020 949 955 (836,1074) 977 (940,1014) 860 (700,1021) 976 (60,1892) 971 (936,1007) 494 (-407,1395)
5/20/2020 964 965 (798,1132) 992 (944,1040) 858 (687,1029) 991 (-334,2316) 984 (940,1028) 499 (-405,1402)
5/21/2020 969 975 (756,1195) 1008 (949,1068) 856 (676,1036) 1006 (-775,2787) 997 (943,1050) 507 (-397,1411)
5/22/2020 981 985 (709,1262) 1024 (952,1096) 854 (662,1045) 1021 (-1258,3299) 1009 (947,1072) 515 (-390,1420)
5/23/2020 989 995 (658,1332) 1040 (955,1126) 852 (649,1055) 1036 (-1779,3851) 1022 (950,1094) 525 (-380,1431)
5/24/2020 998 1005 (603,1407) 1056 (956,1155) 849 (635,1064) 1051 (-2337,4439) 1035 (952,1117) 532 (-374,1438)
5/25/2020 1004 1015 (545,1485) 1072 (958,1187) 847 (622,1073) 1066 (-2929,5061) 1047 (955,1140) 541 (-365,1447)
5/26/2020 1029 1025 (483,1567) 1089 (959,1218) 845 (604,1086) 1081 (-3554,5716) 1060 (957,1162) 548 (-362,1458)
5/27/2020 1050 1035 (419,1651) 1105 (960,1251) 843 (585,1102) 1096 (-4209,6401) 1072 (959,1186) 559 (-355,1474)
5/28/2020 1076 1045 (351,1738) 1122 (960,1284) 842 (562,1121) 1111 (-4893,7115) 1085 (960,1209) 570 (-351,1490)
5/29/2020 1099 1054 (280,1828) 1139 (959,1318) 840 (539,1141) 1126 (-5606,7858) 1097 (961,1233) 581 (-346,1509)
5/30/2020 1122 1064 (207,1921) 1155 (958,1352) 838 (514,1163) 1141 (-6346,8628) 1109 (963,1256) 589 (-346,1525)
5/31/2020 1137 1074 (131,2016) 1173 (957,1388) 837 (490,1184) 1156 (-7112,9424) 1122 (963,1281) 598 (-345,1542)
6/1/2020 1143 1083 (53,2114) 1190 (955,1424) 836 (469,1202) 1171 (-7904,10245) 1134 (964,1305) 605 (-345,1556)
6/2/2020 1164 1093 (-28,2213) 1207 (954,1460) 834 (446,1222) 1186 (-8720,11091) 1147 (964,1330) 611 (-347,1569)

Table A.5 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Algeria.

Table A.5.

Actual and Predicted Cases with 95% Confidence Intervals for Algeria using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 6821 1346 (-9384,12077) 6629 (6253,7005) 4255 (-775,9285) 7216 (6442,7990) 6629 (6253,7005) 6629 (6629,6629) 6806 (6459,7153)
5/17/2020 7019 1346 (-9579,12272) 6629 (5865,7393) 4304 (-874,9482) 7445 (6640,8250) 6629 (6027,7231) 6629 (6629,6629) 6986 (-3269,17240)
5/18/2020 7201 1346 (-9765,12458) 6629 (5508,7750) 4353 (-962,9669) 7679 (6828,8529) 6629 (5816,7442) 6629 (6629,6629) 7165 (-15506,29837)
5/19/2020 7377 1346 (-9947,12639) 6629 (5163,8095) 4403 (-1046,9851) 7917 (7010,8824) 6629 (5613,7645) 6629 (6629,6629) 7345 (-30411,45100)
5/20/2020 7542 1346 (-10122,12815) 6629 (4840,8418) 4452 (-1124,10027) 8160 (7184,9135) 6629 (5418,7840) 6629 (6629,6629) 7524 (-47598,62647)
5/21/2020 7728 1346 (-10301,12994) 6629 (4475,8783) 4501 (-1206,10208) 8408 (7364,9451) 6629 (5216,8042) 6629 (6629,6629) 7704 (-66806,82214)
5/22/2020 7918 1346 (-10485,13178) 6629 (4103,9155) 4551 (-1293,10394) 8660 (7549,9772) 6629 (5010,8248) 6629 (6629,6629) 7884 (-87846,103614)
5/23/2020 8113 1346 (-10673,13366) 6629 (3720,9538) 4600 (-1384,10583) 8918 (7738,10098) 6629 (4798,8460) 6629 (6629,6629) 8063 (-110574,126700)
5/24/2020 8306 1346 (-10864,13557) 6629 (3342,9916) 4649 (-1477,10775) 9180 (7930,10431) 6629 (4584,8674) 6629 (6629,6629) 8243 (-134873,151359)
5/25/2020 8503 1346 (-11058,13751) 6629 (2956,10302) 4698 (-1574,10970) 9448 (8125,10771) 6629 (4368,8890) 6629 (6629,6629) 8422 (-160649,177494)
5/26/2020 8697 1346 (-11253,13946) 6629 (2576,10682) 4748 (-1672,11167) 9720 (8321,11119) 6629 (4151,9107) 6629 (6629,6629) 8602 (-187823,205027)
5/27/2020 8857 1346 (-11443,14136) 6629 (2262,10996) 4797 (-1764,11358) 9997 (8511,11484) 6629 (3942,9316) 6629 (6629,6629) 8782 (-216327,233890)
5/28/2020 8997 1346 (-11626,14319) 6629 (1988,11270) 4846 (-1849,11542) 10280 (8690,11869) 6629 (3745,9513) 6629 (6629,6629) 8961 (-246102,264024)
5/29/2020 9134 1346 (-11803,14496) 6629 (1719,11539) 4896 (-1928,11719) 10567 (8862,12273) 6629 (3555,9703) 6629 (6629,6629) 9141 (-277096,295378)
5/30/2020 9267 1346 (-11974,14667) 6629 (1459,11799) 4945 (-2001,11890) 10860 (9026,12695) 6629 (3373,9885) 6629 (6629,6629) 9320 (-309264,327905)
5/31/2020 9394 1346 (-12141,14834) 6629 (1210,12048) 4994 (-2068,12056) 11158 (9183,13134) 6629 (3198,10060) 6629 (6629,6629) 9500 (-342564,361564)
6/1/2020 9513 1346 (-12302,14995) 6629 (976,12282) 5043 (-2130,12217) 11461 (9333,13590) 6629 (3029,10229) 6629 (6629,6629) 9680 (-376959,396319)
6/2/2020 9626 1346 (-12458,15151) 6629 (755,12503) 5093 (-2186,12372) 11770 (9476,14064) 6629 (2866,10392) 6629 (6629,6629) 9859 (-412417,432135)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 6821 6806 (6459,7153) 6818 (6780,6855) 6878 (6766,6991) 6815 (6450,7181) 6815 (6777,6853) 3504 (-2998,10005)
5/17/2020 7019 6986 (-3269,17240) 7008 (6938,7077) 7095 (6963,7226) 7002 (-32765,46768) 7001 (6929,7072) 3600 (-3002,10202)
5/18/2020 7201 7165 (-15506,29837) 7200 (7097,7303) 7316 (7147,7484) 7188 (-81397,95773) 7187 (7078,7296) 3698 (-2994,10389)
5/19/2020 7377 7345 (-30411,45100) 7394 (7254,7533) 7543 (7324,7761) 7374 (-140617,155365) 7372 (7222,7523) 3794 (-2983,10570)
5/20/2020 7542 7524 (-47598,62647) 7589 (7410,7768) 7776 (7493,8059) 7561 (-208878,223999) 7558 (7363,7753) 3888 (-2966,10743)
5/21/2020 7728 7704 (-66806,82214) 7786 (7565,8007) 8016 (7670,8363) 7747 (-285136,300629) 7744 (7501,7987) 3981 (-2957,10920)
5/22/2020 7918 7884 (-87846,103614) 7985 (7719,8250) 8263 (7853,8673) 7933 (-368638,384504) 7930 (7635,8225) 4081 (-2943,11106)
5/23/2020 8113 8063 (-110574,126700) 8185 (7873,8498) 8517 (8042,8992) 8119 (-458805,475044) 8116 (7766,8466) 4184 (-2929,11297)
5/24/2020 8306 8243 (-134873,151359) 8387 (8025,8749) 8779 (8235,9323) 8306 (-555184,571795) 8302 (7894,8709) 4290 (-2911,11491)
5/25/2020 8503 8422 (-160649,177494) 8591 (8177,9005) 9048 (8431,9665) 8492 (-657397,674380) 8488 (8020,8955) 4393 (-2898,11684)
5/26/2020 8697 8602 (-187823,205027) 8797 (8329,9264) 9326 (8630,10022) 8678 (-765128,782484) 8673 (8142,9204) 4497 (-2884,11878)
5/27/2020 8857 8782 (-216327,233890) 9004 (8480,9527) 9613 (8821,10405) 8864 (-878111,895839) 8859 (8262,9456) 4600 (-2866,12067)
5/28/2020 8997 8961 (-246102,264024) 9212 (8631,9794) 9909 (9001,10817) 9050 (-996108,1014208) 9045 (8380,9710) 4699 (-2845,12243)
5/29/2020 9134 9141 (-277096,295378) 9423 (8781,10065) 10215 (9173,11257) 9236 (-1118915,1137388) 9231 (8495,9967) 4795 (-2822,12412)
5/30/2020 9267 9320 (-309264,327905) 9635 (8931,10339) 10531 (9339,11724) 9422 (-1246349,1265194) 9417 (8608,10226) 4891 (-2794,12576)
5/31/2020 9394 9500 (-342564,361564) 9849 (9081,10617) 10859 (9499,12220) 9609 (-1378249,1397466) 9603 (8719,10487) 4993 (-2754,12740)
6/1/2020 9513 9680 (-376959,396319) 10064 (9231,10898) 11199 (9656,12743) 9795 (-1514468,1534057) 9788 (8827,10750) 5099 (-2704,12902)
6/2/2020 9626 9859 (-412417,432135) 10282 (9381,11182) 11552 (9808,13297) 9981 (-1654872,1674833) 9974 (8933,11015) 5204 (-2649,13058)

Table A.6.

Actual and Predicted Cases with 95% Confidence Intervals for Andorra using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 761 289 (-637,1214) 761 (761,761) 818 (706,931) 798 (725,871) 761 (761,761) 761 (761,761) 762 (760,765)
5/17/2020 761 289 (-637,1214) 761 (761,761) 827 (706,949) 796 (725,866) 761 (761,761) 761 (761,761) 764 (760,768)
5/18/2020 761 289 (-637,1214) 761 (761,761) 836 (705,968) 792 (725,860) 761 (761,761) 761 (761,761) 765 (760,770)
5/19/2020 761 289 (-637,1214) 761 (761,761) 845 (705,986) 788 (724,853) 761 (761,761) 761 (761,761) 766 (759,773)
5/20/2020 762 289 (-638,1215) 761 (759,763) 854 (705,1004) 784 (723,844) 761 (760,762) 761 (761,761) 767 (759,775)
5/21/2020 762 289 (-638,1215) 761 (759,763) 863 (705,1022) 778 (721,835) 761 (760,762) 761 (761,761) 768 (759,778)
5/22/2020 762 289 (-638,1215) 761 (759,763) 872 (704,1041) 772 (719,825) 761 (760,762) 761 (761,761) 770 (759,780)
5/23/2020 762 289 (-638,1215) 761 (759,763) 881 (704,1059) 765 (715,814) 761 (760,762) 761 (761,761) 771 (758,783)
5/24/2020 762 289 (-638,1216) 761 (759,763) 890 (703,1078) 757 (710,803) 761 (760,762) 761 (761,761) 772 (758,786)
5/25/2020 763 289 (-639,1216) 761 (757,765) 899 (702,1096) 748 (702,793) 761 (759,763) 761 (761,761) 773 (757,789)
5/26/2020 763 289 (-639,1216) 761 (757,765) 908 (702,1115) 738 (692,784) 761 (759,763) 761 (761,761) 774 (757,792)
5/27/2020 763 289 (-639,1216) 761 (757,765) 917 (701,1133) 728 (680,776) 761 (759,763) 761 (761,761) 775 (756,795)
5/28/2020 763 289 (-639,1216) 761 (757,765) 926 (701,1152) 716 (664,769) 761 (759,763) 761 (761,761) 777 (755,798)
5/29/2020 764 289 (-639,1217) 761 (755,767) 935 (700,1171) 704 (644,764) 761 (758,764) 761 (761,761) 778 (754,801)
5/30/2020 764 289 (-640,1217) 761 (755,767) 944 (699,1189) 691 (622,759) 761 (758,764) 761 (761,761) 779 (754,804)
5/31/2020 764 289 (-640,1217) 761 (755,767) 953 (699,1208) 677 (598,756) 761 (758,764) 761 (761,761) 780 (753,808)
6/1/2020 765 289 (-640,1217) 761 (753,769) 962 (698,1226) 662 (571,753) 761 (757,765) 761 (761,761) 781 (752,811)
6/2/2020 844 289 (-650,1227) 761 (598,924) 971 (708,1235) 646 (519,773) 761 (722,800) 761 (761,761) 783 (751,814)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 761 762 (760,765) 762 (749,775) 759 (756,763) 762 (760,765) 762 (749,775) 381 (-362,1125)
5/17/2020 761 763 (760,767) 763 (742,784) 760 (757,763) 764 (760,769) 763 (742,784) 382 (-362,1125)
5/18/2020 761 764 (760,769) 763 (734,793) 760 (757,763) 765 (758,771) 763 (734,793) 382 (-362,1125)
5/19/2020 761 765 (760,771) 765 (724,805) 760 (758,763) 765 (757,774) 764 (724,805) 382 (-361,1126)
5/20/2020 762 766 (760,773) 765 (714,817) 760 (758,763) 764 (755,773) 765 (714,816) 383 (-361,1126)
5/21/2020 762 767 (759,775) 766 (702,831) 761 (758,763) 765 (754,775) 766 (701,830) 383 (-360,1126)
5/22/2020 762 768 (759,777) 767 (689,844) 761 (758,763) 766 (754,778) 767 (689,844) 384 (-359,1127)
5/23/2020 762 769 (759,779) 768 (676,860) 761 (758,764) 766 (753,779) 767 (676,859) 384 (-359,1127)
5/24/2020 762 770 (758,782) 769 (662,875) 761 (758,764) 768 (752,784) 768 (662,875) 384 (-358,1127)
5/25/2020 763 771 (758,784) 769 (647,892) 761 (758,764) 768 (750,786) 769 (647,891) 385 (-358,1127)
5/26/2020 763 772 (758,786) 770 (632,909) 761 (758,764) 769 (749,789) 770 (631,908) 385 (-357,1127)
5/27/2020 763 773 (757,788) 771 (616,927) 761 (759,764) 767 (746,789) 771 (615,926) 386 (-356,1128)
5/28/2020 763 773 (757,790) 772 (599,945) 761 (759,764) 768 (745,791) 771 (598,944) 386 (-355,1128)
5/29/2020 764 774 (756,792) 773 (582,964) 762 (758,765) 769 (744,794) 772 (581,963) 387 (-355,1128)
5/30/2020 764 775 (755,795) 774 (564,984) 762 (758,765) 769 (742,795) 773 (563,983) 387 (-354,1128)
5/31/2020 764 776 (755,797) 775 (545,1004) 762 (758,765) 771 (742,800) 774 (544,1003) 388 (-354,1129)
6/1/2020 765 777 (754,799) 776 (526,1025) 762 (758,765) 771 (740,802) 775 (525,1024) 388 (-353,1129)
6/2/2020 844 777 (753,801) 777 (507,1047) 762 (724,800) 771 (738,805) 775 (505,1045) 388 (-362,1139)

Table A.6 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Angola.

Table A.7.

Actual and Predicted Cases with 95% Confidence Intervals for Angola using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 48 11 (-62,84) 48 (48,48) 34 (6,62) 52 (44,60) 45 (39,51) 48 (48,48) 49 (47,52)
5/17/2020 48 11 (-62,84) 48 (48,48) 34 (6,62) 53 (44,62) 45 (39,51) 48 (48,48) 50 (47,54)
5/18/2020 50 11 (-63,85) 48 (44,52) 34 (6,63) 55 (46,64) 45 (38,52) 48 (48,48) 51 (47,56)
5/19/2020 52 11 (-65,87) 48 (40,56) 35 (5,65) 56 (47,65) 45 (36,54) 48 (48,48) 52 (47,58)
5/20/2020 52 11 (-66,88) 48 (40,56) 35 (5,66) 58 (48,67) 45 (35,55) 48 (48,48) 53 (47,60)
5/21/2020 58 11 (-69,90) 48 (28,68) 36 (2,69) 59 (50,68) 45 (31,59) 48 (48,48) 54 (47,62)
5/22/2020 60 11 (-71,93) 48 (24,72) 36 (1,71) 61 (53,69) 45 (28,62) 48 (48,48) 56 (47,64)
5/23/2020 61 11 (-73,95) 48 (23,73) 36 (-1,74) 62 (55,70) 45 (26,64) 48 (48,48) 57 (47,66)
5/24/2020 69 11 (-77,99) 48 (7,89) 37 (-4,78) 64 (56,72) 45 (21,69) 48 (48,48) 58 (47,69)
5/25/2020 70 11 (-80,102) 48 (5,91) 37 (-7,81) 65 (57,73) 45 (17,73) 48 (48,48) 59 (46,71)
5/26/2020 70 11 (-83,105) 48 (5,91) 38 (-9,84) 67 (59,75) 45 (15,75) 48 (48,48) 60 (46,73)
5/27/2020 71 11 (-85,107) 48 (3,93) 38 (-10,86) 69 (61,76) 45 (13,77) 48 (48,48) 61 (46,76)
5/28/2020 74 11 (-87,109) 48 (-3,99) 38 (-12,88) 70 (63,78) 45 (10,80) 48 (48,48) 62 (45,78)
5/29/2020 81 11 (-91,113) 48 (-17,113) 39 (-14,92) 72 (63,81) 45 (6,84) 48 (48,48) 63 (45,81)
5/30/2020 84 11 (-94,116) 48 (-23,119) 39 (-17,95) 74 (64,84) 45 (3,87) 48 (48,48) 64 (44,83)
5/31/2020 86 11 (-97,119) 48 (-26,122) 39 (-19,98) 75 (64,86) 45 (-1,91) 48 (48,48) 65 (44,86)
6/1/2020 86 11 (-100,122) 48 (-26,122) 40 (-21,101) 77 (66,89) 45 (-3,93) 48 (48,48) 66 (43,89)
6/2/2020 86 11 (-102,124) 48 (-26,122) 40 (-23,103) 79 (67,90) 45 (-6,96) 48 (48,48) 67 (43,91)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 48 49 (47,51) 50 (48,52) 42 (30,54) 49 (47,51) 49 (47,51) 25 (-19,70)
5/17/2020 48 50 (47,53) 50 (47,53) 41 (29,54) 50 (47,53) 50 (47,53) 26 (-19,70)
5/18/2020 50 51 (47,54) 52 (48,56) 41 (26,55) 50 (46,54) 51 (47,55) 26 (-19,71)
5/19/2020 52 52 (47,56) 53 (48,57) 40 (24,57) 51 (47,55) 52 (47,57) 27 (-20,73)
5/20/2020 52 52 (47,57) 54 (49,59) 40 (22,58) 52 (47,57) 53 (48,58) 28 (-19,74)
5/21/2020 58 53 (47,59) 55 (50,60) 39 (17,62) 53 (47,59) 54 (48,60) 28 (-21,77)
5/22/2020 60 54 (47,60) 57 (51,62) 39 (13,65) 55 (48,61) 55 (48,62) 30 (-21,80)
5/23/2020 61 55 (47,62) 57 (51,63) 38 (10,67) 56 (49,62) 56 (48,63) 30 (-22,82)
5/24/2020 69 55 (47,63) 59 (53,65) 38 (4,72) 56 (49,64) 57 (49,65) 31 (-24,86)
5/25/2020 70 56 (47,65) 60 (53,67) 37 (0,75) 57 (49,65) 58 (49,66) 32 (-25,89)
5/26/2020 70 57 (47,66) 62 (54,69) 37 (-4,78) 57 (49,66) 59 (49,68) 33 (-26,91)
5/27/2020 71 57 (47,68) 62 (55,70) 37 (-7,80) 58 (49,67) 60 (50,70) 33 (-28,93)
5/28/2020 74 58 (46,69) 64 (56,72) 36 (-11,83) 59 (50,69) 61 (50,71) 32 (-30,95)
5/29/2020 81 58 (46,71) 65 (57,73) 36 (-15,87) 61 (51,71) 62 (50,73) 33 (-32,98)
5/30/2020 84 59 (46,72) 67 (58,75) 35 (-20,90) 62 (51,73) 63 (51,75) 35 (-32,103)
5/31/2020 86 59 (45,74) 68 (59,76) 35 (-24,94) 63 (51,74) 64 (51,77) 36 (-34,106)
6/1/2020 86 60 (45,75) 69 (60,78) 35 (-28,97) 63 (51,75) 65 (51,78) 37 (-35,108)
6/2/2020 86 61 (45,76) 70 (61,79) 34 (-31,99) 64 (51,76) 66 (51,80) 36 (-37,109)

Table A.7 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Antigua and Barbuda.

Table A.8.

Actual and Predicted Cases with 95% Confidence Intervals for Antigua and Barbuda using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 25 9 (-22,40) 25 (25,25) 26 (24,29) 27 (23,32) 25 (25,25) 25 (25,25) 25 (25,25)
5/17/2020 25 9 (-22,40) 25 (25,25) 27 (24,30) 27 (23,32) 25 (25,25) 25 (25,25) 25 (25,25)
5/18/2020 25 9 (-22,40) 25 (25,25) 27 (24,30) 27 (23,32) 25 (25,25) 25 (25,25) 25 (25,25)
5/19/2020 25 9 (-22,40) 25 (25,25) 27 (24,31) 27 (23,32) 25 (25,25) 25 (25,25) 25 (25,25)
5/20/2020 25 9 (-22,40) 25 (25,25) 28 (24,32) 27 (23,32) 25 (25,25) 25 (25,25) 25 (25,25)
5/21/2020 25 9 (-22,40) 25 (25,25) 28 (24,32) 27 (23,32) 25 (25,25) 25 (25,25) 25 (25,25)
5/22/2020 25 9 (-22,40) 25 (25,25) 28 (24,33) 27 (23,32) 25 (25,25) 25 (25,25) 25 (25,25)
5/23/2020 25 9 (-22,40) 25 (25,25) 28 (23,34) 27 (23,32) 25 (25,25) 25 (25,25) 25 (25,25)
5/24/2020 25 9 (-22,40) 25 (25,25) 29 (23,34) 27 (22,32) 25 (25,25) 25 (25,25) 25 (25,25)
5/25/2020 25 9 (-22,40) 25 (25,25) 29 (23,35) 27 (22,31) 25 (25,25) 25 (25,25) 25 (25,25)
5/26/2020 25 9 (-22,40) 25 (25,25) 29 (23,35) 27 (22,31) 25 (25,25) 25 (25,25) 25 (25,25)
5/27/2020 25 9 (-22,40) 25 (25,25) 30 (23,36) 27 (22,31) 25 (25,25) 25 (25,25) 25 (25,25)
5/28/2020 25 9 (-22,40) 25 (25,25) 30 (23,37) 26 (22,31) 25 (25,25) 25 (25,25) 25 (25,25)
5/29/2020 25 9 (-22,40) 25 (25,25) 30 (23,37) 26 (22,30) 25 (25,25) 25 (25,25) 25 (25,25)
5/30/2020 25 9 (-22,40) 25 (25,25) 31 (23,38) 26 (22,30) 25 (25,25) 25 (25,25) 25 (25,25)
5/31/2020 26 9 (-22,40) 25 (23,27) 31 (23,38) 26 (22,29) 25 (25,25) 25 (25,25) 25 (25,25)
6/1/2020 26 9 (-22,40) 25 (23,27) 31 (24,39) 25 (21,29) 25 (24,26) 25 (25,25) 25 (25,25)
6/2/2020 26 9 (-22,41) 25 (23,27) 31 (24,39) 25 (21,29) 25 (24,26) 25 (25,25) 25 (25,25)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 25 25 (25,25) 25 (23,27) 25 (25,25) 25 (25,25) 25 (23,27) 12 (-12,37)
5/17/2020 25 25 (25,25) 25 (23,27) 25 (25,25) 25 (25,25) 25 (23,27) 12 (-12,37)
5/18/2020 25 25 (25,25) 25 (22,28) 25 (25,25) 25 (25,25) 25 (22,28) 12 (-12,37)
5/19/2020 25 25 (25,25) 25 (21,28) 25 (25,25) 25 (24,25) 25 (22,28) 12 (-12,37)
5/20/2020 25 25 (25,25) 25 (21,28) 25 (25,25) 25 (24,25) 25 (21,28) 12 (-12,37)
5/21/2020 25 25 (25,25) 25 (20,29) 25 (25,25) 25 (24,25) 25 (20,29) 12 (-12,37)
5/22/2020 25 25 (25,25) 25 (20,29) 25 (25,25) 25 (25,25) 25 (20,29) 12 (-13,37)
5/23/2020 25 25 (25,25) 24 (19,30) 25 (25,25) 25 (25,25) 24 (19,30) 12 (-13,37)
5/24/2020 25 25 (25,25) 24 (18,31) 25 (25,25) 25 (24,25) 24 (18,31) 12 (-13,37)
5/25/2020 25 25 (25,25) 24 (17,32) 25 (25,25) 25 (24,25) 24 (17,32) 12 (-13,37)
5/26/2020 25 25 (25,25) 24 (16,33) 25 (25,25) 25 (24,25) 24 (16,33) 12 (-13,37)
5/27/2020 25 25 (25,25) 24 (15,33) 25 (25,25) 25 (24,25) 24 (15,33) 12 (-13,37)
5/28/2020 25 25 (25,25) 24 (14,34) 25 (25,25) 25 (24,25) 24 (14,34) 12 (-13,37)
5/29/2020 25 25 (25,25) 24 (13,35) 25 (25,25) 25 (25,26) 24 (13,35) 12 (-13,37)
5/30/2020 25 25 (25,25) 24 (12,36) 25 (25,25) 25 (24,25) 24 (12,36) 12 (-13,37)
5/31/2020 26 25 (25,25) 24 (10,37) 25 (25,26) 25 (24,25) 24 (10,38) 12 (-13,37)
6/1/2020 26 25 (25,25) 24 (9,39) 25 (25,26) 25 (24,25) 24 (9,39) 12 (-13,37)
6/2/2020 26 25 (25,25) 24 (8,40)

Table A.8 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Argentina.

Table A.9.

Actual and Predicted Cases with 95% Confidence Intervals for Argentina using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 7805 1481 (-10913,13876) 7479 (6840,8118) 4651 (-1531,10833) 7737 (7604,7870) 7134 (5819,8449) 7479 (7479,7479) 7713 (7254,8172)
5/17/2020 8068 1481 (-11174,14136) 7479 (6325,8633) 4705 (-1686,11095) 7976 (7817,8135) 7134 (5540,8728) 7479 (7479,7479) 7970 (-11283,27224)
5/18/2020 8371 1481 (-11463,14425) 7479 (5731,9227) 4758 (-1870,11387) 8219 (8005,8434) 7134 (5223,9045) 7479 (7479,7479) 8228 (-34487,50942)
5/19/2020 8809 1481 (-11832,14794) 7479 (4872,10086) 4812 (-2137,11762) 8468 (8085,8850) 7134 (4803,9465) 7479 (7479,7479) 8485 (-62752,79722)
5/20/2020 9283 1481 (-12250,15213) 7479 (3943,11015) 4866 (-2457,12189) 8721 (8121,9321) 7134 (4324,9944) 7479 (7479,7479) 8742 (-95346,112830)
5/21/2020 9931 1481 (-12761,15723) 7479 (2673,12285) 4920 (-2876,12715) 8979 (8040,9917) 7134 (3730,10538) 7479 (7479,7479) 8999 (-131771,149769)
5/22/2020 10649 1481 (-13351,16313) 7479 (1266,13692) 4973 (-3379,13326) 9241 (7884,10599) 7134 (3046,11222) 7479 (7479,7479) 9257 (-171667,190180)
5/23/2020 11353 1481 (-13988,16950) 7479 (-114,15072) 5027 (-3932,13986) 9509 (7707,11310) 7134 (2320,11948) 7479 (7479,7479) 9514 (-214760,233788)
5/24/2020 12076 1481 (-14662,17625) 7479 (-1531,16489) 5081 (-4523,14684) 9781 (7516,12047) 7134 (1564,12704) 7479 (7479,7479) 9771 (-260832,280374)
5/25/2020 12628 1481 (-15320,18283) 7479 (-2613,17571) 5134 (-5092,15361) 10059 (7384,12734) 7134 (848,13420) 7479 (7479,7479) 10029 (-309701,329758)
5/26/2020 13228 1481 (-15978,18940) 7479 (-3789,18747) 5188 (-5658,16035) 10342 (7273,13410) 7134 (142,14126) 7479 (7479,7479) 10286 (-361219,381791)
5/27/2020 13933 1481 (-16658,19621) 7479 (-5171,20129) 5242 (-6248,16732) 10629 (7147,14111) 7134 (-587,14855) 7479 (7479,7479) 10543 (-415256,436342)
5/28/2020 14702 1481 (-17370,20333) 7479 (-6678,21636) 5296 (-6870,17462) 10922 (6996,14848) 7134 (-1349,15617) 7479 (7479,7479) 10800 (-471700,493301)
5/29/2020 15419 1481 (-18097,21059) 7479 (-8083,23041) 5349 (-7506,18205) 11220 (6844,15596) 7134 (-2121,16389) 7479 (7479,7479) 11058 (-530455,552570)
5/30/2020 16214 1481 (-18850,21812) 7479 (-9642,24600) 5403 (-8168,18974) 11523 (6674,16372) 7134 (-2919,17187) 7479 (7479,7479) 11315 (-591432,614062)
5/31/2020 16851 1481 (-19595,22558) 7479 (-10890,25848) 5457 (-8820,19734) 11831 (6531,17131) 7134 (-3702,17970) 7479 (7479,7479) 11572 (-654554,677698)
6/1/2020 17415 1481 (-20324,23286) 7479 (-11996,26954) 5511 (-9452,20473) 12145 (6425,17865) 7134 (-4459,18727) 7479 (7479,7479) 11829 (-719751,743410)
6/2/2020 18319 1481 (-21092,24055) 7479 (-13767,28725) 5564 (-10125,21254) 12464 (6282,18646) 7134 (-5261,19529) 7479 (7479,7479) 12087 (-786958,811132)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 7805 7713 (7254,8172) 7763 (7681,7844) 6505 (3956,9053) 7763 (7207,8319) 7760 (7677,7843) 4037 (-3347,11422)
5/17/2020 8068 7970 (-11283,27224) 8069 (7947,8191) 6533 (3745,9321) 8057 (-55109,71222) 8061 (7935,8188) 4192 (-3299,11684)
5/18/2020 8371 8228 (-34487,50942) 8369 (8196,8542) 6554 (3486,9621) 8346 (-131530,148221) 8354 (8172,8536) 4343 (-3285,11971)
5/19/2020 8809 8485 (-62752,79722) 8677 (8452,8902) 6557 (3103,10011) 8648 (-226798,244095) 8652 (8411,8892) 4490 (-3356,12336)
5/20/2020 9283 8742 (-95346,112830) 8984 (8701,9267) 6549 (2639,10459) 8944 (-336283,354170) 8946 (8641,9251) 4663 (-3439,12765)
5/21/2020 9931 8999 (-131771,149769) 9296 (8953,9640) 6533 (2047,11020) 9251 (-460088,478589) 9243 (8870,9616) 4856 (-3582,13293)
5/22/2020 10649 9257 (-171667,190180) 9609 (9201,10018) 6513 (1352,11675) 9562 (-597136,616260) 9538 (9091,9984) 5072 (-3765,13909)
5/23/2020 11353 9514 (-214760,233788) 9927 (9450,10403) 6490 (603,12378) 9858 (-744136,763852) 9834 (9311,10357) 5280 (-3996,14556)
5/24/2020 12076 9771 (-260832,280374) 10245 (9697,10794) 6466 (-185,13118) 10153 (-900381,920686) 10129 (9525,10734) 5479 (-4271,15229)
5/25/2020 12628 10029 (-309701,329758) 10567 (9944,11191) 6442 (-942,13826) 10441 (-1064902,1085785) 10425 (9736,11115) 5653 (-4557,15863)
5/26/2020 13228 10286 (-361219,381791) 10892 (10190,11593) 6418 (-1691,14527) 10744 (-1238949,1260437) 10721 (9943,11499) 5785 (-4897,16468)
5/27/2020 13933 10543 (-415256,436342) 11219 (10436,12001) 6394 (-2464,15253) 11040 (-1421236,1443315) 11017 (10147,11887) 5930 (-5255,17115)
5/28/2020 14702 10800 (-471700,493301) 11549 (10682,12415) 6371 (-3270,16012) 11346 (-1612545,1635238) 11312 (10347,12277) 6091 (-5630,17813)
5/29/2020 15419 11058 (-530455,552570) 11881 (10928,12834) 6348 (-4087,16783) 11658 (-1812848,1836164) 11608 (10545,12672) 6295 (-5970,18560)
5/30/2020 16214 11315 (-591432,614062) 12216 (11174,13258) 6325 (-4930,17580) 11954 (-2020240,2044148) 11904 (10739,13069) 6483 (-6349,19314)
5/31/2020 16851 11572 (-654554,677698) 12554 (11420,13688) 6303 (-5759,18364) 12248 (-2234325,2258822) 12200 (10930,13470) 6667 (-6722,20056)
6/1/2020 17415 11829 (-719751,743410) 12894 (11666,14123) 6281 (-6562,19123) 12537 (-2454494,2479568) 12495 (11118,13873) 6814 (-7119,20746)
6/2/2020 18319 12087 (-786958,811132) 13237 (11912,14563) 6259 (-7409,19927) 12840 (-2681831,2707511) 12791 (11303,14279) 6958 (-7563,21480)

Table A.9 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Armenia.

Table A.10.

Actual and Predicted Cases with 95% Confidence Intervals for Armenia using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 4283 750 (-6174,7674) 4044 (3576,4512) 2359 (-1411,6130) 4114 (3782,4445) 4044 (3576,4512) 4044 (4044,4044) 4178 (3916,4440)
5/17/2020 4472 750 (-6362,7862) 4044 (3205,4883) 2387 (-1546,6319) 4251 (3866,4637) 4044 (3365,4723) 4044 (4044,4044) 4322 (-1943,10587)
5/18/2020 4823 750 (-6663,8164) 4044 (2517,5571) 2414 (-1798,6626) 4392 (3812,4972) 4044 (3002,5086) 4044 (4044,4044) 4466 (-9346,18278)
5/19/2020 5041 750 (-6924,8425) 4044 (2090,5998) 2441 (-2008,6890) 4536 (3830,5241) 4044 (2714,5374) 4044 (4044,4044) 4610 (-18364,27585)
5/20/2020 5271 750 (-7176,8676) 4044 (1639,6449) 2468 (-2208,7145) 4683 (3868,5498) 4044 (2440,5648) 4044 (4044,4044) 4755 (-28766,38276)
5/21/2020 5606 750 (-7462,8963) 4044 (982,7106) 2496 (-2446,7437) 4833 (3865,5800) 4044 (2119,5969) 4044 (4044,4044) 4899 (-40394,50192)
5/22/2020 5928 750 (-7766,9266) 4044 (351,7737) 2523 (-2702,7747) 4986 (3850,6121) 4044 (1780,6308) 4044 (4044,4044) 5043 (-53132,63219)
5/23/2020 6302 750 (-8096,9597) 4044 (-382,8470) 2550 (-2985,8086) 5142 (3809,6474) 4044 (1411,6677) 4044 (4044,4044) 5187 (-66893,77268)
5/24/2020 6661 750 (-8441,9941) 4044 (-1085,9173) 2577 (-3284,8439) 5301 (3763,6840) 4044 (1030,7058) 4044 (4044,4044) 5332 (-81608,92271)
5/25/2020 7113 750 (-8820,10320) 4044 (-1971,10059) 2605 (-3618,8828) 5464 (3682,7246) 4044 (610,7478) 4044 (4044,4044) 5476 (-97218,108170)
5/26/2020 7402 750 (-9185,10686) 4044 (-2538,10626) 2632 (-3937,9201) 5630 (3634,7626) 4044 (215,7873) 4044 (4044,4044) 5620 (-113676,124917)
5/27/2020 7774 750 (-9559,11059) 4044 (-3267,11355) 2659 (-4264,9583) 5799 (3585,8013) 4044 (-186,8274) 4044 (4044,4044) 5764 (-130941,142470)
5/28/2020 8216 750 (-9954,11454) 4044 (-4133,12221) 2687 (-4613,9986) 5972 (3520,8423) 4044 (-610,8698) 4044 (4044,4044) 5909 (-148977,160794)
5/29/2020 8676 750 (-10368,11869) 4044 (-5035,13123) 2714 (-4982,10410) 6147 (3439,8856) 4044 (-1055,9143) 4044 (4044,4044) 6053 (-167752,179858)
5/30/2020 8927 750 (-10761,12261) 4044 (-5527,13615) 2741 (-5326,10808) 6327 (3398,9256) 4044 (-1467,9555) 4044 (4044,4044) 6197 (-187239,199634)
5/31/2020 9282 750 (-11154,12654) 4044 (-6222,14310) 2768 (-5670,11206) 6509 (3365,9654) 4044 (-1877,9965) 4044 (4044,4044) 6341 (-207414,220096)
6/1/2020 9492 750 (-11523,13024) 4044 (-6634,14722) 2796 (-5987,11579) 6696 (3368,10023) 4044 (-2257,10345) 4044 (4044,4044) 6486 (-228252,241224)
6/2/2020 10009 750 (-11921,13422) 4044 (-7647,15735) 2823 (-6336,11981) 6885 (3344,10427) 4044 (-2671,10759) 4044 (4044,4044) 6630 (-249735,262995)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 4283 4178 (3916,4440) 4205 (4172,4238) 3586 (2219,4952) 4207 (3888,4525) 4203 (4170,4237) 2189 (-1916,6294)
5/17/2020 4472 4322 (-1943,10587) 4372 (4320,4424) 3634 (2123,5145) 4362 (-19115,27840) 4369 (4314,4423) 2282 (-1917,6482)
5/18/2020 4823 4466 (-9346,18278) 4542 (4468,4616) 3682 (1896,5468) 4504 (-45844,54851) 4537 (4459,4615) 2376 (-2032,6783)
5/19/2020 5041 4610 (-18364,27585) 4714 (4616,4813) 3726 (1713,5739) 4675 (-81594,90943) 4707 (4602,4813) 2491 (-2071,7053)
5/20/2020 5271 4755 (-28766,38276) 4888 (4762,5015) 3767 (1536,5999) 4857 (-125161,134876) 4879 (4742,5015) 2574 (-2142,7290)
5/21/2020 5606 4899 (-40394,50192) 5064 (4907,5221) 3807 (1312,6301) 5015 (-172503,182533) 5050 (4879,5221) 2669 (-2236,7574)
5/22/2020 5928 5043 (-53132,63219) 5241 (5052,5430) 3845 (1067,6622) 5185 (-224766,235136) 5223 (5013,5432) 2754 (-2359,7868)
5/23/2020 6302 5187 (-66893,77268) 5420 (5196,5644) 3883 (790,6975) 5356 (-281639,292351) 5395 (5145,5645) 2862 (-2482,8206)
5/24/2020 6661 5332 (-81608,92271) 5600 (5339,5861) 3921 (499,7342) 5512 (-341434,352458) 5567 (5273,5861) 2977 (-2607,8561)
5/25/2020 7113 5476 (-97218,108170) 5781 (5482,6081) 3959 (170,7748) 5653 (-403034,414340) 5740 (5399,6081) 3072 (-2788,8931)
5/26/2020 7402 5620 (-113676,124917) 5964 (5624,6304) 3999 (-136,8134) 5824 (-468880,480527) 5913 (5523,6302) 3186 (-2932,9303)
5/27/2020 7774 5764 (-130941,142470) 6149 (5766,6531) 4039 (-448,8527) 6006 (-539468,551480) 6085 (5644,6526) 3263 (-3126,9652)
5/28/2020 8216 5909 (-148977,160794) 6335 (5909,6761) 4080 (-782,8942) 6164 (-612675,625004) 6258 (5763,6752) 3358 (-3325,10040)
5/29/2020 8676 6053 (-167752,179858) 6522 (6051,6994) 4121 (-1137,9379) 6334 (-689226,701894) 6430 (5880,6981) 3450 (-3548,10447)
5/30/2020 8927 6197 (-187239,199634) 6711 (6192,7230) 4163 (-1459,9786) 6505 (-769070,782080) 6603 (5995,7211) 3574 (-3709,10856)
5/31/2020 9282 6341 (-207414,220096) 6902 (6334,7469) 4206 (-1779,10192) 6661 (-851066,864387) 6776 (6108,7443) 3648 (-3925,11220)
6/1/2020 9492 6486 (-228252,241224) 7094 (6476,7711) 4249 (-2070,10568) 6802 (-934325,947928) 6948 (6219,7678) 3728 (-4112,11569)
6/2/2020 10009 6630 (-249735,262995) 7287 (6618,7956) 4292 (-2393,10977) 6972 (-1020711,1034656) 7121 (6328,7914) 3782 (-4363,11927)

Table A.10 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Australia.

Table A.11.

Actual and Predicted Cases with 95% Confidence Intervals for Australia using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 7044 2853 (-5362,11067) 7035 (7017,7053) 7841 (6279,9404) 6803 (6331,7275) 7019 (6970,7068) 7035 (7035,7035) 7052 (7019,7085)
5/17/2020 7054 2853 (-5372,11077) 7035 (6998,7072) 7926 (6288,9563) 6719 (6148,7291) 7019 (6959,7079) 7035 (7035,7035) 7069 (6947,7191)
5/18/2020 7068 2853 (-5384,11090) 7035 (6970,7100) 8010 (6300,9721) 6626 (5943,7310) 7019 (6945,7093) 7035 (7035,7035) 7086 (6844,7328)
5/19/2020 7072 2853 (-5392,11098) 7035 (6962,7108) 8095 (6306,9883) 6525 (5726,7324) 7019 (6937,7101) 7035 (7035,7035) 7104 (6718,7489)
5/20/2020 7081 2853 (-5401,11106) 7035 (6945,7125) 8180 (6312,10047) 6414 (5491,7337) 7019 (6927,7111) 7035 (7035,7035) 7121 (6572,7670)
5/21/2020 7095 2853 (-5411,11117) 7035 (6917,7153) 8264 (6320,10208) 6294 (5235,7353) 7019 (6916,7122) 7035 (7035,7035) 7138 (6407,7869)
5/22/2020 7099 2853 (-5419,11125) 7035 (6910,7160) 8349 (6324,10373) 6164 (4964,7365) 7019 (6906,7132) 7035 (7035,7035) 7155 (6227,8084)
5/23/2020 7114 2853 (-5429,11135) 7035 (6880,7190) 8433 (6331,10536) 6025 (4672,7378) 7019 (6895,7143) 7035 (7035,7035) 7172 (6031,8314)
5/24/2020 7114 2853 (-5437,11143) 7035 (6880,7190) 8518 (6334,10702) 5876 (4366,7386) 7019 (6887,7151) 7035 (7035,7035) 7190 (5821,8559)
5/25/2020 7126 2853 (-5446,11151) 7035 (6857,7213) 8602 (6337,10867) 5717 (4040,7395) 7019 (6877,7161) 7035 (7035,7035) 7207 (5597,8817)
5/26/2020 7139 2853 (-5455,11161) 7035 (6831,7239) 8687 (6341,11032) 5549 (3693,7404) 7019 (6866,7172) 7035 (7035,7035) 7224 (5361,9087)
5/27/2020 7150 2853 (-5465,11170) 7035 (6810,7260) 8771 (6346,11197) 5369 (3327,7411) 7019 (6855,7183) 7035 (7035,7035) 7241 (5113,9370)
5/28/2020 7165 2853 (-5475,11181) 7035 (6780,7290) 8856 (6351,11361) 5180 (2940,7419) 7019 (6842,7196) 7035 (7035,7035) 7259 (4854,9664)
5/29/2020 7184 2853 (-5487,11192) 7035 (6743,7327) 8940 (6357,11524) 4979 (2532,7427) 7019 (6828,7210) 7035 (7035,7035) 7276 (4583,9969)
5/30/2020 7192 2853 (-5498,11203) 7035 (6727,7343) 9025 (6362,11688) 4768 (2105,7432) 7019 (6815,7223) 7035 (7035,7035) 7293 (4302,10284)
5/31/2020 7202 2853 (-5509,11214) 7035 (6708,7362) 9110 (6367,11852) 4547 (1658,7435) 7019 (6802,7236) 7035 (7035,7035) 7310 (4010,10610)
6/1/2020 7221 2853 (-5521,11226) 7035 (6670,7400) 9194 (6373,12015) 4314 (1189,7438) 7019 (6788,7250) 7035 (7035,7035) 7327 (3709,10946)
6/2/2020 7229 2853 (-5532,11238) 7035 (6655,7415) 9279 (6378,12179) 4069 (700,7439) 7019 (6774,7264) 7035 (7035,7035) 7345 (3398,11291)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 7044 7049 (7021,7077) 7057 (6962,7151) 6956 (6785,7128) 7069 (7003,7135) 7056 (6962,7151) 3538 (-3335,10410)
5/17/2020 7054 7064 (6973,7155) 7075 (6909,7242) 6954 (6770,7138) 7097 (5886,8308) 7075 (6908,7242) 3547 (-3326,10420)
5/18/2020 7068 7078 (6903,7253) 7097 (6834,7360) 6953 (6754,7152) 7110 (5014,9205) 7096 (6833,7358) 3554 (-3324,10432)
5/19/2020 7072 7092 (6818,7366) 7116 (6753,7480) 6950 (6741,7160) 7129 (3876,10381) 7114 (6751,7478) 3564 (-3314,10441)
5/20/2020 7081 7105 (6720,7490) 7138 (6657,7619) 6948 (6728,7169) 7149 (2521,11776) 7135 (6654,7616) 3574 (-3303,10450)
5/21/2020 7095 7118 (6613,7623) 7158 (6554,7761) 6946 (6712,7180) 7167 (1022,13312) 7154 (6550,7757) 3583 (-3294,10461)
5/22/2020 7099 7131 (6496,7765) 7180 (6441,7918) 6943 (6698,7189) 7176 (-381,14732) 7174 (6435,7913) 3594 (-3282,10471)
5/23/2020 7114 7143 (6372,7914) 7200 (6320,8080) 6941 (6682,7200) 7204 (-2164,16571) 7193 (6313,8073) 3605 (-3272,10481)
5/24/2020 7114 7155 (6241,8068) 7222 (6191,8253) 6939 (6669,7208) 7225 (-4124,18574) 7213 (6182,8245) 3617 (-3258,10491)
5/25/2020 7126 7166 (6104,8229) 7243 (6055,8432) 6937 (6656,7218) 7231 (-5916,20378) 7233 (6044,8421) 3625 (-3249,10498)
5/26/2020 7139 7178 (5962,8394) 7265 (5910,8620) 6935 (6641,7229) 7244 (-7725,22212) 7253 (5898,8607) 3637 (-3235,10509)
5/27/2020 7150 7189 (5815,8563) 7287 (5760,8813) 6934 (6627,7241) 7257 (-9583,24098) 7272 (5745,8799) 3648 (-3224,10519)
5/28/2020 7165 7199 (5663,8735) 7309 (5603,9015) 6932 (6611,7253) 7270 (-11477,26017) 7292 (5586,8998) 3660 (-3211,10532)
5/29/2020 7184 7210 (5507,8912) 7331 (5440,9222) 6931 (6594,7267) 7274 (-13258,27805) 7311 (5420,9203) 3672 (-3200,10544)
5/30/2020 7192 7220 (5349,9091) 7354 (5270,9437) 6930 (6578,7281) 7296 (-15244,29837) 7331 (5247,9415) 3684 (-3188,10557)
5/31/2020 7202 7229 (5186,9272) 7376 (5094,9657) 6929 (6563,7294) 7313 (-17337,31963) 7351 (5069,9632) 3695 (-3178,10568)
6/1/2020 7221 7239 (5021,9456) 7399 (4913,9884) 6928 (6547,7309) 7314 (-19295,33923) 7371 (4885,9856) 3706 (-3168,10579)
6/2/2020 7229 7248 (4854,9642) 7422 (4727,10117) 6927 (6531,7322) 7323 (-21233,35878) 7390 (4695,10085) 3717 (-3157,10591)

Table A.11 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Austria.

Table A.12.

Actual and Predicted Cases with 95% Confidence Intervals for Austria using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 16201 6426 (-12734,25585) 16109 (15929,16289) 17709 (14754,20664) 15717 (14767,16666) 16109 (15929,16289) 16109 (16109,16109) 16155 (16065,16246)
5/17/2020 16242 6426 (-12774,25626) 16109 (15848,16370) 17900 (14794,21005) 15557 (14394,16720) 16109 (15885,16333) 16109 (16109,16109) 16203 (15429,16977)
5/18/2020 16269 6426 (-12806,25657) 16109 (15795,16423) 18091 (14823,21359) 15378 (13994,16763) 16109 (15852,16366) 16109 (16109,16109) 16251 (14595,17907)
5/19/2020 16321 6426 (-12847,25698) 16109 (15693,16525) 18282 (14861,21704) 15181 (13542,16820) 16109 (15804,16414) 16109 (16109,16109) 16299 (13577,19021)
5/20/2020 16353 6426 (-12884,25735) 16109 (15631,16587) 18474 (14893,22054) 14964 (13058,16870) 16109 (15763,16455) 16109 (16109,16109) 16347 (12402,20292)
5/21/2020 16404 6426 (-12926,25777) 16109 (15531,16687) 18665 (14929,22400) 14727 (12530,16924) 16109 (15714,16504) 16109 (16109,16109) 16395 (11087,21703)
5/22/2020 16436 6426 (-12964,25815) 16109 (15468,16750) 18856 (14960,22752) 14470 (11969,16972) 16109 (15671,16547) 16109 (16109,16109) 16443 (9645,23241)
5/23/2020 16486 6426 (-13006,25857) 16109 (15370,16848) 19047 (14994,23101) 14193 (11365,17021) 16109 (15623,16595) 16109 (16109,16109) 16490 (8086,24895)
5/24/2020 16503 6426 (-13041,25893) 16109 (15337,16881) 19239 (15020,23457) 13895 (10730,17059) 16109 (15583,16635) 16109 (16109,16109) 16538 (6417,26659)
5/25/2020 16539 6426 (-13077,25928) 16109 (15266,16952) 19430 (15045,23815) 13576 (10056,17095) 16109 (15543,16675) 16109 (16109,16109) 16586 (4646,28526)
5/26/2020 16557 6426 (-13110,25961) 16109 (15231,16987) 19621 (15065,24177) 13235 (9347,17122) 16109 (15508,16710) 16109 (16109,16109) 16634 (2778,30490)
5/27/2020 16591 6426 (-13143,25994) 16109 (15164,17054) 19812 (15085,24540) 12872 (8596,17148) 16109 (15473,16745) 16109 (16109,16109) 16682 (818,32546)
5/28/2020 16628 6426 (-13176,26027) 16109 (15092,17126) 20003 (15105,24902) 12487 (7802,17171) 16109 (15436,16782) 16109 (16109,16109) 16730 (-1231,34691)
5/29/2020 16655 6426 (-13208,26059) 16109 (15039,17179) 20195 (15123,25266) 12079 (6968,17190) 16109 (15400,16818) 16109 (16109,16109) 16778 (-3365,36920)
5/30/2020 16685 6426 (-13240,26091) 16109 (14980,17238) 20386 (15140,25631) 11648 (6091,17205) 16109 (15364,16854) 16109 (16109,16109) 16826 (-5580,39231)
5/31/2020 16731 6426 (-13274,26125) 16109 (14890,17328) 20577 (15160,25994) 11194 (5168,17220) 16109 (15326,16892) 16109 (16109,16109) 16874 (-7874,41621)
6/1/2020 16733 6426 (-13304,26155) 16109 (14886,17332) 20768 (15174,26363) 10716 (4208,17224) 16109 (15294,16924) 16109 (16109,16109) 16921 (-10245,44087)
6/2/2020 16759 6426 (-13333,26184) 16109 (14835,17383) 20960 (15187,26733) 10214 (3204,17225) 16109 (15262,16956) 16109 (16109,16109) 16969 (-12689,46627)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 16201 16149 (16070,16228) 16188 (15993,16383) 15806 (15033,16580) 16137 (16082,16193) 16187 (15992,16382) 8119 (-7723,23960)
5/17/2020 16242 16191 (15596,16786) 16273 (15961,16585) 15790 (14959,16622) 16176 (15044,17307) 16271 (15959,16583) 8171 (-7660,24001)
5/18/2020 16269 16232 (14977,17487) 16346 (15887,16804) 15778 (14900,16655) 16225 (13455,18995) 16342 (15884,16801) 8204 (-7620,24027)
5/19/2020 16321 16272 (14232,18311) 16414 (15727,17101) 15765 (14830,16700) 16279 (11345,21214) 16408 (15721,17095) 8234 (-7596,24064)
5/20/2020 16353 16311 (13385,19237) 16488 (15520,17456) 15753 (14765,16741) 16286 (9751,22822) 16479 (15510,17447) 8264 (-7571,24099)
5/21/2020 16404 16349 (12449,20249) 16567 (15304,17829) 15741 (14695,16787) 16357 (7284,25430) 16554 (15291,17817) 8302 (-7541,24144)
5/22/2020 16436 16386 (11438,21335) 16644 (15075,18213) 15730 (14629,16831) 16398 (4642,28155) 16627 (15058,18196) 8344 (-7501,24189)
5/23/2020 16486 16422 (10360,22485) 16719 (14818,18620) 15720 (14561,16878) 16419 (2165,30673) 16697 (14796,18599) 8379 (-7472,24229)
5/24/2020 16503 16458 (9222,23694) 16796 (14536,19056) 15711 (14502,16919) 16451 (-388,33290) 16769 (14509,19029) 8420 (-7429,24270)
5/25/2020 16539 16493 (8032,24954) 16875 (14236,19514) 15702 (14443,16960) 16493 (-3185,36172) 16841 (14202,19480) 8454 (-7396,24303)
5/26/2020 16557 16526 (6793,26260) 16954 (13920,19988) 15694 (14390,16998) 16542 (-6281,39365) 16913 (13879,19948) 8494 (-7351,24339)
5/27/2020 16591 16559 (5512,27607) 17033 (13586,20480) 15686 (14337,17036) 16543 (-9054,42140) 16985 (13538,20432) 8528 (-7313,24370)
5/28/2020 16628 16592 (4191,28992) 17113 (13235,20991) 15680 (14284,17075) 16607 (-12298,45512) 17057 (13179,20935) 8571 (-7267,24409)
5/29/2020 16655 16623 (2835,30412) 17194 (12867,21520) 15673 (14234,17113) 16643 (-15671,48957) 17129 (12802,21455) 8612 (-7221,24444)
5/30/2020 16685 16654 (1446,31862) 17275 (12485,22065) 15668 (14185,17150) 16658 (-18913,52229) 17201 (12410,21991) 8654 (-7173,24480)
5/31/2020 16731 16684 (27,33341) 17357 (12088,22627) 15662 (14134,17191) 16684 (-22164,55532) 17273 (12003,22542) 8694 (-7128,24516)
6/1/2020 16733 16713 (-1418,34845) 17440 (11676,23203) 15657 (14089,17226) 16721 (-25556,58999) 17345 (11581,23108) 8737 (-7076,24550)
6/2/2020 16759 16742 (-2888,36372) 17523 (11251,23795) 15653 (14045,17260) 16765 (-29149,62679) 17417 (11144,23689) 8775 (-7030,24579)

Table A.12 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Azerbaijan.

Table A.13.

Actual and Predicted Cases with 95% Confidence Intervals for Azerbaijan using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 3138 630 (-4286,5546) 2980 (2670,3290) 1970 (-318,4259) 3127 (3105,3149) 2980 (2670,3290) 2980 (2980,2980) 3067 (2897,3237)
5/17/2020 3274 630 (-4421,5681) 2980 (2404,3556) 1993 (-409,4395) 3215 (3132,3298) 2980 (2517,3443) 2980 (2980,2980) 3158 (540,5776)
5/18/2020 3387 630 (-4541,5801) 2980 (2182,3778) 2016 (-485,4517) 3305 (3190,3420) 2980 (2384,3576) 2980 (2980,2980) 3249 (-2475,8972)
5/19/2020 3518 630 (-4668,5928) 2980 (1926,4034) 2039 (-568,4645) 3396 (3241,3552) 2980 (2242,3718) 2980 (2980,2980) 3340 (-6147,12826)
5/20/2020 3631 630 (-4789,6050) 2980 (1704,4256) 2061 (-646,4768) 3489 (3303,3676) 2980 (2108,3852) 2980 (2980,2980) 3431 (-10384,17245)
5/21/2020 3749 630 (-4911,6171) 2980 (1473,4487) 2084 (-723,4891) 3584 (3368,3799) 2980 (1974,3986) 2980 (2980,2980) 3522 (-15122,22165)
5/22/2020 3855 630 (-5029,6289) 2980 (1265,4695) 2107 (-797,5011) 3679 (3441,3918) 2980 (1845,4115) 2980 (2980,2980) 3613 (-20313,27538)
5/23/2020 3982 630 (-5151,6411) 2980 (1016,4944) 2129 (-875,5134) 3777 (3513,4041) 2980 (1711,4249) 2980 (2980,2980) 3703 (-25922,33329)
5/24/2020 4122 630 (-5278,6538) 2980 (742,5218) 2152 (-959,5263) 3876 (3579,4173) 2980 (1570,4390) 2980 (2980,2980) 3794 (-31922,39510)
5/25/2020 4271 630 (-5412,6672) 2980 (450,5510) 2175 (-1050,5400) 3977 (3641,4312) 2980 (1422,4538) 2980 (2980,2980) 3885 (-38287,46058)
5/26/2020 4403 630 (-5548,6808) 2980 (191,5769) 2198 (-1142,5537) 4079 (3706,4452) 2980 (1273,4687) 2980 (2980,2980) 3976 (-44999,52952)
5/27/2020 4568 630 (-5690,6950) 2980 (-132,6092) 2220 (-1242,5683) 4183 (3765,4601) 2980 (1115,4845) 2980 (2980,2980) 4067 (-52041,60176)
5/28/2020 4759 630 (-5844,7104) 2980 (-507,6467) 2243 (-1354,5840) 4288 (3812,4764) 2980 (944,5016) 2980 (2980,2980) 4158 (-59399,67715)
5/29/2020 4989 630 (-6013,7273) 2980 (-958,6918) 2266 (-1482,6014) 4395 (3841,4950) 2980 (753,5207) 2980 (2980,2980) 4249 (-67058,75557)
5/30/2020 5246 630 (-6200,7460) 2980 (-1461,7421) 2288 (-1630,6207) 4504 (3850,5158) 2980 (542,5418) 2980 (2980,2980) 4340 (-75009,83690)
5/31/2020 5494 630 (-6399,7659) 2980 (-1947,7907) 2311 (-1791,6413) 4614 (3848,5380) 2980 (318,5642) 2980 (2980,2980) 4431 (-83241,92104)
6/1/2020 5662 630 (-6597,7857) 2980 (-2277,8237) 2334 (-1948,6616) 4726 (3860,5592) 2980 (99,5861) 2980 (2980,2980) 4522 (-91745,100789)
6/2/2020 5935 630 (-6809,8069) 2980 (-2812,8772) 2357 (-2121,6835) 4840 (3858,5822) 2980 (-134,6094) 2980 (2980,2980) 4613 (-100513,109738)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 3138 3067 (2897,3237) 3081 (3053,3108) 2969 (2637,3301) 3082 (2882,3283) 3079 (3051,3106) 1589 (-1447,4625)
5/17/2020 3274 3158 (540,5776) 3184 (3135,3232) 3051 (2663,3439) 3181 (-7022,13383) 3179 (3130,3229) 1657 (-1447,4760)
5/18/2020 3387 3249 (-2475,8972) 3286 (3216,3357) 3137 (2712,3562) 3280 (-19491,26051) 3279 (3206,3351) 1710 (-1455,4876)
5/19/2020 3518 3340 (-6147,12826) 3391 (3296,3486) 3224 (2757,3691) 3382 (-34895,41658) 3379 (3281,3477) 1765 (-1470,5000)
5/20/2020 3631 3431 (-10384,17245) 3496 (3374,3617) 3314 (2812,3816) 3484 (-52746,59713) 3478 (3352,3604) 1812 (-1491,5116)
5/21/2020 3749 3522 (-15122,22165) 3602 (3452,3752) 3406 (2872,3940) 3587 (-72854,80028) 3579 (3423,3734) 1862 (-1511,5235)
5/22/2020 3855 3613 (-20313,27538) 3709 (3529,3889) 3501 (2942,4061) 3689 (-94887,102266) 3678 (3490,3865) 1916 (-1522,5353)
5/23/2020 3982 3703 (-25922,33329) 3817 (3605,4029) 3600 (3013,4186) 3793 (-118770,126356) 3778 (3557,3999) 1966 (-1540,5471)
5/24/2020 4122 3794 (-31922,39510) 3925 (3680,4171) 3702 (3084,4319) 3891 (-144052,151834) 3878 (3621,4134) 2022 (-1557,5601)
5/25/2020 4271 3885 (-38287,46058) 4035 (3754,4316) 3808 (3155,4460) 3990 (-170764,178744) 3978 (3684,4271) 2081 (-1576,5737)
5/26/2020 4403 3976 (-44999,52952) 4146 (3828,4463) 3917 (3232,4602) 4092 (-198973,207157) 4077 (3745,4409) 2143 (-1590,5877)
5/27/2020 4568 4067 (-52041,60176) 4257 (3902,4613) 4031 (3308,4754) 4194 (-228609,236997) 4177 (3805,4550) 2200 (-1617,6017)
5/28/2020 4759 4158 (-59399,67715) 4369 (3974,4764) 4148 (3378,4918) 4297 (-259677,268272) 4277 (3863,4691) 2260 (-1651,6171)
5/29/2020 4989 4249 (-67058,75557) 4483 (4047,4919) 4270 (3438,5102) 4400 (-292047,300846) 4377 (3920,4834) 2324 (-1695,6343)
5/30/2020 5246 4340 (-75009,83690) 4597 (4119,5075) 4397 (3486,5308) 4503 (-325720,334727) 4476 (3975,4978) 2398 (-1743,6540)
5/31/2020 5494 4431 (-83241,92104) 4712 (4190,5233) 4529 (3528,5530) 4601 (-360409,369612) 4576 (4029,5124) 2472 (-1803,6746)
6/1/2020 5662 4522 (-91745,100789) 4828 (4261,5394) 4668 (3588,5748) 4701 (-396149,405550) 4676 (4081,5271) 2539 (-1865,6944)
6/2/2020 5935 4613 (-100513,109738) 4945 (4332,5557) 4812 (3641,5983) 4802 (-433016,442621) 4776 (4133,5419) 2587 (-1965,7138)

Table A.13 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Bahamas.

Table A.14.

Actual and Predicted Cases with 95% Confidence Intervals for Bahamas using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 96 26 (-110,163) 96 (96,96) 81 (51,111) 114 (79,150) 96 (96,96) 96 (96,96) 97 (95,99)
5/17/2020 96 26 (-110,163) 96 (96,96) 82 (53,111) 117 (78,155) 96 (96,96) 96 (96,96) 98 (95,100)
5/18/2020 96 26 (-110,163) 96 (96,96) 83 (55,111) 119 (78,160) 96 (96,96) 96 (96,96) 99 (95,102)
5/19/2020 96 26 (-110,163) 96 (96,96) 84 (56,111) 122 (78,165) 96 (96,96) 96 (96,96) 99 (95,103)
5/20/2020 97 26 (-111,163) 96 (94,98) 84 (58,111) 124 (79,170) 96 (95,97) 96 (96,96) 100 (96,105)
5/21/2020 97 26 (-111,164) 96 (94,98) 85 (59,111) 127 (79,175) 96 (95,97) 96 (96,96) 101 (96,107)
5/22/2020 97 26 (-111,164) 96 (94,98) 86 (61,112) 129 (79,180) 96 (95,97) 96 (96,96) 102 (96,108)
5/23/2020 100 26 (-112,165) 96 (88,104) 87 (62,113) 132 (80,184) 96 (93,99) 96 (96,96) 103 (96,110)
5/24/2020 100 26 (-113,165) 96 (88,104) 88 (63,113) 135 (80,189) 96 (92,100) 96 (96,96) 104 (96,112)
5/25/2020 100 26 (-113,166) 96 (88,104) 89 (64,114) 137 (81,194) 96 (92,100) 96 (96,96) 104 (96,113)
5/26/2020 100 26 (-114,166) 96 (88,104) 90 (66,114) 140 (81,199) 96 (91,101) 96 (96,96) 105 (96,115)
5/27/2020 100 26 (-114,167) 96 (88,104) 91 (67,115) 143 (81,204) 96 (91,101) 96 (96,96) 106 (96,117)
5/28/2020 101 26 (-114,167) 96 (86,106) 92 (68,115) 145 (82,209) 96 (90,102) 96 (96,96) 107 (95,118)
5/29/2020 102 26 (-115,168) 96 (84,108) 93 (70,116) 148 (82,214) 96 (90,102) 96 (96,96) 108 (95,120)
5/30/2020 102 26 (-116,168) 96 (84,108) 94 (71,116) 151 (83,219) 96 (89,103) 96 (96,96) 109 (95,122)
5/31/2020 102 26 (-116,169) 96 (84,108) 95 (72,117) 153 (83,224) 96 (89,103) 96 (96,96) 109 (95,124)
6/1/2020 102 26 (-116,169) 96 (84,108) 96 (74,117) 156 (83,229) 96 (88,104) 96 (96,96) 110 (95,126)
6/2/2020 102 26 (-117,169) 96 (84,108) 96 (75,118) 159 (83,235) 96 (88,104) 96 (96,96) 111 (95,128)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 96 97 (95,99) 97 (94,100) 95 (94,97) 97 (95,99) 97 (94,100) 49 (-43,141)
5/17/2020 96 98 (95,100) 98 (94,102) 96 (95,97) 97 (94,100) 98 (94,102) 49 (-42,141)
5/18/2020 96 98 (95,101) 99 (94,105) 96 (96,97) 98 (94,101) 99 (94,104) 50 (-42,141)
5/19/2020 96 99 (96,102) 100 (94,107) 97 (96,97) 99 (95,103) 100 (93,107) 50 (-41,141)
5/20/2020 97 100 (96,104) 101 (93,109) 97 (96,98) 100 (95,105) 101 (93,109) 51 (-40,142)
5/21/2020 97 100 (96,105) 102 (93,111) 97 (96,98) 101 (95,107) 102 (92,111) 51 (-40,142)
5/22/2020 97 101 (96,106) 103 (93,114) 97 (97,98) 101 (95,108) 103 (92,113) 52 (-39,142)
5/23/2020 100 102 (96,108) 104 (92,116) 98 (96,99) 102 (95,109) 103 (92,115) 52 (-39,143)
5/24/2020 100 102 (96,109) 105 (92,118) 98 (96,100) 102 (94,110) 104 (91,118) 53 (-38,144)
5/25/2020 100 103 (96,110) 106 (92,121) 98 (96,100) 103 (94,111) 105 (91,120) 54 (-37,145)
5/26/2020 100 104 (96,111) 107 (91,123) 98 (96,101) 104 (94,113) 106 (90,122) 54 (-37,145)
5/27/2020 100 104 (96,113) 108 (91,126) 99 (96,101) 105 (94,115) 107 (89,125) 54 (-37,145)
5/28/2020 101 105 (96,114) 110 (91,129) 99 (96,101) 106 (95,117) 108 (89,127) 55 (-36,146)
5/29/2020 102 105 (95,115) 111 (90,131) 99 (96,102) 106 (94,118) 109 (88,130) 55 (-35,146)
5/30/2020 102 106 (95,116) 112 (90,134) 99 (96,102) 107 (94,120) 110 (87,132) 56 (-35,147)
5/31/2020 102 106 (95,118) 113 (89,137) 99 (96,103) 107 (93,120) 111 (86,135) 57 (-34,147)
6/1/2020 102 107 (95,119) 114 (88,139) 99 (96,103) 107 (93,122) 112 (86,138) 57 (-33,148)
6/2/2020 102 108 (95,120) 115 (88,142) 99 (96,103) 108 (93,123) 112 (85,140) 58 (-33,148)

Table A.14 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Bahrain.

Table A.15.

Actual and Predicted Cases with 95% Confidence Intervals for Bahrain using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 6747 1090 (-9998,12178) 6583 (6262,6904) 3447 (-3022,9915) 6454 (5880,7028) 5816 (3991,7641) 6583 (6583,6583) 6848 (6328,7368)
5/17/2020 6956 1090 (-10204,12384) 6583 (5852,7314) 3487 (-3149,10123) 6692 (6146,7239) 5816 (3776,7856) 6583 (6583,6583) 7142 (-17734,32019)
5/18/2020 7184 1090 (-10425,12605) 6583 (5405,7761) 3527 (-3292,10345) 6936 (6410,7463) 5816 (3542,8090) 6583 (6583,6583) 7436 (-47808,62680)
5/19/2020 7532 1090 (-10713,12893) 6583 (4723,8443) 3567 (-3502,10635) 7186 (6618,7754) 5816 (3226,8406) 6583 (6583,6583) 7730 (-84441,99901)
5/20/2020 7888 1090 (-11032,13212) 6583 (4025,9141) 3607 (-3746,10959) 7442 (6801,8083) 5816 (2873,8759) 6583 (6583,6583) 8024 (-126682,142731)
5/21/2020 8174 1090 (-11343,13523) 6583 (3465,9701) 3646 (-3981,11274) 7704 (7008,8400) 5816 (2533,9099) 6583 (6583,6583) 8318 (-173888,190524)
5/22/2020 8414 1090 (-11636,13816) 6583 (2994,10172) 3686 (-4196,11569) 7971 (7249,8694) 5816 (2218,9414) 6583 (6583,6583) 8612 (-225591,242815)
5/23/2020 8802 1090 (-11958,14138) 6583 (2234,10932) 3726 (-4443,11895) 8245 (7467,9024) 5816 (1865,9767) 6583 (6583,6583) 8906 (-281435,299247)
5/24/2020 9138 1090 (-12289,14469) 6583 (1575,11591) 3766 (-4697,12230) 8525 (7689,9361) 5816 (1505,10127) 6583 (6583,6583) 9200 (-341137,359537)
5/25/2020 9171 1090 (-12555,14735) 6583 (1511,11655) 3806 (-4884,12497) 8812 (7988,9635) 5816 (1228,10404) 6583 (6583,6583) 9494 (-404464,423452)
5/26/2020 9366 1090 (-12809,14989) 6583 (1128,12038) 3846 (-5059,12751) 9104 (8304,9905) 5816 (964,10668) 6583 (6583,6583) 9788 (-471221,490797)
5/27/2020 9692 1090 (-13079,15259) 6583 (489,12677) 3886 (-5251,13023) 9403 (8620,10187) 5816 (679,10953) 6583 (6583,6583) 10082 (-541242,561406)
5/28/2020 10052 1090 (-13369,15549) 6583 (-216,13382) 3926 (-5463,13315) 9709 (8933,10484) 5816 (370,11262) 6583 (6583,6583) 10376 (-614381,635133)
5/29/2020 10449 1090 (-13680,15860) 6583 (-994,14160) 3966 (-5698,13630) 10021 (9240,10801) 5816 (34,11598) 6583 (6583,6583) 10670 (-690512,711852)
5/30/2020 10793 1090 (-14000,16180) 6583 (-1669,14835) 4006 (-5942,13954) 10339 (9551,11127) 5816 (-311,11943) 6583 (6583,6583) 10964 (-769522,791450)
5/31/2020 11398 1090 (-14370,16550) 6583 (-2854,16020) 4046 (-6238,14330) 10665 (9821,11508) 5816 (-717,12349) 6583 (6583,6583) 11258 (-851311,873827)
6/1/2020 11871 1090 (-14759,16940) 6583 (-3781,16947) 4086 (-6555,14727) 10997 (10079,11914) 5816 (-1145,12777) 6583 (6583,6583) 11552 (-935787,958891)
6/2/2020 12311 1090 (-15162,17342) 6583 (-4644,17810) 4126 (-6885,15137) 11335 (10336,12335) 5816 (-1584,13216) 6583 (6583,6583) 11846 (-1022869,1046560)


 Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 6747 6848 (6328,7368) 6941 (6859,7022) 5945 (4373,7517) 6944 (6236,7652) 6941 (6858,7024) 3651 (-2418,9719)
5/17/2020 6956 7142 (-17734,32019) 7289 (7139,7439) 6124 (4523,7725) 7305 (-127885,142495) 7288 (7133,7442) 3804 (-2320,9928)
5/18/2020 7184 7436 (-47808,62680) 7635 (7411,7859) 6311 (4672,7950) 7666 (-293997,309330) 7631 (7397,7865) 3947 (-2252,10145)
5/19/2020 7532 7730 (-84441,99901) 7982 (7683,8281) 6498 (4754,8242) 8027 (-496278,512332) 7973 (7656,8289) 4093 (-2246,10431)
5/20/2020 7888 8024 (-126682,142731) 8332 (7954,8710) 6687 (4805,8569) 8388 (-729436,746213) 8314 (7909,8718) 4299 (-2184,10783)
5/21/2020 8174 8318 (-173888,190524) 8684 (8224,9144) 6881 (4875,8886) 8749 (-989915,1007413) 8654 (8157,9151) 4501 (-2107,11109)
5/22/2020 8414 8612 (-225591,242815) 9039 (8494,9584) 7080 (4976,9183) 9110 (-1275127,1293347) 8995 (8401,9589) 4688 (-2024,11400)
5/23/2020 8802 8906 (-281435,299247) 9397 (8763,10031) 7286 (5055,9516) 9471 (-1583105,1602047) 9336 (8639,10032) 4848 (-2002,11698)
5/24/2020 9138 9200 (-341137,359537) 9758 (9032,10485) 7499 (5139,9859) 9832 (-1912285,1931948) 9676 (8873,10479) 5034 (-1958,12027)
5/25/2020 9171 9494 (-404464,423452) 10122 (9300,10945) 7721 (5308,10133) 10192 (-2261391,2281776) 10017 (9103,10931) 5225 (-1845,12295)
5/26/2020 9366 9788 (-471221,490797) 10489 (9568,11411) 7950 (5503,10398) 10553 (-2629339,2650445) 10358 (9328,11387) 5373 (-1769,12516)
5/27/2020 9692 10082 (-541242,561406) 10859 (9835,11884) 8189 (5696,10682) 10914 (-3015206,3037034) 10698 (9549,11848) 5525 (-1708,12758)
5/28/2020 10052 10376 (-614381,635133) 11233 (10103,12362) 8438 (5887,10988) 11275 (-3418201,3440750) 11039 (9766,12312) 5710 (-1629,13049)
5/29/2020 10449 10670 (-690512,711852) 11609 (10370,12848) 8698 (6074,11321) 11635 (-3837615,3860885) 11379 (9978,12781) 5954 (-1501,13408)
5/30/2020 10793 10964 (-769522,791450) 11988 (10637,13339) 8970 (6272,11667) 11996 (-4272828,4296820) 11720 (10187,13253) 6178 (-1393,13748)
5/31/2020 11398 11258 (-851311,873827) 12370 (10904,13836) 9254 (6439,12069) 12356 (-4723285,4747998) 12061 (10392,13729) 6372 (-1361,14105)
6/1/2020 11871 11552 (-935787,958891) 12755 (11171,14340) 9553 (6608,12498) 12717 (-5188491,5213925) 12401 (10594,14209) 6607 (-1301,14515)
6/2/2020 12311 11846 (-1022869,1046560) 13144 (11438,14849) 9866 (6790,12943) 13077 (-5667983,5694138) 12742 (10792,14692) 6814 (-1280,14908)

Table A.15 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Bangladesh.

Table A.16.

Actual and Predicted Cases with 95% Confidence Intervals for Bangladesh using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 20995 2376 (-34119,38870) 20065 (18242,21888) 8368 (-16382,33117) 20418 (19287,21549) 20065 (18242,21888) 20065 (20065,20065) 20966 (19200,22731)
5/17/2020 22268 2376 (-35387,40138) 20065 (15747,24383) 8469 (-17454,34392) 21368 (19886,22850) 20065 (16751,23379) 20065 (20065,20065) 21934 (-252877,296745)
5/18/2020 23870 2376 (-36896,41647) 20065 (12607,27523) 8571 (-18774,35915) 22345 (20237,24453) 20065 (14980,25150) 20065 (20065,20065) 22902 (-590322,636125)
5/19/2020 25121 2376 (-38289,43040) 20065 (10155,29975) 8672 (-19975,37319) 23349 (20829,25868) 20065 (13436,26694) 20065 (20065,20065) 23870 (-1001340,1049080)
5/20/2020 26738 2376 (-39801,44552) 20065 (6986,33144) 8774 (-21300,38848) 24380 (21322,27438) 20065 (11736,28394) 20065 (20065,20065) 24838 (-1475178,1524854)
5/21/2020 28511 2376 (-41439,46190) 20065 (3511,36619) 8875 (-22756,40507) 25439 (21720,29159) 20065 (9892,30238) 20065 (20065,20065) 25806 (-2004590,2056202)
5/22/2020 30205 2376 (-43127,47879) 20065 (191,39939) 8977 (-24264,42218) 26527 (22136,30918) 20065 (8018,32112) 20065 (20065,20065) 26774 (-2584341,2637889)
5/23/2020 32078 2376 (-44904,49655) 20065 (-3480,43610) 9079 (-25862,44019) 27643 (22513,32773) 20065 (6055,34075) 20065 (20065,20065) 27742 (-3210433,3265917)
5/24/2020 33610 2376 (-46649,51400) 20065 (-6483,46613) 9180 (-27425,45785) 28787 (23015,34560) 20065 (4166,35964) 20065 (20065,20065) 28710 (-3879686,3937106)
5/25/2020 35585 2376 (-48485,53236) 20065 (-10354,50484) 9282 (-29081,47645) 29961 (23470,36453) 20065 (2175,37955) 20065 (20065,20065) 29678 (-4589496,4648852)
5/26/2020 36751 2376 (-50201,54952) 20065 (-12640,52770) 9383 (-30611,49377) 31165 (24151,38180) 20065 (363,39767) 20065 (20065,20065) 30646 (-5337675,5398968)
5/27/2020 38292 2376 (-51910,56661) 20065 (-15660,55790) 9485 (-32131,51101) 32399 (24900,39897) 20065 (-1434,41564) 20065 (20065,20065) 31614 (-6122358,6185587)
5/28/2020 40321 2376 (-53711,58462) 20065 (-19637,59767) 9586 (-33747,52920) 33662 (25600,41725) 20065 (-3342,43472) 20065 (20065,20065) 32582 (-6941925,7007090)
5/29/2020 42844 2376 (-55679,60431) 20065 (-24582,64712) 9688 (-35537,54913) 34957 (26158,43756) 20065 (-5452,45582) 20065 (20065,20065) 33550 (-7794956,7862057)
5/30/2020 44608 2376 (-57645,62396) 20065 (-28039,68169) 9790 (-37322,56901) 36282 (26794,45770) 20065 (-7539,47669) 20065 (20065,20065) 34519 (-8680189,8749226)
5/31/2020 47153 2376 (-59743,64494) 20065 (-33027,73157) 9891 (-39242,59025) 37639 (27337,47941) 20065 (-9777,49907) 20065 (20065,20065) 35487 (-9596495,9667468)
6/1/2020 49534 2376 (-61923,66674) 20065 (-37694,77824) 9993 (-41246,61231) 39027 (27855,50200) 20065 (-12097,52227) 20065 (20065,20065) 36455 (-10542858,10615767)
6/2/2020 52445 2376 (-64255,69006) 20065 (-43400,83530) 10094 (-43407,63595) 40448 (28257,52638) 20065 (-14586,54716) 20065 (20065,20065) 37423 (-11518353,11593199)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima
5/16/2020 20995 20966 (19200,22731) 21277 (21180,21374) 19845 (17590,22099) 21188 (18987,23388) 21153 (21052,21254) 11223 (-7929,30376)
5/17/2020 22268 21934 (-252877,296745) 22527 (22343,22711) 20796 (18208,23385) 22384 (-2107054,2151822) 22331 (22112,22550) 11807 (-8032,31646)
5/18/2020 23870 22902 (-590322,636125) 23830 (23555,24105) 21773 (18596,24951) 23579 (-4733798,4780956) 23467 (23092,23842) 12499 (-8189,33186)
5/19/2020 25121 23870 (-1001340,1049080) 25191 (24817,25565) 22771 (19183,26359) 24751 (-7900154,7949656) 24588 (24044,25131) 13248 (-8114,34611)
5/20/2020 26738 24838 (-1475178,1524854) 26609 (26124,27095) 23798 (19682,27914) 25939 (-11559681,11611560) 25774 (25034,26513) 14013 (-8111,36138)
5/21/2020 28511 25806 (-2004590,2056202) 28085 (27471,28700) 24865 (20108,29622) 27099 (-15617628,15671827) 26865 (25915,27816) 14811 (-8170,37791)
5/22/2020 30205 26774 (-2584341,2637889) 29616 (28851,30381) 25981 (20578,31384) 28274 (-20060952,20117500) 28052 (26874,29230) 15605 (-8262,39472)
5/23/2020 32078 27742 (-3210433,3265917) 31199 (30261,32138) 27151 (21052,33250) 29410 (-24817278,24876098) 29170 (27745,30595) 16473 (-8334,41280)
5/24/2020 33610 28710 (-3879686,3937106) 32832 (31694,33971) 28381 (21692,35069) 30606 (-29933985,29995197) 30313 (28631,31994) 17333 (-8359,43025)
5/25/2020 35585 29678 (-4589496,4648852) 34513 (33146,35879) 29671 (22343,36999) 31801 (-35381244,35444846) 31479 (29522,33437) 18130 (-8537,44797)
5/26/2020 36751 30646 (-5337675,5398968) 36238 (34614,37861) 31027 (23264,38789) 32973 (-41116687,41182633) 32582 (30339,34826) 19040 (-8456,46536)
5/27/2020 38292 31614 (-6122358,6185587) 38005 (36096,39914) 32457 (24324,40589) 34162 (-47141465,47209788) 33769 (31226,36311) 19800 (-8529,48128)
5/28/2020 40321 32582 (-6941925,7007090) 39812 (37588,42037) 33967 (25425,42510) 35321 (-53417355,53487998) 34877 (32021,37732) 20704 (-8527,49936)
5/29/2020 42844 33550 (-7794956,7862057) 41658 (39088,44228) 35563 (26491,44636) 36496 (-59948546,60021538) 36036 (32859,39213) 21635 (-8644,51915)
5/30/2020 44608 34519 (-8680189,8749226) 43540 (40594,46486) 37251 (27728,46774) 37632 (-66694763,66770026) 37184 (33670,40698) 22812 (-8451,54076)
5/31/2020 47153 35487 (-9596495,9667468) 45457 (42106,48808) 39039 (28998,49081) 38828 (-73698279,73775935) 38302 (34444,42161) 23809 (-8551,56168)
6/1/2020 49534 36455 (-10542858,10615767) 47407 (43620,51193) 40938 (30375,51502) 40023 (-80947151,81027197) 39481 (35265,43696) 24872 (-8639,58384)
6/2/2020 52445 37423 (-11518353,11593199) 49388 (45138,53639) 42960 (31798,54122) 41195 (-88415675,88498066) 40587 (36005,45170) 25837 (-8973,60646)

Table A.16 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Barbados.

Table A.17.

Actual and Predicted Cases with 95% Confidence Intervals for Barbados using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 86 31 (-77,139) 85 (83,87) 89 (83,94) 89 (83,96) 85 (83,87) 85 (85,85) 85 (85,86)
5/17/2020 88 31 (-79,141) 85 (79,91) 90 (85,94) 89 (84,95) 85 (81,89) 85 (85,85) 86 (85,86)
5/18/2020 88 31 (-79,141) 85 (79,91) 91 (86,96) 89 (85,94) 85 (80,90) 85 (85,85) 86 (85,87)
5/19/2020 90 31 (-81,143) 85 (75,95) 92 (87,96) 89 (85,93) 85 (78,92) 85 (85,85) 86 (85,87)
5/20/2020 90 31 (-81,143) 85 (75,95) 93 (88,97) 89 (85,92) 85 (78,92) 85 (85,85) 86 (85,88)
5/21/2020 90 31 (-82,144) 85 (75,95) 94 (88,99) 88 (85,92) 85 (77,93) 85 (85,85) 87 (85,88)
5/22/2020 90 31 (-82,144) 85 (75,95) 95 (89,101) 88 (84,92) 85 (77,93) 85 (85,85) 87 (85,88)
5/23/2020 92 31 (-83,145) 85 (71,99) 96 (90,102) 87 (83,92) 85 (76,94) 85 (85,85) 87 (85,89)
5/24/2020 92 31 (-84,146) 85 (71,99) 97 (90,103) 87 (81,92) 85 (75,95) 85 (85,85) 87 (85,89)
5/25/2020 92 31 (-84,146) 85 (71,99) 98 (91,105) 86 (80,93) 85 (75,95) 85 (85,85) 88 (86,90)
5/26/2020 92 31 (-84,147) 85 (71,99) 99 (91,106) 85 (78,93) 85 (75,95) 85 (85,85) 88 (86,90)
5/27/2020 92 31 (-85,147) 85 (71,99) 100 (91,108) 85 (76,93) 85 (74,96) 85 (85,85) 88 (86,90)
5/28/2020 92 31 (-85,147) 85 (71,99) 101 (91,110) 84 (75,93) 85 (74,96) 85 (85,85) 88 (86,91)
5/29/2020 92 31 (-85,147) 85 (71,99) 102 (91,112) 83 (73,93) 85 (74,96) 85 (85,85) 88 (86,91)
5/30/2020 92 31 (-86,148) 85 (71,99) 102 (91,114) 81 (70,92) 85 (74,96) 85 (85,85) 89 (86,91)
5/31/2020 92 31 (-86,148) 85 (71,99) 103 (91,116) 80 (68,92) 85 (73,97) 85 (85,85) 89 (86,92)
6/1/2020 92 31 (-86,148) 85 (71,99) 104 (91,118) 79 (66,92) 85 (73,97) 85 (85,85) 89 (86,92)
6/2/2020 92 31 (-86,148) 85 (71,99) 105 (91,120) 78 (63,92) 85 (73,97) 85 (85,85) 89 (86,93)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 86 85 (85,86) 85 (82,88) 85 (82,87) 85 (85,85) 85 (82,88) 43 (-42,128)
5/17/2020 88 85 (85,86) 86 (81,90) 85 (79,90) 86 (86,86) 85 (81,90) 43 (-44,130)
5/18/2020 88 86 (85,86) 86 (79,92) 85 (79,90) 86 (86,86) 86 (79,92) 43 (-44,130)
5/19/2020 90 86 (85,87) 86 (78,94) 85 (77,92) 86 (85,86) 86 (78,94) 44 (-44,132)
5/20/2020 90 86 (85,87) 86 (76,96) 85 (77,93) 85 (85,85) 86 (76,96) 44 (-45,132)
5/21/2020 90 86 (85,87) 87 (75,98) 85 (76,93) 86 (85,86) 86 (75,98) 44 (-45,133)
5/22/2020 90 86 (85,88) 87 (74,100) 85 (76,93) 86 (86,86) 87 (73,100) 44 (-45,133)
5/23/2020 92 87 (85,88) 87 (72,102) 85 (75,94) 86 (86,86) 87 (72,102) 44 (-46,133)
5/24/2020 92 87 (85,88) 87 (70,104) 85 (74,95) 87 (86,87) 87 (70,104) 44 (-46,134)
5/25/2020 92 87 (85,88) 88 (69,107) 85 (74,95) 87 (86,87) 87 (68,106) 44 (-47,135)
5/26/2020 92 87 (85,89) 88 (67,109) 85 (74,96) 87 (86,87) 88 (67,109) 44 (-47,135)
5/27/2020 92 87 (85,89) 88 (65,111) 85 (73,96) 86 (86,87) 88 (65,111) 44 (-47,135)
5/28/2020 92 87 (85,89) 89 (63,114) 85 (73,96) 87 (86,87) 88 (63,113) 44 (-47,136)
5/29/2020 92 87 (85,89) 89 (62,116) 85 (73,97) 87 (86,88) 88 (61,116) 44 (-47,136)
5/30/2020 92 88 (85,90) 89 (60,119) 85 (73,97) 87 (86,87) 89 (59,118) 45 (-47,136)
5/31/2020 92 88 (86,90) 89 (58,121) 85 (73,97) 88 (87,88) 89 (57,121) 45 (-47,136)
6/1/2020 92 88 (86,90) 90 (56,124) 85 (72,97) 88 (87,88) 89 (55,123) 45 (-47,137)
6/2/2020 92 88 (86,90) 90 (53,127) 85 (72,97) 87 (87,88) 89 (53,126) 45 (-47,137)

Table A.17 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Belarus.

Table A.18.

Actual and Predicted Cases with 95% Confidence Intervals for Belarus using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 28681 4073 (-44158,52304) 27730 (25866,29594) 13995 (-14791,42780) 31062 (26395,35728) 27730 (25866,29594) 27730 (27730,27730) 28659 (26838,30480)
5/17/2020 29650 4073 (-45117,53263) 27730 (23967,31493) 14163 (-15418,43743) 32396 (27359,37433) 27730 (24760,30700) 27730 (27730,27730) 29595 (-244592,303782)
5/18/2020 30572 4073 (-46049,54196) 27730 (22160,33300) 14331 (-16019,44681) 33766 (28291,39240) 27730 (23702,31758) 27730 (27730,27730) 30531 (-581255,642317)
5/19/2020 31508 4073 (-46986,55133) 27730 (20325,35135) 14499 (-16625,45623) 35171 (29224,41118) 27730 (22643,32817) 27730 (27730,27730) 31467 (-991310,1054244)
5/20/2020 32426 4073 (-47920,56066) 27730 (18526,36934) 14667 (-17227,46562) 36613 (30151,43076) 27730 (21595,33865) 27730 (27730,27730) 32403 (-1464027,1528833)
5/21/2020 33371 4073 (-48864,57010) 27730 (16674,38786) 14835 (-17840,47511) 38092 (31087,45097) 27730 (20537,34923) 27730 (27730,27730) 33339 (-1992182,2058859)
5/22/2020 34303 4073 (-49811,57957) 27730 (14847,40613) 15004 (-18456,48464) 39608 (32025,47192) 27730 (19480,35980) 27730 (27730,27730) 34275 (-2570551,2639101)
5/23/2020 35244 4073 (-50764,58911) 27730 (13003,42457) 15172 (-19079,49422) 41162 (32968,49356) 27730 (18421,37039) 27730 (27730,27730) 35211 (-3195147,3265569)
5/24/2020 36198 4073 (-51726,59872) 27730 (11133,44327) 15340 (-19710,50389) 42754 (33921,51587) 27730 (17355,38105) 27730 (27730,27730) 36147 (-3862799,3935092)
5/25/2020 37144 4073 (-52692,60839) 27730 (9279,46181) 15508 (-20345,51361) 44385 (34879,53890) 27730 (16288,39172) 27730 (27730,27730) 37083 (-4570906,4645071)
5/26/2020 38059 4073 (-53657,61803) 27730 (7485,47975) 15676 (-20978,52331) 46054 (35833,56275) 27730 (15229,40231) 27730 (27730,27730) 38018 (-5317290,5393327)
5/27/2020 38956 4073 (-54617,62764) 27730 (5727,49733) 15844 (-21607,53295) 47763 (36782,58745) 27730 (14180,41280) 27730 (27730,27730) 38954 (-6100087,6177996)
5/28/2020 39858 4073 (-55576,63722) 27730 (3959,51501) 16012 (-22233,54258) 49512 (37728,61297) 27730 (13137,42323) 27730 (27730,27730) 39890 (-6917683,6997464)
5/29/2020 40764 4073 (-56534,64681) 27730 (2183,53277) 16181 (-22859,55220) 51302 (38676,63928) 27730 (12098,43362) 27730 (27730,27730) 40826 (-7768660,7850312)
5/30/2020 41658 4073 (-57491,65638) 27730 (431,55029) 16349 (-23482,56180) 53132 (39623,66642) 27730 (11064,44396) 27730 (27730,27730) 41762 (-8651759,8735284)
5/31/2020 42556 4073 (-58448,66594) 27730 (-1329,56789) 16517 (-24105,57139) 55004 (40571,69437) 27730 (10034,45426) 27730 (27730,27730) 42698 (-9565857,9651253)
6/1/2020 43403 4073 (-59397,67543) 27730 (-2989,58449) 16685 (-24720,58090) 56917 (41512,72323) 27730 (9015,46445) 27730 (27730,27730) 43634 (-10509937,10597205)
6/2/2020 44255 4073 (-60341,68488) 27730 (-4659,60119) 16853 (-25330,59036) 58873 (42449,75297) 27730 (8005,47455) 27730 (27730,27730) 44570 (-11483078,11572218)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 28681 28659 (26838,30480) 28705 (28456,28954) 27338 (24707,29970) 28648 (26849,30447) 28677 (28424,28930) 14837 (-12296,41971)
5/17/2020 29650 29595 (-244592,303782) 29674 (29318,30031) 28425 (25906,30944) 29557 (-490365,549478) 29616 (29250,29983) 15322 (-12291,42934)
5/18/2020 30572 30531 (-581255,642317) 30645 (30201,31089) 29574 (27227,31920) 30547 (-1173181,1234275) 30557 (30094,31020) 15810 (-12249,43870)
5/19/2020 31508 31467 (-991310,1054244) 31627 (31055,32199) 30798 (28650,32946) 31476 (-1983308,2046259) 31500 (30898,32102) 16295 (-12215,44804)
5/20/2020 32426 32403 (-1464027,1528833) 32620 (31874,33367) 32105 (30163,34047) 32417 (-2916622,2981457) 32444 (31653,33235) 16789 (-12161,45739)
5/21/2020 33371 33339 (-1992182,2058859) 33622 (32680,34565) 33511 (31735,35287) 33376 (-3965426,4032178) 33387 (32381,34394) 17281 (-12116,46678)
5/22/2020 34303 34275 (-2570551,2639101) 34632 (33482,35781) 35041 (33308,36773) 34339 (-5118840,5187517) 34330 (33095,35565) 17789 (-12050,47628)
5/23/2020 35244 35211 (-3195147,3265569) 35649 (34280,37017) 36736 (34813,38658) 35248 (-6349672,6420168) 35273 (33795,36751) 18297 (-11985,48579)
5/24/2020 36198 36147 (-3862799,3935092) 36675 (35072,38278) 38599 (36202,40997) 36157 (-7655451,7727765) 36216 (34480,37952) 18814 (-11913,49540)
5/25/2020 37144 37083 (-4570906,4645071) 37710 (35859,39560) 40658 (37509,43806) 37148 (-9058298,9132594) 37159 (35149,39169) 19332 (-11838,50503)
5/26/2020 38059 38018 (-5317290,5393327) 38753 (36642,40864) 42951 (38783,47118) 38076 (-10531707,10607860) 38102 (35804,40400) 19856 (-11750,51463)
5/27/2020 38956 38954 (-6100087,6177996) 39804 (37422,42187) 45530 (40075,50985) 39018 (-12076858,12154895) 39045 (36446,41644) 20377 (-11657,52412)
5/28/2020 39858 39890 (-6917683,6997464) 40864 (38199,43529) 48463 (41438,55489) 39976 (-13694987,13774940) 39988 (37076,42900) 20897 (-11561,53355)
5/29/2020 40764 40826 (-7768660,7850312) 41933 (38974,44891) 51833 (42920,60747) 40939 (-15383673,15465551) 40931 (37694,44168) 21424 (-11453,54301)
5/30/2020 41658 41762 (-8651759,8735284) 43009 (39747,46271) 55756 (44573,66939) 41849 (-17126470,17210168) 41874 (38300,45448) 21961 (-11329,55250)
5/31/2020 42556 42698 (-9565857,9651253) 44095 (40519,47670) 60390 (46476,74304) 42758 (-18922388,19007904) 42817 (38895,46739) 22503 (-11195,56200)
6/1/2020 43403 43634 (-10509937,10597205) 45188 (41290,49087) 65954 (48716,83191) 43749 (-20789863,20877360) 43760 (39480,48040) 23049 (-11044,57142)
6/2/2020 44255 44570 (-11483078,11572218) 46290 (42059,50521) 72766 (51456,94075) 44677 (-22711069,22800423) 44703 (40054,49352) 23590 (-10891,58070)

Table A.18 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Belgium.

Table A.19.

Actual and Predicted Cases with 95% Confidence Intervals for Belgium using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 54989 16191 (-59855,92236) 54644 (53968,55320) 48695 (36359,61031) 63730 (46598,80862) 54644 (53968,55320) 54644 (54644,54644) 55034 (54269,55799)
5/17/2020 55280 16191 (-60140,92521) 54644 (53397,55891) 49246 (37162,61330) 64829 (46887,82770) 54644 (53641,55647) 54644 (54644,54644) 55411 (8633,102190)
5/18/2020 55559 16191 (-60418,92799) 54644 (52851,56437) 49797 (37971,61623) 65927 (47159,84695) 54644 (53324,55964) 54644 (54644,54644) 55789 (-48253,159830)
5/19/2020 55791 16191 (-60672,93053) 54644 (52396,56892) 50348 (38800,61896) 67023 (47393,86653) 54644 (53041,56247) 54644 (54644,54644) 56166 (-117533,229865)
5/20/2020 55983 16191 (-60899,93280) 54644 (52020,57268) 50899 (39650,62148) 68118 (47589,88646) 54644 (52791,56497) 54644 (54644,54644) 56543 (-197405,310492)
5/21/2020 56235 16191 (-61134,93515) 54644 (51526,57762) 51450 (40490,62409) 69210 (47787,90634) 54644 (52527,56761) 54644 (54644,54644) 56920 (-286652,400492)
5/22/2020 56511 16191 (-61380,93761) 54644 (50985,58303) 52001 (41318,62683) 70300 (47990,92611) 54644 (52245,57043) 54644 (54644,54644) 57297 (-384391,498986)
5/23/2020 56810 16191 (-61638,94019) 54644 (50399,58889) 52552 (42132,62971) 71388 (48202,94573) 54644 (51944,57344) 54644 (54644,54644) 57675 (-489949,605298)
5/24/2020 57092 16191 (-61901,94282) 54644 (49846,59442) 53103 (42939,63266) 72472 (48414,96531) 54644 (51638,57650) 54644 (54644,54644) 58052 (-602790,718894)
5/25/2020 57342 16191 (-62162,94543) 54644 (49356,59932) 53653 (43744,63563) 73554 (48616,98492) 54644 (51338,57950) 54644 (54644,54644) 58429 (-722476,839334)
5/26/2020 57455 16191 (-62395,94776) 54644 (49134,60154) 54204 (44563,63846) 74632 (48778,100485) 54644 (51081,58207) 54644 (54644,54644) 58806 (-848638,966250)
5/27/2020 57592 16191 (-62611,94992) 54644 (48866,60422) 54755 (45386,64125) 75706 (48915,102496) 54644 (50847,58441) 54644 (54644,54644) 59184 (-980960,1099327)
5/28/2020 57849 16191 (-62834,95215) 54644 (48362,60926) 55306 (46199,64413) 76776 (49056,104496) 54644 (50601,58687) 54644 (54644,54644) 59561 (-1119170,1238292)
5/29/2020 58061 16191 (-63055,95436) 54644 (47947,61341) 55857 (47006,64709) 77841 (49191,106492) 54644 (50357,58931) 54644 (54644,54644) 59938 (-1263029,1382904)
5/30/2020 58186 16191 (-63263,95644) 54644 (47702,61586) 56408 (47810,65007) 78902 (49304,108501) 54644 (50131,59157) 54644 (54644,54644) 60315 (-1412322,1532953)
5/31/2020 58381 16191 (-63470,95851) 54644 (47319,61969) 56959 (48604,65314) 79958 (49412,110505) 54644 (49906,59382) 54644 (54644,54644) 60692 (-1566861,1688246)
6/1/2020 58517 16191 (-63667,96048) 54644 (47053,62235) 57510 (49391,65629) 81009 (49505,112514) 54644 (49692,59596) 54644 (54644,54644) 61070 (-1726473,1848612)
6/2/2020 58615 16191 (-63854,96235) 54644 (46861,62427) 58061 (50166,65956) 82054 (49579,114530) 54644 (49494,59794) 54644 (54644,54644) 61447 (-1891003,2013897)


 Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 54989 55011 (54291,55731) 54988 (54486,55489) 53105 (49414,56797) 54975 (54326,55624) 54980 (54478,55482) 27638 (-25969,81246)
5/17/2020 55280 55368 (13752,96983) 55334 (54457,56210) 53092 (49091,57093) 55306 (-35803,146415) 55315 (54437,56192) 27835 (-25864,81535)
5/18/2020 55559 55721 (-36510,147952) 55683 (54410,56955) 53096 (48802,57391) 55637 (-147464,258738) 55650 (54376,56923) 28007 (-25793,81807)
5/19/2020 55791 56071 (-97408,209551) 56035 (54337,57732) 53092 (48528,57656) 55968 (-283476,395413) 55985 (54285,57685) 28170 (-25715,82055)
5/20/2020 55983 56419 (-167259,280097) 56390 (54235,58544) 53082 (48273,57891) 56300 (-440321,552920) 56320 (54162,58477) 28329 (-25620,82277)
5/21/2020 56235 56764 (-244912,358439) 56748 (54106,59389) 53070 (48002,58138) 56631 (-615526,728787) 56655 (54008,59301) 28491 (-25529,82511)
5/22/2020 56511 57105 (-329524,443735) 57109 (53950,60267) 53056 (47711,58401) 56962 (-807368,921291) 56990 (53825,60154) 28667 (-25432,82767)
5/23/2020 56810 57445 (-420444,535333) 57473 (53769,61177) 53041 (47400,58682) 57292 (-1014508,1129093) 57324 (53613,61035) 28857 (-25329,83043)
5/24/2020 57092 57781 (-517146,632708) 57840 (53564,62116) 53026 (47082,58971) 57623 (-1235900,1351146) 57659 (53375,61944) 29058 (-25213,83329)
5/25/2020 57342 58115 (-619197,735426) 58210 (53337,63084) 53012 (46766,59257) 57954 (-1470662,1586570) 57994 (53110,62878) 29248 (-25102,83599)
5/26/2020 57455 58446 (-726228,843119) 58584 (53087,64080) 52997 (46486,59509) 58285 (-1718107,1834677) 58329 (52821,63838) 29431 (-24973,83834)
5/27/2020 57592 58774 (-837922,955469) 58960 (52817,65103) 52982 (46224,59740) 58616 (-1977649,2094881) 58664 (52507,64821) 29588 (-24856,84032)
5/28/2020 57849 59099 (-954000,1072198) 59340 (52526,66153) 52967 (45952,59981) 58947 (-2248711,2366604) 58999 (52170,65828) 29753 (-24739,84246)
5/29/2020 58061 59422 (-1074216,1193060) 59722 (52217,67228) 52951 (45682,60221) 59278 (-2530822,2649377) 59334 (51811,66857) 29946 (-24591,84482)
5/30/2020 58186 59742 (-1198349,1317834) 60108 (51888,68327) 52936 (45427,60446) 59608 (-2823552,2942768) 59669 (51429,67908) 30155 (-24408,84718)
5/31/2020 58381 60060 (-1326201,1446322) 60496 (51541,69451) 52922 (45175,60669) 59939 (-3126528,3246406) 60004 (51027,68981) 30347 (-24240,84935)
6/1/2020 58517 60375 (-1457591,1578342) 60888 (51177,70599) 52908 (44933,60883) 60269 (-3439401,3559940) 60339 (50604,70074) 30533 (-24070,85136)
6/2/2020 58615 60688 (-1592354,1713729) 61282 (50796,71769) 52894 (44705,61082) 60600 (-3761888,3883088) 60674 (50161,71187) 30717 (-23890,85324)

Table A.19 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Belize.

Table A.20.

Actual and Predicted Cases with 95% Confidence Intervals for Belize using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 18 6 (-17,29) 18 (18,18) 18 (18,19) 22 (15,29) 18 (18,18) 18 (18,18) 18 (18,18)
5/17/2020 18 6 (-17,29) 18 (18,18) 19 (18,19) 22 (15,29) 18 (18,18) 18 (18,18) 18 (18,18)
5/18/2020 18 6 (-17,29) 18 (18,18) 19 (18,20) 22 (15,30) 18 (18,18) 18 (18,18) 18 (18,18)
5/19/2020 18 6 (-17,29) 18 (18,18) 19 (18,20) 22 (15,30) 18 (18,18) 18 (18,18) 18 (18,18)
5/20/2020 18 6 (-17,29) 18 (18,18) 19 (18,21) 22 (15,30) 18 (18,18) 18 (18,18) 18 (18,18)
5/21/2020 18 6 (-17,29) 18 (18,18) 19 (18,21) 23 (14,31) 18 (18,18) 18 (18,18) 18 (18,18)
5/22/2020 18 6 (-17,29) 18 (18,18) 20 (18,22) 23 (14,31) 18 (18,18) 18 (18,18) 18 (18,18)
5/23/2020 18 6 (-17,29) 18 (18,18) 20 (18,22) 23 (14,31) 18 (18,18) 18 (18,18) 18 (18,18)
5/24/2020 18 6 (-17,29) 18 (18,18) 20 (18,22) 23 (14,32) 18 (18,18) 18 (18,18) 18 (18,18)
5/25/2020 18 6 (-17,29) 18 (18,18) 20 (17,23) 23 (14,32) 18 (18,18) 18 (18,18) 18 (18,18)
5/26/2020 18 6 (-17,29) 18 (18,18) 20 (17,23) 23 (14,32) 18 (18,18) 18 (18,18) 18 (18,18)
5/27/2020 18 6 (-17,29) 18 (18,18) 21 (17,24) 23 (14,32) 18 (18,18) 18 (18,18) 18 (18,18)
5/28/2020 18 6 (-17,29) 18 (18,18) 21 (17,24) 23 (14,33) 18 (18,18) 18 (18,18) 18 (18,18)
5/29/2020 18 6 (-17,29) 18 (18,18) 21 (17,25) 24 (14,33) 18 (18,18) 18 (18,18) 18 (18,18)
5/30/2020 18 6 (-17,29) 18 (18,18) 21 (17,25) 24 (14,33) 18 (18,18) 18 (18,18) 18 (18,18)
5/31/2020 18 6 (-17,29) 18 (18,18) 21 (17,26) 24 (14,33) 18 (18,18) 18 (18,18) 18 (18,18)
6/1/2020 18 6 (-17,29) 18 (18,18) 22 (17,26) 24 (14,33) 18 (18,18) 18 (18,18) 18 (18,18)
6/2/2020 18 6 (-17,29) 18 (18,18) 22 (17,26) 24 (14,34) 18 (18,18) 18 (18,18) 18 (18,18)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 18 18 (18,18) 18 (17,19) 18 (18,19) 18 (18,18) 18 (17,19) 9 (-8,27)
5/17/2020 18 18 (18,18) 18 (17,20) 18 (18,19) 18 (18,18) 18 (16,20) 9 (-8,27)
5/18/2020 18 18 (18,18) 18 (16,20) 18 (18,19) 18 (18,19) 18 (16,20) 9 (-8,27)
5/19/2020 18 18 (18,18) 19 (16,21) 18 (18,19) 18 (18,19) 18 (15,21) 9 (-8,27)
5/20/2020 18 18 (18,18) 19 (16,22) 18 (18,19) 18 (18,19) 18 (13,23) 9 (-8,27)
5/21/2020 18 18 (18,18) 19 (15,23) 18 (18,19) 18 (18,19) 18 (12,24) 9 (-8,27)
5/22/2020 18 18 (18,18) 19 (15,24) 18 (18,19) 18 (18,19) 18 (11,25) 10 (-7,27)
5/23/2020 18 18 (18,18) 19 (15,24) 18 (18,19) 18 (18,19) 18 (10,26) 10 (-7,27)
5/24/2020 18 18 (18,18) 20 (14,25) 18 (18,19) 18 (18,19) 18 (8,28) 10 (-7,27)
5/25/2020 18 18 (18,18) 20 (14,26) 18 (18,19) 19 (18,19) 18 (7,29) 10 (-7,27)
5/26/2020 18 18 (18,18) 20 (14,27) 18 (18,19) 18 (18,19) 18 (5,31) 10 (-6,27)
5/27/2020 18 18 (18,18) 21 (14,28) 18 (18,19) 18 (18,19) 18 (3,33) 10 (-6,27)
5/28/2020 18 18 (18,18) 21 (13,28) 18 (18,19) 18 (18,19) 18 (1,35) 10 (-6,27)
5/29/2020 18 18 (18,18) 21 (13,29) 18 (18,19) 18 (18,19) 18 (0,36) 11 (-6,27)
5/30/2020 18 18 (18,18) 22 (13,30) 18 (18,19) 18 (18,19) 18 (-2,38) 11 (-5,27)
5/31/2020 18 18 (18,18) 22 (13,30) 18 (18,19) 18 (18,19) 18 (-4,40) 11 (-5,27)
6/1/2020 18 18 (18,18) 22 (13,31) 18 (18,19) 19 (18,19) 18 (-6,42) 11 (-5,27)
6/2/2020 18 18 (18,18) 22 (13,32) 18 (18,19) 18 (18,19) 18 (-8,44) 11 (-4,27)

Table A.20 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Benin.

Table A.21.

Actual and Predicted Cases with 95% Confidence Intervals for Benin using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 339 39 (-550,627) 339 (339,339) 133 (-270,537) 330 (313,348) 64 (-475,603) 339 (339,339) 357 (322,392)
5/17/2020 339 39 (-550,627) 339 (339,339) 135 (-267,537) 346 (330,361) 64 (-475,603) 339 (339,339) 371 (258,484)
5/18/2020 339 39 (-550,627) 339 (339,339) 136 (-264,537) 362 (333,391) 64 (-475,603) 339 (339,339) 385 (167,603)
5/19/2020 130 39 (-479,556) 339 (-71,749) 138 (-209,485) 379 (134,624) 64 (-407,535) 339 (339,339) 399 (56,742)
5/20/2020 130 39 (-431,509) 339 (-71,749) 140 (-170,450) 396 (76,716) 64 (-361,489) 339 (339,339) 413 (-73,899)
5/21/2020 135 39 (-397,474) 339 (-61,739) 141 (-142,424) 413 (46,781) 64 (-329,457) 339 (339,339) 427 (-217,1071)
5/22/2020 135 39 (-371,448) 339 (-61,739) 143 (-119,405) 432 (27,836) 64 (-303,431) 339 (339,339) 441 (-375,1257)
5/23/2020 135 39 (-350,428) 339 (-61,739) 144 (-101,390) 450 (13,887) 64 (-283,411) 339 (339,339) 455 (-547,1457)
5/24/2020 191 39 (-342,419) 339 (49,629) 146 (-87,379) 469 (19,920) 64 (-273,401) 339 (339,339) 469 (-731,1669)
5/25/2020 191 39 (-334,411) 339 (49,629) 148 (-75,371) 489 (23,954) 64 (-266,394) 339 (339,339) 483 (-926,1892)
5/26/2020 208 39 (-331,408) 339 (82,596) 149 (-66,365) 509 (31,987) 64 (-262,390) 339 (339,339) 497 (-1132,2126)
5/27/2020 210 39 (-328,405) 339 (86,592) 151 (-58,360) 529 (37,1021) 64 (-259,387) 339 (339,339) 511 (-1348,2370)
5/28/2020 210 39 (-326,403) 339 (86,592) 152 (-51,356) 550 (43,1058) 64 (-256,384) 339 (339,339) 525 (-1575,2625)
5/29/2020 224 39 (-326,403) 339 (114,564) 154 (-45,353) 572 (50,1094) 64 (-255,383) 339 (339,339) 539 (-1811,2889)
5/30/2020 224 39 (-326,403) 339 (114,564) 156 (-40,351) 594 (56,1132) 64 (-255,383) 339 (339,339) 553 (-2056,3162)
5/31/2020 232 39 (-327,404) 339 (129,549) 157 (-35,350) 617 (63,1171) 64 (-256,384) 339 (339,339) 567 (-2310,3444)
6/1/2020 243 39 (-329,406) 339 (151,527) 159 (-32,350) 640 (70,1210) 64 (-258,386) 339 (339,339) 581 (-2572,3734)
6/2/2020 244 39 (-331,408) 339 (153,525) 161 (-29,350) 664 (77,1251) 64 (-259,387) 339 (339,339) 595 (-2843,4033)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 339 347 (331,364) 346 (326,365) 304 (234,373) 330 (313,347) 346 (326,365) 175 (-147,497)
5/17/2020 339 353 (320,386) 359 (324,394) 309 (244,373) 330 (310,350) 359 (323,394) 182 (-134,497)
5/18/2020 339 358 (305,411) 372 (327,418) 314 (254,374) 329 (307,351) 372 (324,419) 186 (-124,496)
5/19/2020 130 363 (288,438) 386 (330,442) 318 (127,509) 327 (291,364) 385 (326,443) 193 (-83,468)
5/20/2020 130 367 (268,465) 400 (334,465) 321 (82,561) 325 (256,395) 398 (328,467) 180 (-70,431)
5/21/2020 135 370 (247,493) 413 (339,487) 325 (59,591) 328 (257,399) 411 (331,491) 187 (-45,420)
5/22/2020 135 373 (226,521) 427 (345,510) 328 (43,613) 333 (244,422) 424 (333,514) 195 (-25,415)
5/23/2020 135 376 (204,548) 441 (350,532) 331 (32,630) 326 (223,429) 437 (336,537) 221 (7,436)
5/24/2020 191 379 (182,575) 455 (356,555) 334 (37,631) 327 (218,436) 449 (338,561) 229 (25,432)
5/25/2020 191 381 (160,602) 470 (362,577) 337 (41,632) 327 (211,442) 462 (340,585) 246 (50,442)
5/26/2020 208 383 (138,628) 484 (368,600) 339 (46,632) 326 (200,452) 475 (342,608) 253 (64,442)
5/27/2020 210 384 (116,653) 499 (374,623) 341 (51,631) 324 (179,470) 488 (344,632) 263 (80,446)
5/28/2020 210 386 (94,678) 513 (381,646) 343 (55,631) 328 (180,475) 501 (346,656) 260 (82,438)
5/29/2020 224 387 (73,702) 528 (387,669) 345 (60,629) 333 (177,488) 514 (348,681) 267 (94,440)
5/30/2020 224 388 (52,725) 543 (394,693) 347 (65,628) 326 (161,490) 527 (349,705) 274 (105,443)
5/31/2020 232 389 (31,748) 558 (400,716) 348 (70,627) 327 (158,496) 540 (351,730) 282 (116,447)
6/1/2020 243 390 (10,771) 574 (407,740) 350 (75,625) 326 (153,500) 553 (352,754) 291 (128,453)
6/2/2020 244 391 (-10,792) 589 (414,764) 351 (79,623) 326 (145,507) 566 (353,779) 298 (138,457)

Table A.21 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Bhutan.

Table A.22.

Actual and Predicted Cases with 95% Confidence Intervals for Bhutan using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 21 3 (-32,38) 21 (21,21) 9 (-15,33) 13 (-3,29) 7 (-20,34) 21 (21,21) 23 (19,27)
5/17/2020 21 3 (-32,38) 21 (21,21) 9 (-15,33) 13 (-2,29) 7 (-20,34) 21 (21,21) 25 (19,31)
5/18/2020 21 3 (-32,38) 21 (21,21) 9 (-14,33) 14 (-2,29) 7 (-20,34) 21 (21,21) 27 (19,35)
5/19/2020 21 3 (-32,38) 21 (21,21) 9 (-14,33) 14 (-1,29) 7 (-20,34) 21 (21,21) 29 (18,39)
5/20/2020 21 3 (-32,38) 21 (21,21) 9 (-14,33) 14 (0,29) 7 (-20,34) 21 (21,21) 31 (18,44)
5/21/2020 21 3 (-32,38) 21 (21,21) 9 (-14,33) 15 (0,29) 7 (-20,34) 21 (21,21) 33 (17,49)
5/22/2020 21 3 (-32,38) 21 (21,21) 10 (-14,33) 15 (1,29) 7 (-20,34) 21 (21,21) 35 (16,54)
5/23/2020 24 3 (-33,39) 21 (15,27) 10 (-14,33) 15 (1,30) 7 (-21,35) 21 (21,21) 37 (14,59)
5/24/2020 24 3 (-33,40) 21 (15,27) 10 (-15,34) 16 (1,30) 7 (-22,36) 21 (21,21) 39 (13,65)
5/25/2020 27 3 (-34,41) 21 (9,33) 10 (-16,35) 16 (1,31) 7 (-23,37) 21 (21,21) 41 (11,70)
5/26/2020 27 3 (-35,42) 21 (9,33) 10 (-16,36) 17 (1,32) 7 (-24,38) 21 (21,21) 43 (9,76)
5/27/2020 28 3 (-36,43) 21 (7,35) 10 (-17,37) 17 (1,33) 7 (-25,39) 21 (21,21) 45 (8,82)
5/28/2020 31 3 (-38,44) 21 (1,41) 10 (-18,39) 17 (0,35) 7 (-26,40) 21 (21,21) 47 (5,88)
5/29/2020 31 3 (-39,45) 21 (1,41) 10 (-19,40) 18 (0,36) 7 (-28,42) 21 (21,21) 49 (3,94)
5/30/2020 33 3 (-40,46) 21 (-3,45) 10 (-20,41) 18 (-1,37) 7 (-29,43) 21 (21,21) 50 (1,100)
5/31/2020 43 3 (-43,49) 21 (-22,64) 10 (-23,44) 19 (-3,41) 7 (-32,46) 21 (21,21) 52 (-2,106)
6/1/2020 43 3 (-46,52) 21 (-22,64) 11 (-26,47) 19 (-5,43) 7 (-34,48) 21 (21,21) 54 (-4,113)
6/2/2020 47 3 (-48,55) 21 (-30,72) 11 (-28,50) 19 (-7,46) 7 (-37,51) 21 (21,21) 56 (-7,120)



Predicted Cases (95% Confidence Interval
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 21 23 (19,27) 12 (8,17) 25 (17,32) 23 (20,25) 11 (6,16) 8 (-17,33)
5/17/2020 21 25 (19,31) 3 (-3,9) 31 (16,47) 23 (18,29) 0 (-7,7) 3 (-28,34)
5/18/2020 21 27 (19,35) 3 (-3,9) 42 (15,70) 24 (15,34) 0 (-7,7) 2 (-32,35)
5/19/2020 21 29 (18,39) 3 (-3,9) 62 (15,109) 25 (12,38) 0 (-7,7) 2 (-33,36)
5/20/2020 21 31 (18,44) 3 (-3,9) 103 (20,186) 26 (9,42) 0 (-7,7) 2 (-34,37)
5/21/2020 21 33 (17,49) 3 (-3,9) 204 (39,368) 26 (6,47) 0 (-7,7) 2 (-34,37)
5/22/2020 21 35 (16,54) 3 (-3,9) 470 (104,836) 26 (3,50) 0 (-7,7) 2 (-35,38)
5/23/2020 24 37 (14,59) 3 (-3,9) 1126 (289,1963) 27 (0,53) 0 (-7,7) 2 (-36,39)
5/24/2020 24 39 (13,65) 3 (-3,9) 2692 (779,4606) 27 (-3,56) 0 (-7,7) 2 (-36,40)
5/25/2020 27 41 (11,70) 3 (-3,9) 6444 (2072,10816) 27 (-5,59) 0 (-7,7) 2 (-37,41)
5/26/2020 27 43 (9,76) 3 (-3,9) 15458 (5431,25485) 27 (-8,62) 0 (-7,7) 3 (-37,43)
5/27/2020 28 45 (8,82) 3 (-3,9) 37098 (14031,60165) 27 (-10,65) 0 (-7,7) 2 (-39,43)
5/28/2020 31 47 (5,88) 3 (-3,9) 89050 (35825,142274) 28 (-13,68) 0 (-7,7) 2 (-40,45)
5/29/2020 31 49 (3,94) 3 (-3,9) 213881 (90677,337086) 27 (-16,70) 0 (-7,7) 2 (-41,46)
5/30/2020 33 50 (1,100) 3 (-3,9) 513751 (227822,799680) 27 (-18,73) 0 (-7,7) 2 (-42,47)
5/31/2020 43 52 (-2,106) 3 (-3,9) 1233912 (568944,1898879) 27 (-20,75) 0 (-7,7) 2 (-45,50)
6/1/2020 43 54 (-4,113) 3 (-3,9) 2962762 (1413657,4511867) 28 (-22,77) 0 (-7,7) 4 (-46,54)
6/2/2020 47 56 (-7,120) 3 (-3,9) 7114326 (3499310,10729341) 28 (-24,79) 0 (-7,7) 4 (-49,56)

Table A.22 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Bolivia.

Table A.23.

Actual and Predicted Cases with 95% Confidence Intervals for Bolivia using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 3826 438 (-6202,7078) 3577 (3089,4065) 1501 (-3056,6058) 3472 (2777,4166) 2964 (1274,4654) 3577 (3577,3577) 3749 (3412,4086)
5/17/2020 4088 438 (-6464,7340) 3577 (2575,4579) 1519 (-3283,6321) 3627 (2822,4433) 2964 (1001,4927) 3577 (3577,3577) 3930 (-6114,13974)
5/18/2020 4263 438 (-6668,7544) 3577 (2232,4922) 1537 (-3452,6526) 3788 (2938,4637) 2964 (789,5139) 3577 (3577,3577) 4111 (-18097,26319)
5/19/2020 4481 438 (-6881,7757) 3577 (1805,5349) 1555 (-3631,6741) 3952 (3052,4852) 3577 (1496,5658) 3577 (3577,3577) 4292 (-32693,41277)
5/20/2020 4919 438 (-7196,8072) 3577 (947,6207) 1573 (-3915,7061) 4121 (3055,5188) 3577 (1375,5779) 3577 (3577,3577) 4473 (-49525,58471)
5/21/2020 5187 438 (-7500,8376) 3577 (421,6733) 1591 (-4186,7368) 4295 (3087,5502) 3577 (1189,5965) 3577 (3577,3577) 4654 (-68337,77645)
5/22/2020 5579 438 (-7839,8715) 3577 (-347,7501) 1609 (-4495,7713) 4473 (3087,5859) 3577 (915,6239) 3577 (3577,3577) 4835 (-88945,98614)
5/23/2020 5915 438 (-8185,9061) 3577 (-1005,8159) 1627 (-4810,8064) 4655 (3092,6218) 3577 (606,6548) 3577 (3577,3577) 5016 (-111205,121236)
5/24/2020 6263 438 (-8538,9414) 3577 (-1688,8842) 1645 (-5132,8422) 4843 (3101,6584) 3577 (272,6882) 3577 (3577,3577) 5197 (-135004,145398)
5/25/2020 6660 438 (-8910,9786) 3577 (-2466,9620) 1663 (-5474,8799) 5035 (3100,6970) 3577 (-95,7249) 3577 (3577,3577) 5378 (-160251,171007)
5/26/2020 7136 438 (-9314,10191) 3577 (-3399,10553) 1681 (-5848,9210) 5231 (3070,7393) 3577 (-507,7661) 3577 (3577,3577) 5559 (-186868,197985)
5/27/2020 7768 438 (-9779,10655) 3577 (-4637,11791) 1699 (-6286,9684) 5433 (2978,7888) 3577 (-996,8150) 3577 (3577,3577) 5740 (-214787,226266)
5/28/2020 8387 438 (-10287,11163) 3577 (-5851,13005) 1717 (-6768,10202) 5639 (2847,8431) 3577 (-1536,8690) 3577 (3577,3577) 5921 (-243951,255793)
5/29/2020 8731 438 (-10773,11649) 3577 (-6525,13679) 1735 (-7225,10695) 5851 (2766,8935) 3577 (-2041,9195) 3577 (3577,3577) 6102 (-274310,286513)
5/30/2020 9592 438 (-11342,12218) 3577 (-8212,15366) 1753 (-7769,11275) 6067 (2594,9540) 3577 (-2646,9800) 3577 (3577,3577) 6283 (-305819,318384)
5/31/2020 9982 438 (-11889,12765) 3577 (-8977,16131) 1771 (-8288,11831) 6289 (2470,10107) 3577 (-3217,10371) 3577 (3577,3577) 6464 (-338436,351364)
6/1/2020 10531 438 (-12448,13324) 3577 (-10053,17207) 1789 (-8818,12396) 6515 (2347,10683) 3577 (-3796,10950) 3577 (3577,3577) 6645 (-372128,385417)
6/2/2020 10991 438 (-13000,13876) 3577 (-10954,18108) 1807 (-9340,12954) 6747 (2247,11247) 3577 (-4365,11519) 3577 (3577,3577) 6826 (-406859,420510)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 3826 3749 (3412,4086) 3774 (3723,3826) 3604 (3170,4039) 3781 (3381,4181) 3808 (3762,3854) 1993 (-1601,5586)
5/17/2020 4088 3930 (-6114,13974) 3979 (3898,4059) 3798 (3291,4304) 3977 (-23363,31317) 4046 (3983,4110) 2106 (-1636,5848)
5/18/2020 4263 4111 (-18097,26319) 4184 (4075,4293) 3994 (3480,4507) 4180 (-57470,65831) 4292 (4212,4372) 2215 (-1619,6050)
5/19/2020 4481 4292 (-32693,41277) 4391 (4249,4533) 4193 (3667,4720) 4371 (-97781,106523) 4546 (4449,4643) 2313 (-1629,6255)
5/20/2020 4919 4473 (-49525,58471) 4600 (4422,4777) 4398 (3743,5054) 4562 (-143882,153006) 4806 (4690,4922) 2412 (-1743,6567)
5/21/2020 5187 4654 (-68337,77645) 4810 (4596,5025) 4610 (3855,5366) 4768 (-196591,206127) 5074 (4936,5211) 2549 (-1792,6889)
5/22/2020 5579 4835 (-88945,98614) 5023 (4768,5277) 4830 (3937,5723) 4968 (-254463,264400) 5348 (5185,5511) 2671 (-1889,7231)
5/23/2020 5915 5016 (-111205,121236) 5237 (4940,5533) 5059 (4035,6084) 5174 (-317519,327868) 5628 (5436,5820) 2808 (-1970,7586)
5/24/2020 6263 5197 (-135004,145398) 5453 (5112,5793) 5298 (4144,6451) 5371 (-384559,395300) 5914 (5688,6140) 2898 (-2115,7910)
5/25/2020 6660 5378 (-160251,171007) 5670 (5284,6057) 5547 (4253,6841) 5574 (-455903,467050) 6206 (5942,6470) 3020 (-2243,8284)
5/26/2020 7136 5559 (-186868,197985) 5890 (5456,6324) 5808 (4347,7270) 5764 (-530420,541948) 6503 (6196,6811) 3130 (-2418,8679)
5/27/2020 7768 5740 (-214787,226266) 6111 (5628,6595) 6082 (4388,7776) 5955 (-608089,619999) 6806 (6450,7162) 3266 (-2626,9157)
5/28/2020 8387 5921 (-243951,255793) 6334 (5800,6869) 6369 (4407,8332) 6161 (-689810,702132) 7114 (6704,7523) 3427 (-2843,9697)
5/29/2020 8731 6102 (-274310,286513) 6559 (5972,7147) 6670 (4493,8848) 6362 (-774982,787705) 7427 (6958,7895) 3579 (-3039,10196)
5/30/2020 9592 6283 (-305819,318384) 6786 (6144,7428) 6987 (4504,9469) 6567 (-863799,876934) 7744 (7211,8277) 3668 (-3392,10729)
5/31/2020 9982 6464 (-338436,351364) 7015 (6316,7713) 7320 (4585,10055) 6764 (-955527,969055) 8066 (7462,8669) 3823 (-3650,11296)
6/1/2020 10531 6645 (-372128,385417) 7245 (6489,8001) 7672 (4691,10653) 6967 (-1050468,1064402) 8392 (7713,9070) 3898 (-4008,11803)
6/2/2020 10991 6826 (-406859,420510) 7477 (6662,8293) 8043 (4842,11245) 7157 (-1147826,1162140) 8722 (7962,9482) 4049 (-4277,12375)

Table A.23 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Bosnia and Herzegovina.

Table A.24.

Actual and Predicted Cases with 95% Confidence Intervals for Bosnia and Herzegovina using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 2267 581 (-2724,3886) 2236 (2175,2297) 1778 (818,2737) 2575 (1971,3179) 2236 (2175,2297) 2236 (2236,2236) 2266 (2207,2325)
5/17/2020 2290 581 (-2746,3908) 2236 (2130,2342) 1798 (836,2760) 2635 (1994,3276) 2236 (2150,2322) 2236 (2236,2236) 2294 (1979,2609)
5/18/2020 2304 581 (-2763,3925) 2236 (2103,2369) 1818 (859,2777) 2696 (2010,3383) 2236 (2132,2340) 2236 (2236,2236) 2322 (1669,2975)
5/19/2020 2321 581 (-2780,3942) 2236 (2069,2403) 1838 (883,2794) 2758 (2025,3490) 2236 (2113,2359) 2236 (2236,2236) 2350 (1291,3409)
5/20/2020 2338 581 (-2797,3958) 2236 (2036,2436) 1859 (906,2811) 2820 (2040,3600) 2236 (2094,2378) 2236 (2236,2236) 2378 (853,3902)
5/21/2020 2350 581 (-2812,3974) 2236 (2013,2459) 1879 (931,2827) 2883 (2053,3713) 2236 (2078,2394) 2236 (2236,2236) 2406 (363,4448)
5/22/2020 2372 581 (-2829,3991) 2236 (1969,2503) 1899 (955,2844) 2947 (2068,3825) 2236 (2058,2414) 2236 (2236,2236) 2433 (-174,5041)
5/23/2020 2391 581 (-2846,4008) 2236 (1932,2540) 1920 (977,2862) 3011 (2084,3938) 2236 (2038,2434) 2236 (2236,2236) 2461 (-755,5678)
5/24/2020 2401 581 (-2862,4024) 2236 (1913,2559) 1940 (1002,2878) 3076 (2097,4055) 2236 (2020,2452) 2236 (2236,2236) 2489 (-1378,6356)
5/25/2020 2406 581 (-2876,4038) 2236 (1903,2569) 1960 (1028,2892) 3142 (2107,4176) 2236 (2006,2466) 2236 (2236,2236) 2517 (-2038,7073)
5/26/2020 2416 581 (-2889,4051) 2236 (1883,2589) 1980 (1055,2905) 3208 (2116,4300) 2236 (1992,2480) 2236 (2236,2236) 2545 (-2736,7826)
5/27/2020 2435 581 (-2903,4065) 2236 (1846,2626) 2001 (1082,2920) 3275 (2127,4423) 2236 (1977,2495) 2236 (2236,2236) 2573 (-3468,8614)
5/28/2020 2462 581 (-2919,4081) 2236 (1793,2679) 2021 (1106,2936) 3343 (2140,4545) 2236 (1958,2514) 2236 (2236,2236) 2601 (-4233,9435)
5/29/2020 2485 581 (-2936,4098) 2236 (1748,2724) 2041 (1129,2953) 3411 (2155,4667) 2236 (1938,2534) 2236 (2236,2236) 2629 (-5030,10288)
5/30/2020 2494 581 (-2952,4114) 2236 (1730,2742) 2061 (1154,2969) 3480 (2168,4792) 2236 (1920,2552) 2236 (2236,2236) 2657 (-5858,11172)
5/31/2020 2510 581 (-2968,4130) 2236 (1699,2773) 2082 (1178,2985) 3550 (2181,4919) 2236 (1902,2570) 2236 (2236,2236) 2685 (-6716,12085)
6/1/2020 2524 581 (-2984,4146) 2236 (1672,2800) 2102 (1203,3001) 3620 (2194,5047) 2236 (1884,2588) 2236 (2236,2236) 2713 (-7602,13027)
6/2/2020 2535 581 (-2999,4161) 2236 (1650,2822) 2122 (1228,3017) 3691 (2205,5177) 2236 (1867,2605) 2236 (2236,2236) 2740 (-8516,13997)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 2267 2265 (2208,2323) 2257 (2231,2284) 2210 (2097,2322) 2261 (2212,2309) 2257 (2231,2284) 1142 (-1064,3347)
5/17/2020 2290 2293 (1989,2597) 2291 (2252,2329) 2227 (2108,2345) 2282 (1901,2663) 2289 (2250,2328) 1160 (-1051,3370)
5/18/2020 2304 2320 (1691,2949) 2306 (2253,2360) 2243 (2124,2362) 2302 (1508,3096) 2305 (2251,2359) 1165 (-1052,3383)
5/19/2020 2321 2347 (1329,3366) 2341 (2269,2414) 2258 (2138,2378) 2324 (1009,3640) 2338 (2265,2411) 1182 (-1039,3403)
5/20/2020 2338 2374 (911,3838) 2359 (2269,2449) 2273 (2151,2394) 2346 (427,4265) 2355 (2264,2445) 1189 (-1039,3416)
5/21/2020 2350 2402 (443,4360) 2392 (2281,2503) 2287 (2165,2409) 2374 (-293,5041) 2385 (2273,2497) 1204 (-1027,3435)
5/22/2020 2372 2429 (-69,4926) 2413 (2281,2544) 2301 (2176,2425) 2395 (-1048,5838) 2405 (2272,2538) 1214 (-1023,3450)
5/23/2020 2391 2455 (-622,5533) 2443 (2288,2598) 2314 (2185,2442) 2417 (-1858,6692) 2433 (2277,2590) 1230 (-1011,3471)
5/24/2020 2401 2482 (-1213,6178) 2467 (2289,2645) 2327 (2196,2457) 2437 (-2703,7577) 2455 (2275,2635) 1242 (-1003,3487)
5/25/2020 2406 2509 (-1840,6858) 2496 (2292,2699) 2339 (2209,2470) 2455 (-3571,8482) 2481 (2276,2687) 1257 (-989,3502)
5/26/2020 2416 2536 (-2500,7571) 2521 (2292,2750) 2352 (2221,2482) 2476 (-4481,9433) 2504 (2272,2736) 1266 (-980,3513)
5/27/2020 2435 2562 (-3191,8316) 2550 (2294,2806) 2363 (2233,2494) 2496 (-5430,10422) 2530 (2270,2789) 1279 (-969,3527)
5/28/2020 2462 2589 (-3913,9091) 2577 (2292,2861) 2375 (2241,2510) 2523 (-6461,11507) 2553 (2266,2841) 1294 (-957,3545)
5/29/2020 2485 2615 (-4664,9895) 2605 (2292,2918) 2387 (2247,2526) 2542 (-7520,12604) 2578 (2261,2895) 1312 (-943,3566)
5/30/2020 2494 2642 (-5442,10726) 2633 (2290,2975) 2398 (2255,2541) 2563 (-8613,13738) 2602 (2255,2949) 1328 (-929,3584)
5/31/2020 2510 2668 (-6247,11583) 2661 (2288,3035) 2409 (2261,2556) 2581 (-9728,14890) 2627 (2249,3005) 1340 (-918,3599)
6/1/2020 2524 2694 (-7077,12466) 2689 (2284,3094) 2419 (2268,2571) 2598 (-10855,16052) 2651 (2241,3061) 1353 (-908,3614)
6/2/2020 2535 2721 (-7932,13373) 2718 (2281,3156) 2430 (2275,2585) 2617 (-12007,17242) 2676 (2233,3119) 1366 (-897,3628)

Table A.24 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Botswana.

Table A.25.

Actual and Predicted Cases with 95% Confidence Intervals for Botswana using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 24 7 (-27,40) 24 (24,24) 21 (17,26) 30 (18,42) 24 (24,24) 24 (24,24) 24 (24,24)
5/17/2020 25 7 (-28,41) 24 (22,26) 22 (16,27) 31 (19,42) 24 (23,25) 24 (24,24) 24 (24,25)
5/18/2020 25 7 (-28,42) 24 (22,26) 22 (16,28) 31 (19,43) 24 (22,26) 24 (24,24) 24 (24,25)
5/19/2020 25 7 (-28,42) 24 (22,26) 22 (17,28) 32 (20,44) 24 (22,26) 24 (24,24) 24 (24,25)
5/20/2020 25 7 (-28,42) 24 (22,26) 22 (17,28) 33 (20,45) 24 (22,26) 24 (24,24) 25 (24,25)
5/21/2020 29 7 (-30,43) 24 (14,34) 23 (16,30) 33 (21,45) 24 (20,28) 24 (24,24) 25 (24,25)
5/22/2020 30 7 (-31,45) 24 (12,36) 23 (15,31) 34 (22,45) 24 (18,30) 24 (24,24) 25 (24,25)
5/23/2020 30 7 (-32,46) 24 (12,36) 23 (14,32) 34 (23,46) 24 (17,31) 24 (24,24) 25 (24,25)
5/24/2020 35 7 (-34,48) 24 (2,46) 23 (12,35) 35 (24,46) 24 (14,34) 24 (24,24) 25 (24,26)
5/25/2020 35 7 (-36,50) 24 (2,46) 24 (11,37) 36 (26,46) 24 (13,35) 24 (24,24) 25 (24,26)
5/26/2020 35 7 (-37,51) 24 (2,46) 24 (10,38) 36 (27,46) 24 (11,37) 24 (24,24) 25 (24,26)
5/27/2020 35 7 (-38,52) 24 (2,46) 24 (10,39) 37 (28,46) 24 (10,38) 24 (24,24) 25 (24,26)
5/28/2020 35 7 (-39,53) 24 (2,46) 24 (9,40) 38 (29,47) 24 (10,38) 24 (24,24) 25 (24,26)
5/29/2020 35 7 (-40,53) 24 (2,46) 25 (9,40) 38 (29,47) 24 (9,39) 24 (24,24) 25 (25,26)
5/30/2020 35 7 (-40,54) 24 (2,46) 25 (9,41) 39 (30,48) 24 (8,40) 24 (24,24) 26 (25,26)
5/31/2020 35 7 (-41,55) 24 (2,46) 25 (9,41) 40 (31,48) 24 (8,40) 24 (24,24) 26 (25,27)
6/1/2020 38 7 (-42,55) 24 (-3,51) 25 (9,42) 40 (32,49) 24 (7,41) 24 (24,24) 26 (25,27)
6/2/2020 40 7 (-43,57) 24 (-7,55) 26 (8,43) 41 (32,49) 24 (6,42) 24 (24,24) 26 (25,27)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 24 24 (24,24) 25 (23,26) 24 (24,24) 24 (24,24) 24 (22,26) 12 (-11,35)
5/17/2020 25 24 (24,24) 25 (23,27) 24 (23,25) 24 (24,25) 24 (22,27) 13 (-11,36)
5/18/2020 25 24 (24,24) 26 (23,28) 24 (23,26) 24 (24,25) 25 (22,28) 13 (-11,37)
5/19/2020 25 24 (24,25) 26 (23,29) 24 (23,26) 24 (24,25) 25 (21,28) 13 (-10,37)
5/20/2020 25 24 (24,25) 27 (23,30) 24 (23,26) 24 (24,25) 25 (21,29) 13 (-10,37)
5/21/2020 29 24 (24,25) 27 (23,31) 24 (20,28) 25 (24,25) 25 (20,30) 14 (-11,38)
5/22/2020 30 24 (24,25) 28 (23,32) 24 (19,30) 25 (24,25) 25 (20,31) 14 (-11,40)
5/23/2020 30 24 (24,25) 28 (23,33) 24 (18,31) 25 (24,25) 25 (20,31) 15 (-11,41)
5/24/2020 35 24 (24,25) 29 (24,34) 24 (15,34) 25 (24,25) 26 (19,32) 15 (-13,43)
5/25/2020 35 24 (24,25) 29 (24,34) 24 (13,35) 25 (24,26) 26 (19,33) 16 (-13,45)
5/26/2020 35 24 (24,25) 30 (24,35) 24 (12,37) 25 (24,26) 26 (18,34) 16 (-14,46)
5/27/2020 35 25 (24,25) 30 (24,36) 24 (11,38) 25 (24,26) 26 (18,34) 16 (-15,47)
5/28/2020 35 25 (24,25) 31 (25,37) 24 (11,38) 25 (25,26) 26 (17,35) 15 (-16,47)
5/29/2020 35 25 (24,25) 31 (25,38) 24 (10,39) 25 (24,26) 26 (17,36) 16 (-16,47)
5/30/2020 35 25 (24,25) 32 (25,38) 25 (10,39) 25 (24,26) 27 (17,37) 16 (-16,48)
5/31/2020 35 25 (24,25) 32 (26,39) 25 (9,40) 25 (25,26) 27 (16,38) 16 (-16,49)
6/1/2020 38 25 (24,25) 33 (26,40) 25 (8,41) 25 (25,26) 27 (16,38) 16 (-17,50)
6/2/2020 40 25 (24,25) 34 (27,41) 25 (7,42) 25 (25,26) 27 (15,39) 17 (-17,51)

Table A.25 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Brazil.

Table A.26.

Actual and Predicted Cases with 95% Confidence Intervals for Brazil using the Time Series Models.



Predicted Cases (95% Confidence Interval)


Date Actual Cases SA SMA LT QT ST
5/16/2020 233511 28611 (-372993,430215) 220291 (194380,246202) 97298 (-169680,364276) 216712 (183785,249638) 220291 (194380,246202)
5/17/2020 241080 28611 (-380477,437700) 220291 (179545,261037) 98462 (-174865,371789) 226117 (194938,257296) 220291 (186147,254435)
5/18/2020 255368 28611 (-392592,449815) 220291 (151540,289042) 99626 (-184742,383994) 235777 (202019,269534) 220291 (171785,268797)
5/19/2020 271885 28611 (-407162,464384) 220291 (119167,321415) 100790 (-197141,398721) 245693 (206789,284597) 220291 (154556,286026)
5/20/2020 291579 28611 (-424212,481435) 220291 (80567,360015) 101954 (-212111,416020) 255870 (209068,302673) 220291 (134492,306090)
5/21/2020 310087 28611 (-442135,499357) 220291 (44291,396291) 103119 (-227977,434214) 266311 (211063,321560) 220291 (114003,326579)
5/22/2020 330890 28611 (-461378,518601) 220291 (3517,437065) 104283 (-245210,453775) 277019 (212142,341896) 220291 (92243,348339)
5/23/2020 347398 28611 (-480190,537412) 220291 (-28839,469421) 105447 (-261960,472854) 287997 (214667,361327) 220291 (71613,368969)
5/24/2020 363211 28611 (-498554,555776) 220291 (-59832,500414) 106611 (-278219,491441) 299248 (218464,380033) 220291 (51864,388718)
5/25/2020 374898 28611 (-515612,572834) 220291 (-82739,523321) 107775 (-293094,508645) 310776 (224446,397107) 220291 (33975,406607)
5/26/2020 391222 28611 (-532792,590014) 220291 (-114734,555316) 108940 (-308093,525972) 322584 (230819,414349) 220291 (15934,424648)
5/27/2020 411821 28611 (-550975,608198) 220291 (-155108,595690) 110104 (-324138,544345) 334675 (236571,432778) 220291 (-3372,443954)
5/28/2020 438238 28611 (-571110,628332) 220291 (-206885,647467) 111268 (-342222,564758) 347052 (240558,453547) 220291 (-25094,465676)
5/29/2020 465166 28611 (-592895,650117) 220291 (-259664,700246) 112432 (-362020,586884) 359719 (243176,476261) 220291 (-48720,489302)
5/30/2020 498440 28611 (-617184,674406) 220291 (-324881,765463) 113596 (-384428,611621) 372678 (243344,502012) 220291 (-75271,515853)
5/31/2020 514849 28611 (-640531,697754) 220291 (-357043,797625) 114760 (-405777,635298) 385933 (245676,526191) 220291 (-100223,540805)
6/1/2020 526447 28611 (-662344,719567) 220291 (-379775,820357) 115925 (-425467,657316) 399488 (250635,548341) 220291 (-123027,563609)
6/2/2020 555383 28611 (-685615,742837) 220291 (-436489,877071) 117089 (-446666,680844) 413345 (254499,572191) 220291 (-147518,588100)



Predicted Cases (95% Confidence Interval)
Date Actual Cases SES HLT DT ARIMA

5/16/2020 233511 220291 (220291,220291) 229369 (211577,247160) 229369 (211577,247160) 240356 (237736,242976)
5/17/2020 241080 220291 (220291,220291) 240196 (-30596925,31077317) 240196 (-30596925,31077317) 263475 (256815,270135)
5/18/2020 255368 220291 (220291,220291) 251024 (-68690135,69192183) 251024 (-68690135,69192183) 289753 (277385,302121)
5/19/2020 271885 220291 (220291,220291) 261851 (-115089640,115613343) 261851 (-115089640,115613343) 319284 (299504,339063)
5/20/2020 291579 220291 (220291,220291) 272679 (-168577189,169122546) 272679 (-168577189,169122546) 352151 (323235,381068)
5/21/2020 310087 220291 (220291,220291) 283506 (-228333897,228900909) 283506 (-228333897,228900909) 388433 (348644,428221)
5/22/2020 330890 220291 (220291,220291) 294334 (-293768558,294357226) 294334 (-293768558,294357226) 428195 (375801,480590)
5/23/2020 347398 220291 (220291,220291) 305161 (-364429784,365040107) 305161 (-364429784,365040107) 471502 (404776,538228)
5/24/2020 363211 220291 (220291,220291) 315989 (-439958703,440590681) 315989 (-439958703,440590681) 518407 (435640,601173)
5/25/2020 374898 220291 (220291,220291) 326817 (-520061267,520714900) 326817 (-520061267,520714900) 568961 (468466,669455)
5/26/2020 391222 220291 (220291,220291) 337644 (-604490877,605166165) 337644 (-604490877,605166165) 623209 (503323,743094)
5/27/2020 411821 220291 (220291,220291) 348472 (-693036883,693733827) 348472 (-693036883,693733827) 681191 (540279,822102)
5/28/2020 438238 220291 (220291,220291) 359299 (-785516639,786235238) 359299 (-785516639,786235238) 742944 (579401,906487)
5/29/2020 465166 220291 (220291,220291) 370127 (-881769805,882510059) 370127 (-881769805,882510059) 808500 (620751,996249)
5/30/2020 498440 220291 (220291,220291) 380954 (-981654156,982416065) 380954 (-981654156,982416065) 877890 (664393,1091386)
5/31/2020 514849 220291 (220291,220291) 391782 (-1085042411,1085825975) 391782 (-1085042411,1085825975) 951139 (710384,1191894)
6/1/2020 526447 220291 (220291,220291) 402610 (-1191819788,1192625007) 402610 (-1191819788,1192625007) 1028272 (758783,1297761)
6/2/2020 555383 220291 (220291,220291) 413437 (-1301882087,1302708961) 413437 (-1301882087,1302708961) 1109310 (809641,1408979)



Predicted Cases (95% Confidence Interval)
Date Actual Cases LSTM HWA SSM Sutte-Arima

5/16/2020 233511 178932 (71957,285907) 237414 (203853,270975) 236533 (234940,238125) 127442 (-80452,335337)
5/17/2020 241080 182445 (71424,293466) 254536 (-574282179,574791250) 254202 (250624,257779) 139218 (-64596,343032)
5/18/2020 255368 185339 (64937,305742) 271657 (-1284385974,1284929287) 272230 (265547,278912) 151395 (-52409,355200)
5/19/2020 271885 187607 (54587,320626) 288775 (-2149262009,2149839560) 289586 (279125,300047) 165641 (-39281,370563)
5/20/2020 291579 189436 (40535,338336) 305892 (-3146186822,3146798607) 306800 (292280,321321) 182646 (-24022,389314)
5/21/2020 310087 190911 (24870,356953) 323007 (-4259850441,4260496454) 324329 (305413,343245) 202902 (-4338,410143)
5/22/2020 330890 192156 (7239,377072) 340120 (-5479247242,5479927482) 341913 (318170,365656) 223513 (15810,431217)
5/23/2020 347398 193266 (-10026,396558) 357231 (-6795952643,6796667105) 359350 (330403,388296) 245907 (39281,452533)
5/24/2020 363211 194322 (-26836,415480) 374341 (-8203262060,8204010741) 376766 (342313,411220) 268781 (64436,473126)
5/25/2020 374898 195364 (-42127,432856) 391450 (-9695708279,9696491178) 394251 (353993,434509) 293573 (93268,493877)
5/26/2020 391222 196448 (-57567,450463) 408557 (-11268673632,11269490745) 411743 (365378,458108) 319095 (123414,514777)
5/27/2020 411821 197559 (-74183,469300) 425662 (-12918225508,12919076832) 429203 (376447,481959) 348047 (157253,538841)
5/28/2020 438238 198681 (-93075,490437) 442764 (-14640930149,14641815677) 446661 (387250,506073) 379750 (193705,565796)
5/29/2020 465166 199793 (-113840,513426) 459865 (-16433806854,16434726584) 464134 (397812,530456) 415090 (233903,596277)
5/30/2020 498440 200897 (-137454,539248) 476965 (-18294198406,18295152335) 481607 (408124,555091) 451628 (274988,628267)
5/31/2020 514849 201994 (-159706,563694) 494062 (-20219721921,20220710046) 499074 (418188,579960) 490468 (319021,661915)
6/1/2020 526447 203084 (-180008,586177) 511159 (-22208249052,22209271370) 516540 (428020,605060) 527274 (360946,693602)
6/2/2020 555383 204182 (-201934,610299) 528254 (-24257822855,24258879363) 534010 (437630,630390) 565126 (403421,726831)

Table A.26 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Brunei.

Table A.27.

Actual and Predicted Cases with 95% Confidence Intervals for Brunei using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 141 68 (-74,211) 141 (141,141) 174 (110,237) 114 (60,167) 138 (132,144) 141 (141,141) 141 (141,141)
5/17/2020 141 68 (-74,211) 141 (141,141) 175 (110,241) 109 (52,167) 138 (132,144) 141 (141,141) 141 (141,142)
5/18/2020 141 68 (-74,211) 141 (141,141) 177 (110,245) 105 (43,167) 138 (132,144) 141 (141,141) 141 (141,142)
5/19/2020 141 68 (-74,211) 141 (141,141) 179 (110,248) 100 (33,167) 138 (132,144) 141 (141,141) 141 (141,142)
5/20/2020 141 68 (-74,211) 141 (141,141) 181 (110,252) 95 (23,168) 138 (132,144) 141 (141,141) 142 (141,142)
5/21/2020 141 68 (-74,211) 141 (141,141) 182 (110,255) 90 (13,168) 138 (132,144) 141 (141,141) 142 (141,142)
5/22/2020 141 68 (-74,211) 141 (141,141) 184 (110,259) 85 (2,168) 138 (132,144) 141 (141,141) 142 (141,142)
5/23/2020 141 68 (-74,211) 141 (141,141) 186 (110,263) 79 (-10,168) 138 (132,144) 141 (141,141) 142 (141,142)
5/24/2020 141 68 (-74,211) 141 (141,141) 188 (109,266) 73 (-22,168) 138 (132,144) 141 (141,141) 142 (141,143)
5/25/2020 141 68 (-74,211) 141 (141,141) 190 (109,270) 66 (-35,168) 138 (132,144) 141 (141,141) 142 (141,143)
5/26/2020 141 68 (-74,211) 141 (141,141) 191 (109,273) 60 (-48,168) 141 (135,147) 141 (141,141) 142 (141,143)
5/27/2020 141 68 (-74,211) 141 (141,141) 193 (109,277) 53 (-62,167) 141 (136,146) 141 (141,141) 142 (141,143)
5/28/2020 141 68 (-74,211) 141 (141,141) 195 (109,281) 46 (-76,167) 141 (136,146) 141 (141,141) 142 (141,143)
5/29/2020 141 68 (-74,211) 141 (141,141) 197 (109,284) 38 (-91,167) 141 (136,146) 141 (141,141) 142 (142,143)
5/30/2020 141 68 (-74,211) 141 (141,141) 199 (109,288) 30 (-106,167) 141 (136,146) 141 (141,141) 142 (142,143)
5/31/2020 141 68 (-74,211) 141 (141,141) 200 (109,292) 22 (-122,167) 141 (136,146) 141 (141,141) 143 (142,144)
6/1/2020 141 68 (-74,211) 141 (141,141) 202 (109,295) 14 (-139,167) 141 (136,146) 141 (141,141) 143 (142,144)
6/2/2020 141 68 (-74,211) 141 (141,141) 204 (109,299) 5 (-156,166) 141 (137,145) 141 (141,141) 143 (142,144)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 141 141 (141,141) 141 (136,146) 140 (138,142) 141 (140,141) 141 (136,146) 71 (-68,209)
5/17/2020 141 141 (141,141) 141 (133,149) 140 (137,142) 140 (140,141) 141 (133,149) 71 (-68,209)
5/18/2020 141 141 (141,141) 141 (130,152) 140 (137,142) 140 (139,141) 141 (130,152) 71 (-68,209)
5/19/2020 141 141 (141,142) 141 (126,156) 140 (137,142) 139 (138,140) 141 (126,156) 71 (-68,209)
5/20/2020 141 141 (141,142) 141 (122,160) 139 (137,142) 140 (139,141) 141 (122,160) 71 (-68,209)
5/21/2020 141 141 (141,142) 141 (118,164) 139 (136,142) 139 (138,140) 141 (118,164) 71 (-68,209)
5/22/2020 141 141 (141,142) 141 (114,168) 139 (136,142) 140 (139,141) 141 (114,168) 71 (-68,209)
5/23/2020 141 141 (141,142) 141 (109,173) 139 (136,142) 139 (138,140) 141 (109,173) 71 (-68,209)
5/24/2020 141 142 (141,142) 141 (104,178) 139 (136,142) 139 (138,140) 141 (104,178) 71 (-68,209)
5/25/2020 141 142 (141,142) 141 (99,183) 139 (135,142) 138 (137,139) 141 (99,183) 71 (-68,209)
5/26/2020 141 142 (141,142) 141 (94,189) 139 (135,142) 138 (137,139) 141 (94,189) 71 (-68,209)
5/27/2020 141 142 (141,142) 141 (88,194) 139 (135,142) 139 (138,140) 141 (88,194) 71 (-67,209)
5/28/2020 141 142 (141,142) 141 (82,200) 139 (135,142) 138 (137,139) 141 (82,200) 71 (-67,209)
5/29/2020 141 142 (141,142) 141 (76,206) 138 (135,142) 139 (138,140) 141 (76,206) 71 (-67,209)
5/30/2020 141 142 (141,142) 141 (70,212) 138 (135,142) 138 (137,140) 141 (70,212) 71 (-67,209)
5/31/2020 141 142 (141,142) 141 (64,219) 138 (134,142) 139 (137,140) 141 (64,218) 71 (-67,209)
6/1/2020 141 142 (141,142) 141 (57,225) 138 (134,142) 138 (137,139) 141 (57,225) 71 (-67,209)
6/2/2020 141 142 (141,143) 141 (51,232) 138 (134,142) 137 (136,139) 141 (51,232) 71 (-67,209)

Table A.27 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Bulgaria.

Table A.28.

Actual and Predicted Cases with 95% Confidence Intervals for Bulgaria using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 2175 497 (-2791,3786) 2138 (2065,2211) 1529 (262,2795) 2409 (1950,2867) 2138 (2065,2211) 2138 (2138,2138) 2178 (2099,2257)
5/17/2020 2211 497 (-2827,3821) 2138 (1995,2281) 1546 (262,2831) 2477 (1986,2968) 2138 (2025,2251) 2138 (2138,2138) 2218 (1650,2786)
5/18/2020 2235 497 (-2854,3849) 2138 (1948,2328) 1564 (269,2859) 2547 (2013,3081) 2138 (1994,2282) 2138 (2138,2138) 2257 (1054,3461)
5/19/2020 2259 497 (-2880,3874) 2138 (1901,2375) 1581 (278,2885) 2618 (2037,3199) 2138 (1966,2310) 2138 (2138,2138) 2297 (326,4267)
5/20/2020 2292 497 (-2909,3903) 2138 (1836,2440) 1599 (284,2913) 2690 (2064,3316) 2138 (1933,2343) 2138 (2138,2138) 2336 (-514,5186)
5/21/2020 2331 497 (-2941,3935) 2138 (1760,2516) 1616 (287,2946) 2763 (2095,3431) 2138 (1896,2380) 2138 (2138,2138) 2376 (-1454,6206)
5/22/2020 2372 497 (-2976,3970) 2138 (1679,2597) 1634 (287,2981) 2838 (2130,3546) 2138 (1854,2422) 2138 (2138,2138) 2415 (-2486,7316)
5/23/2020 2408 497 (-3011,4005) 2138 (1609,2667) 1651 (287,3016) 2913 (2164,3663) 2138 (1813,2463) 2138 (2138,2138) 2455 (-3600,8510)
5/24/2020 2427 497 (-3042,4037) 2138 (1572,2704) 1669 (290,3047) 2990 (2194,3787) 2138 (1778,2498) 2138 (2138,2138) 2494 (-4794,9782)
5/25/2020 2433 497 (-3069,4063) 2138 (1560,2716) 1686 (299,3074) 3069 (2217,3921) 2138 (1751,2525) 2138 (2138,2138) 2534 (-6060,11127)
5/26/2020 2443 497 (-3092,4086) 2138 (1540,2736) 1704 (311,3097) 3148 (2235,4062) 2138 (1727,2549) 2138 (2138,2138) 2573 (-7396,12542)
5/27/2020 2460 497 (-3114,4108) 2138 (1507,2769) 1721 (323,3119) 3229 (2253,4206) 2138 (1705,2571) 2138 (2138,2138) 2612 (-8799,14024)
5/28/2020 2477 497 (-3136,4130) 2138 (1474,2802) 1739 (337,3140) 3312 (2269,4354) 2138 (1683,2593) 2138 (2138,2138) 2652 (-10265,15569)
5/29/2020 2485 497 (-3155,4149) 2138 (1458,2818) 1756 (353,3160) 3395 (2283,4507) 2138 (1663,2613) 2138 (2138,2138) 2691 (-11791,17174)
5/30/2020 2499 497 (-3174,4168) 2138 (1430,2846) 1774 (369,3178) 3480 (2297,4663) 2138 (1644,2632) 2138 (2138,2138) 2731 (-13376,18838)
5/31/2020 2513 497 (-3192,4186) 2138 (1403,2873) 1791 (386,3197) 3566 (2310,4823) 2138 (1626,2650) 2138 (2138,2138) 2770 (-15018,20559)
6/1/2020 2519 497 (-3209,4203) 2138 (1391,2885) 1809 (404,3213) 3654 (2321,4987) 2138 (1609,2667) 2138 (2138,2138) 2810 (-16714,22334)
6/2/2020 2538 497 (-3225,4220) 2138 (1354,2922) 1826 (422,3230) 3743 (2333,5153) 2138 (1592,2684) 2138 (2138,2138) 2849 (-18463,24162)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 2175 2178 (2099,2257) 2180 (2154,2207) 1912 (1397,2427) 2169 (2109,2229) 2177 (2150,2204) 1110 (-979,3198)
5/17/2020 2211 2218 (1650,2786) 2224 (2180,2267) 1904 (1344,2464) 2203 (1623,2784) 2217 (2172,2261) 1130 (-974,3234)
5/18/2020 2235 2257 (1054,3461) 2267 (2209,2326) 1896 (1299,2493) 2240 (977,3503) 2256 (2196,2316) 1152 (-958,3262)
5/19/2020 2259 2297 (326,4267) 2311 (2238,2385) 1885 (1251,2519) 2281 (138,4423) 2295 (2219,2372) 1172 (-943,3287)
5/20/2020 2292 2336 (-514,5186) 2356 (2268,2444) 1873 (1197,2548) 2321 (-848,5489) 2335 (2241,2428) 1192 (-931,3315)
5/21/2020 2331 2376 (-1454,6206) 2400 (2297,2504) 1860 (1137,2583) 2358 (-1930,6646) 2374 (2263,2485) 1214 (-921,3348)
5/22/2020 2372 2415 (-2486,7316) 2446 (2327,2564) 1847 (1072,2621) 2398 (-3127,7923) 2413 (2284,2542) 1239 (-908,3386)
5/23/2020 2408 2455 (-3600,8510) 2491 (2357,2626) 1833 (1007,2660) 2428 (-4358,9215) 2453 (2305,2600) 1265 (-894,3424)
5/24/2020 2427 2494 (-4794,9782) 2537 (2386,2688) 1820 (946,2695) 2463 (-5658,10584) 2492 (2325,2659) 1288 (-879,3455)
5/25/2020 2433 2534 (-6060,11127) 2584 (2416,2752) 1807 (892,2723) 2500 (-7039,12038) 2531 (2344,2718) 1308 (-863,3479)
5/26/2020 2443 2573 (-7396,12542) 2630 (2445,2816) 1795 (842,2748) 2540 (-8527,13608) 2571 (2363,2778) 1325 (-848,3498)
5/27/2020 2460 2612 (-8799,14024) 2677 (2474,2881) 1783 (793,2773) 2581 (-10113,15274) 2610 (2381,2839) 1345 (-829,3519)
5/28/2020 2477 2652 (-10265,15569) 2725 (2504,2946) 1772 (746,2797) 2618 (-11768,17004) 2649 (2398,2900) 1368 (-806,3542)
5/29/2020 2485 2691 (-11791,17174) 2773 (2533,3013) 1761 (702,2819) 2658 (-13504,18820) 2689 (2415,2962) 1394 (-778,3565)
5/30/2020 2499 2731 (-13376,18838) 2821 (2562,3080) 1750 (659,2840) 2688 (-15267,20643) 2728 (2431,3025) 1418 (-750,3586)
5/31/2020 2513 2770 (-15018,20559) 2870 (2591,3149) 1740 (618,2861) 2723 (-17075,22520) 2767 (2447,3088) 1442 (-722,3605)
6/1/2020 2519 2810 (-16714,22334) 2919 (2621,3218) 1730 (578,2881) 2759 (-18940,24458) 2807 (2462,3152) 1466 (-693,3624)
6/2/2020 2538 2849 (-18463,24162) 2969 (2650,3288) 1720 (539,2901) 2800 (-20884,26484) 2846 (2476,3216) 1490 (-663,3643)

Table A.28 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Burkina Faso.

Table A.29.

Actual and Predicted Cases with 95% Confidence Intervals for Burkina Faso using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 782 244 (-812,1299) 780 (776,784) 714 (580,847) 848 (719,977) 773 (755,791) 780 (780,780) 787 (773,800)
5/17/2020 796 244 (-825,1313) 780 (749,811) 722 (582,861) 858 (732,983) 773 (739,807) 780 (780,780) 793 (765,822)
5/18/2020 796 244 (-830,1317) 780 (749,811) 730 (594,866) 867 (737,997) 773 (735,811) 780 (780,780) 800 (752,848)
5/19/2020 796 244 (-832,1320) 780 (749,811) 738 (607,869) 876 (739,1014) 773 (733,813) 780 (780,780) 807 (735,878)
5/20/2020 809 244 (-839,1326) 780 (723,837) 746 (616,875) 885 (745,1025) 773 (725,821) 780 (780,780) 813 (715,912)
5/21/2020 812 244 (-844,1331) 780 (717,843) 754 (627,881) 894 (750,1038) 773 (719,827) 780 (780,780) 820 (692,948)
5/22/2020 814 244 (-849,1336) 780 (713,847) 762 (638,886) 903 (754,1051) 773 (715,831) 780 (780,780) 826 (667,986)
5/23/2020 814 244 (-852,1339) 780 (713,847) 770 (650,890) 911 (757,1065) 773 (712,834) 780 (780,780) 833 (639,1027)
5/24/2020 814 244 (-854,1342) 780 (713,847) 778 (662,893) 919 (758,1079) 773 (709,837) 780 (780,780) 839 (609,1069)
5/25/2020 832 244 (-860,1347) 780 (678,882) 786 (672,899) 926 (763,1090) 773 (702,844) 780 (780,780) 846 (578,1114)
5/26/2020 832 244 (-865,1352) 780 (678,882) 794 (683,904) 934 (767,1101) 773 (697,849) 780 (780,780) 853 (544,1161)
5/27/2020 845 244 (-871,1358) 780 (653,907) 802 (693,910) 941 (772,1110) 773 (690,856) 780 (780,780) 859 (509,1210)
5/28/2020 847 244 (-876,1363) 780 (649,911) 810 (703,916) 948 (777,1119) 773 (683,863) 780 (780,780) 866 (471,1260)
5/29/2020 847 244 (-881,1368) 780 (649,911) 818 (714,921) 954 (780,1129) 773 (678,868) 780 (780,780) 872 (432,1312)
5/30/2020 847 244 (-885,1372) 780 (649,911) 825 (725,926) 961 (783,1138) 773 (674,872) 780 (780,780) 879 (392,1366)
5/31/2020 847 244 (-888,1375) 780 (649,911) 833 (736,931) 966 (785,1148) 773 (671,875) 780 (780,780) 885 (350,1421)
6/1/2020 847 244 (-891,1378) 780 (649,911) 841 (747,936) 972 (786,1158) 773 (668,878) 780 (780,780) 892 (306,1478)
6/2/2020 881 244 (-898,1385) 780 (582,978) 849 (756,943) 977 (791,1164) 773 (659,887) 780 (780,780) 898 (261,1536)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 782 786 (774,798) 784 (770,798) 741 (661,821) 785 (775,795) 784 (770,798) 394 (-365,1154)
5/17/2020 796 792 (768,817) 789 (768,810) 739 (642,836) 789 (763,815) 789 (768,809) 396 (-376,1168)
5/18/2020 796 798 (757,839) 794 (764,823) 737 (634,841) 793 (744,841) 793 (764,823) 401 (-372,1174)
5/19/2020 796 804 (744,863) 798 (759,838) 735 (628,843) 798 (719,877) 798 (758,837) 402 (-371,1175)
5/20/2020 809 809 (728,890) 803 (752,854) 733 (616,850) 805 (681,929) 802 (752,853) 404 (-373,1181)
5/21/2020 812 815 (711,919) 808 (745,871) 731 (606,856) 807 (646,968) 807 (744,870) 406 (-374,1186)
5/22/2020 814 821 (691,950) 813 (737,889) 729 (597,860) 810 (612,1008) 811 (735,887) 409 (-373,1191)
5/23/2020 814 826 (670,982) 818 (728,908) 727 (590,864) 815 (573,1056) 816 (726,906) 412 (-371,1195)
5/24/2020 814 831 (648,1015) 822 (718,927) 725 (583,867) 818 (533,1102) 820 (715,925) 412 (-371,1196)
5/25/2020 832 837 (624,1050) 827 (707,948) 723 (572,873) 820 (493,1148) 825 (704,945) 414 (-373,1201)
5/26/2020 832 842 (599,1085) 832 (696,969) 721 (563,879) 824 (450,1198) 829 (693,966) 419 (-370,1208)
5/27/2020 845 847 (572,1122) 837 (684,991) 719 (552,886) 831 (403,1259) 834 (680,988) 422 (-371,1214)
5/28/2020 847 852 (545,1159) 843 (671,1014) 718 (543,893) 831 (354,1309) 838 (667,1010) 427 (-369,1222)
5/29/2020 847 857 (516,1198) 848 (658,1037) 716 (534,898) 833 (308,1359) 843 (653,1033) 426 (-371,1224)
5/30/2020 847 862 (487,1237) 853 (645,1061) 715 (527,903) 838 (260,1415) 847 (639,1056) 429 (-370,1228)
5/31/2020 847 867 (457,1277) 858 (630,1086) 714 (520,907) 839 (212,1467) 852 (624,1080) 429 (-371,1229)
6/1/2020 847 872 (426,1318) 863 (616,1111) 713 (514,911) 842 (164,1520) 857 (609,1105) 432 (-369,1232)
6/2/2020 881 877 (393,1360) 869 (600,1137) 711 (503,919) 845 (115,1574) 861 (592,1130) 434 (-371,1239)

Table A.29 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Burma.

Table A.30.

Actual and Predicted Cases with 95% Confidence Intervals for Burma using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 182 44 (-228,315) 182 (182,182) 141 (60,222) 234 (132,336) 180 (176,184) 182 (182,182) 183 (181,186)
5/17/2020 184 44 (-230,317) 182 (178,186) 142 (61,224) 241 (134,347) 180 (174,186) 182 (182,182) 185 (181,189)
5/18/2020 191 44 (-235,322) 182 (164,200) 144 (59,229) 248 (140,356) 180 (167,193) 182 (182,182) 186 (181,191)
5/19/2020 193 44 (-238,326) 182 (160,204) 146 (58,233) 255 (143,367) 180 (163,197) 182 (182,182) 187 (181,194)
5/20/2020 199 44 (-243,330) 182 (149,215) 147 (57,237) 263 (148,377) 180 (157,203) 182 (182,182) 189 (180,197)
5/21/2020 199 44 (-246,333) 182 (149,215) 149 (57,240) 270 (151,389) 181 (156,206) 182 (182,182) 190 (180,199)
5/22/2020 199 44 (-248,336) 182 (149,215) 150 (58,243) 278 (153,402) 181 (154,208) 182 (182,182) 191 (180,202)
5/23/2020 201 44 (-250,338) 182 (145,219) 152 (60,245) 285 (155,416) 181 (152,210) 182 (182,182) 192 (180,205)
5/24/2020 201 44 (-252,339) 182 (145,219) 154 (61,246) 293 (156,430) 181 (151,211) 182 (182,182) 194 (179,208)
5/25/2020 203 44 (-254,341) 182 (141,223) 155 (63,248) 301 (158,445) 181 (149,213) 182 (182,182) 195 (179,211)
5/26/2020 206 44 (-256,343) 182 (135,229) 157 (64,250) 309 (160,459) 181 (147,215) 182 (182,182) 196 (178,215)
5/27/2020 206 44 (-257,345) 182 (135,229) 159 (66,252) 318 (161,475) 181 (146,216) 182 (182,182) 198 (177,218)
5/28/2020 206 44 (-259,346) 182 (135,229) 160 (68,253) 326 (162,490) 181 (145,217) 182 (182,182) 199 (177,221)
5/29/2020 207 44 (-260,347) 182 (133,231) 162 (70,254) 335 (163,506) 181 (143,219) 182 (182,182) 200 (176,225)
5/30/2020 224 44 (-264,351) 182 (100,264) 164 (69,258) 343 (167,520) 181 (139,223) 182 (182,182) 201 (175,228)
5/31/2020 224 44 (-267,354) 182 (100,264) 165 (70,261) 352 (170,534) 181 (135,227) 182 (182,182) 203 (174,232)
6/1/2020 228 44 (-270,357) 182 (92,272) 167 (70,264) 361 (173,549) 181 (131,231) 182 (182,182) 204 (173,235)
6/2/2020 232 44 (-273,361) 182 (84,280) 169 (70,268) 370 (177,564) 181 (127,235) 182 (182,182) 205 (172,239)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 182 183 (181,185) 182 (176,189) 177 (167,187) 182 (181,182) 182 (176,189) 91 (-86,269)
5/17/2020 184 184 (181,187) 183 (174,192) 177 (165,189) 182 (181,183) 183 (174,192) 92 (-88,271)
5/18/2020 191 185 (181,188) 183 (171,196) 177 (158,196) 183 (182,185) 183 (171,196) 92 (-92,276)
5/19/2020 193 186 (181,190) 184 (167,200) 177 (154,200) 182 (180,183) 184 (167,200) 93 (-94,280)
5/20/2020 199 187 (181,192) 184 (163,205) 176 (148,205) 181 (180,183) 184 (163,205) 94 (-97,285)
5/21/2020 199 187 (181,193) 185 (158,211) 176 (145,208) 184 (182,186) 185 (158,211) 95 (-98,288)
5/22/2020 199 188 (181,195) 185 (154,217) 176 (142,210) 183 (181,185) 185 (153,217) 94 (-101,289)
5/23/2020 201 189 (181,197) 186 (148,223) 176 (140,212) 183 (181,185) 185 (148,223) 94 (-103,291)
5/24/2020 201 190 (181,198) 186 (143,229) 176 (138,214) 183 (181,186) 186 (143,229) 93 (-105,292)
5/25/2020 203 190 (181,200) 187 (137,236) 176 (136,215) 184 (182,187) 186 (137,236) 94 (-107,294)
5/26/2020 206 191 (181,201) 187 (131,243) 176 (134,217) 183 (180,186) 187 (131,243) 94 (-108,296)
5/27/2020 206 192 (180,203) 188 (125,251) 176 (132,219) 182 (179,185) 187 (124,250) 95 (-109,298)
5/28/2020 206 192 (180,205) 188 (118,258) 176 (131,221) 185 (181,188) 188 (118,258) 95 (-110,299)
5/29/2020 207 193 (180,206) 189 (111,266) 175 (129,222) 184 (180,187) 188 (111,266) 95 (-111,301)
5/30/2020 224 193 (179,208) 189 (104,274) 175 (124,226) 184 (180,187) 189 (103,274) 95 (-114,304)
5/31/2020 224 194 (179,209) 190 (97,283) 175 (120,230) 184 (180,188) 189 (96,282) 98 (-114,310)
6/1/2020 228 195 (179,211) 190 (89,291) 175 (116,234) 185 (181,189) 190 (88,291) 98 (-116,313)
6/2/2020 232 195 (178,212) 191 (81,300) 175 (112,238) 184 (179,188) 190 (81,299) 99 (-118,316)

Table A.30 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Burundi.

Table A.31.

Actual and Predicted Cases with 95% Confidence Intervals for Burundi using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 15 4 (-19,26) 15 (15,15) 11 (4,18) 20 (11,29) 15 (15,15) 15 (15,15) 15 (15,15)
5/17/2020 23 4 (-28,35) 15 (-1,31) 12 (-5,28) 20 (13,28) 15 (4,26) 15 (15,15) 15 (15,15)
5/18/2020 42 4 (-47,54) 15 (-38,68) 12 (-25,49) 21 (-4,46) 15 (-17,47) 15 (15,15) 15 (15,15)
5/19/2020 42 4 (-54,61) 15 (-38,68) 12 (-32,55) 22 (-8,51) 15 (-23,53) 15 (15,15) 15 (15,15)
5/20/2020 42 4 (-58,65) 15 (-38,68) 12 (-35,59) 22 (-9,54) 15 (-27,57) 15 (15,15) 15 (15,15)
5/21/2020 42 4 (-61,68) 15 (-38,68) 12 (-37,61) 23 (-9,55) 15 (-29,59) 15 (15,15) 15 (15,16)
5/22/2020 42 4 (-62,69) 15 (-38,68) 12 (-38,63) 24 (-9,57) 15 (-30,60) 15 (15,15) 15 (15,16)
5/23/2020 42 4 (-64,71) 15 (-38,68) 12 (-39,64) 24 (-9,58) 15 (-31,61) 15 (15,15) 15 (15,16)
5/24/2020 42 4 (-65,72) 15 (-38,68) 12 (-40,65) 25 (-8,58) 15 (-32,62) 15 (15,15) 15 (15,16)
5/25/2020 42 4 (-65,72) 15 (-38,68) 13 (-40,65) 26 (-7,59) 15 (-33,63) 15 (15,15) 15 (15,16)
5/26/2020 42 4 (-66,73) 15 (-38,68) 13 (-41,66) 27 (-6,59) 15 (-33,63) 15 (15,15) 16 (15,16)
5/27/2020 42 4 (-66,74) 15 (-38,68) 13 (-41,66) 27 (-5,60) 15 (-34,64) 15 (15,15) 16 (15,16)
5/28/2020 42 4 (-67,74) 15 (-38,68) 13 (-41,67) 28 (-4,60) 15 (-34,64) 15 (15,15) 16 (15,16)
5/29/2020 42 4 (-67,74) 15 (-38,68) 13 (-41,67) 29 (-3,61) 15 (-34,64) 15 (15,15) 16 (15,16)
5/30/2020 63 4 (-71,78) 15 (-79,109) 13 (-45,71) 30 (-5,65) 15 (-38,68) 15 (15,15) 16 (15,16)
5/31/2020 63 4 (-74,82) 15 (-79,109) 13 (-48,75) 30 (-7,68) 15 (-42,72) 15 (15,15) 16 (15,16)
6/1/2020 63 4 (-77,84) 15 (-79,109) 14 (-50,77) 31 (-8,71) 15 (-45,75) 15 (15,15) 16 (15,16)
6/2/2020 63 4 (-80,87) 15 (-79,109) 14 (-52,80) 32 (-9,73) 15 (-47,77) 15 (15,15) 16 (15,16)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 15 15 (15,15) 15 (14,17) 15 (15,15) 15 (15,16) 15 (14,17) 8 (-7,22)
5/17/2020 23 15 (15,15) 16 (14,18) 15 (4,26) 16 (14,17) 15 (13,17) 8 (-15,31)
5/18/2020 42 15 (15,15) 16 (14,18) 15 (-17,47) 16 (14,17) 16 (13,18) 10 (-32,51)
5/19/2020 42 15 (15,15) 16 (14,19) 15 (-23,53) 16 (14,17) 16 (13,19) 14 (-31,59)
5/20/2020 42 15 (15,15) 17 (14,20) 15 (-26,57) 16 (14,18) 16 (13,19) 14 (-33,61)
5/21/2020 42 15 (15,15) 17 (14,20) 15 (-28,59) 16 (14,18) 16 (13,20) 13 (-36,62)
5/22/2020 42 15 (15,15) 18 (14,21) 15 (-30,60) 16 (14,19) 17 (13,21) 9 (-43,60)
5/23/2020 42 15 (15,15) 18 (14,22) 15 (-31,61) 17 (14,19) 17 (12,21) 9 (-45,62)
5/24/2020 42 15 (15,15) 18 (14,22) 15 (-32,62) 17 (14,19) 17 (12,22) 9 (-46,64)
5/25/2020 42 15 (15,15) 19 (15,23) 15 (-32,63) 17 (14,20) 17 (12,22) 9 (-46,65)
5/26/2020 42 15 (15,15) 19 (15,23) 15 (-33,63) 17 (14,20) 17 (12,23) 10 (-47,66)
5/27/2020 42 15 (15,15) 19 (15,24) 15 (-33,63) 18 (15,21) 18 (12,23) 10 (-47,67)
5/28/2020 42 15 (15,15) 20 (15,25) 15 (-34,64) 18 (15,21) 18 (12,24) 10 (-48,68)
5/29/2020 42 15 (15,15) 20 (15,25) 15 (-34,64) 18 (15,21) 18 (12,24) 10 (-48,68)
5/30/2020 63 15 (15,15) 21 (16,26) 15 (-38,68) 18 (15,22) 18 (12,25) 10 (-52,72)
5/31/2020 63 15 (15,15) 21 (16,26) 15 (-41,72) 18 (15,22) 19 (12,25) 15 (-50,79)
6/1/2020 63 15 (15,15) 21 (16,27) 15 (-44,75) 18 (15,22) 19 (12,26) 15 (-52,82)
6/2/2020 63 15 (15,15) 22 (16,27) 15 (-47,77) 19 (15,22) 19 (12,27) 15 (-53,84)

Table A.31 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Cabo Verde.

Table A.32.

Actual and Predicted Cases with 95% Confidence Intervals for Cabo Verde using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 328 42 (-518,602) 326 (322,330) 146 (-212,503) 336 (320,352) 326 (322,330) 326 (326,326) 341 (312,371)
5/17/2020 328 42 (-518,602) 326 (322,330) 147 (-208,503) 351 (317,385) 326 (322,330) 326 (326,326) 356 (257,455)
5/18/2020 328 42 (-518,602) 326 (322,330) 149 (-205,503) 366 (315,418) 326 (322,330) 326 (326,326) 371 (179,563)
5/19/2020 335 42 (-522,606) 326 (308,344) 151 (-205,507) 382 (318,446) 326 (317,335) 326 (326,326) 386 (82,689)
5/20/2020 349 42 (-529,614) 326 (281,371) 153 (-209,514) 398 (326,470) 326 (304,348) 326 (326,326) 401 (-30,831)
5/21/2020 356 42 (-537,621) 326 (267,385) 154 (-213,522) 415 (334,496) 326 (295,357) 326 (326,326) 416 (-156,988)
5/22/2020 362 42 (-544,628) 326 (255,397) 156 (-217,529) 432 (341,523) 326 (287,365) 326 (326,326) 430 (-295,1156)
5/23/2020 371 42 (-551,636) 326 (238,414) 158 (-221,537) 450 (348,551) 326 (278,374) 326 (326,326) 445 (-446,1336)
5/24/2020 380 42 (-559,644) 326 (220,432) 160 (-225,545) 468 (356,579) 326 (268,384) 326 (326,326) 460 (-607,1528)
5/25/2020 390 42 (-568,652) 326 (201,451) 161 (-230,553) 486 (365,607) 326 (259,393) 326 (326,326) 475 (-779,1729)
5/26/2020 390 42 (-575,659) 326 (201,451) 163 (-234,560) 505 (371,639) 326 (251,401) 326 (326,326) 490 (-960,1940)
5/27/2020 390 42 (-580,665) 326 (201,451) 165 (-236,566) 524 (375,673) 326 (246,406) 326 (326,326) 505 (-1151,2161)
5/28/2020 390 42 (-585,670) 326 (201,451) 167 (-237,570) 544 (378,710) 326 (242,410) 326 (326,326) 520 (-1351,2390)
5/29/2020 405 42 (-592,676) 326 (171,481) 168 (-240,577) 564 (384,745) 326 (235,417) 326 (326,326) 535 (-1559,2628)
5/30/2020 421 42 (-599,684) 326 (140,512) 170 (-244,585) 585 (392,778) 326 (226,426) 326 (326,326) 550 (-1775,2874)
5/31/2020 435 42 (-608,692) 326 (112,540) 172 (-249,593) 606 (401,811) 326 (215,437) 326 (326,326) 565 (-1999,3128)
6/1/2020 458 42 (-619,703) 326 (67,585) 174 (-257,604) 628 (413,842) 326 (201,451) 326 (326,326) 579 (-2231,3390)
6/2/2020 466 42 (-630,714) 326 (52,600) 175 (-264,615) 650 (425,875) 326 (189,463) 326 (326,326) 594 (-2470,3659)


 Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 328 341 (312,371) 341 (330,352) 328 (327,328) 340 (312,369) 340 (329,352) 181 (-109,470)
5/17/2020 328 356 (257,455) 355 (339,371) 343 (322,364) 355 (266,443) 355 (338,371) 184 (-101,470)
5/18/2020 328 371 (179,563) 370 (350,390) 359 (320,398) 368 (203,533) 369 (348,390) 187 (-95,469)
5/19/2020 335 386 (82,689) 385 (360,409) 376 (323,428) 381 (128,634) 383 (357,409) 193 (-89,474)
5/20/2020 349 401 (-30,831) 400 (371,429) 393 (332,454) 397 (36,757) 397 (366,428) 201 (-82,484)
5/21/2020 356 416 (-156,988) 415 (382,448) 411 (340,481) 412 (-70,894) 411 (375,447) 211 (-72,494)
5/22/2020 362 430 (-295,1156) 430 (392,468) 429 (347,511) 425 (-184,1034) 425 (384,467) 220 (-63,502)
5/23/2020 371 445 (-446,1336) 445 (403,488) 448 (355,542) 439 (-307,1186) 440 (393,486) 227 (-55,510)
5/24/2020 380 460 (-607,1528) 461 (414,508) 469 (363,574) 453 (-439,1346) 454 (402,506) 234 (-49,517)
5/25/2020 390 475 (-779,1729) 477 (425,528) 490 (372,608) 467 (-579,1513) 468 (410,526) 242 (-41,526)
5/26/2020 390 490 (-960,1940) 492 (436,549) 512 (379,646) 480 (-725,1685) 482 (418,546) 251 (-32,534)
5/27/2020 390 505 (-1151,2161) 508 (447,570) 536 (383,688) 496 (-880,1871) 496 (427,566) 257 (-23,538)
5/28/2020 390 520 (-1351,2390) 524 (458,591) 561 (387,734) 511 (-1044,2066) 510 (435,586) 264 (-14,542)
5/29/2020 405 535 (-1559,2628) 541 (469,612) 587 (395,779) 524 (-1215,2263) 525 (442,607) 270 (-7,548)
5/30/2020 421 550 (-1775,2874) 557 (480,634) 615 (405,825) 538 (-1392,2469) 539 (450,627) 281 (4,558)
5/31/2020 435 565 (-1999,3128) 573 (491,656) 644 (417,872) 552 (-1576,2680) 553 (458,648) 292 (15,569)
6/1/2020 458 579 (-2231,3390) 590 (502,678) 676 (432,920) 566 (-1765,2897) 567 (465,669) 303 (24,582)
6/2/2020 466 594 (-2470,3659) 607 (513,700) 709 (447,972) 579 (-1959,3117) 581 (472,690) 312 (32,593)

Table A.32 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Cambodia.

Table A.33.

Actual and Predicted Cases with 95% Confidence Intervals for Cambodia using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 122 58 (-67,183) 122 (122,122) 150 (95,204) 103 (64,141) 122 (122,122) 122 (122,122) 122 (122,122)
5/17/2020 122 58 (-67,183) 122 (122,122) 151 (95,207) 99 (58,141) 122 (122,122) 122 (122,122) 122 (122,122)
5/18/2020 122 58 (-67,183) 122 (122,122) 153 (95,210) 95 (50,141) 122 (122,122) 122 (122,122) 122 (122,122)
5/19/2020 122 58 (-67,183) 122 (122,122) 154 (95,213) 92 (42,141) 122 (122,122) 122 (122,122) 122 (122,122)
5/20/2020 122 58 (-67,183) 122 (122,122) 156 (95,216) 87 (34,141) 122 (122,122) 122 (122,122) 122 (122,122)
5/21/2020 123 58 (-68,184) 122 (120,124) 157 (96,219) 83 (25,141) 122 (121,123) 122 (122,122) 122 (122,122)
5/22/2020 123 58 (-68,184) 122 (120,124) 159 (96,222) 79 (15,142) 122 (121,123) 122 (122,122) 122 (122,122)
5/23/2020 124 58 (-68,184) 122 (118,126) 161 (96,225) 74 (5,142) 122 (120,124) 122 (122,122) 122 (122,122)
5/24/2020 124 58 (-69,185) 122 (118,126) 162 (97,228) 69 (-6,143) 122 (120,124) 122 (122,122) 122 (122,122)
5/25/2020 124 58 (-69,185) 122 (118,126) 164 (97,230) 63 (-16,143) 122 (120,124) 122 (122,122) 122 (122,122)
5/26/2020 124 58 (-69,185) 122 (118,126) 165 (97,233) 58 (-28,143) 122 (119,125) 122 (122,122) 122 (122,122)
5/27/2020 124 58 (-69,185) 122 (118,126) 167 (97,236) 52 (-40,143) 122 (119,125) 122 (122,122) 122 (122,122)
5/28/2020 124 58 (-70,186) 122 (118,126) 168 (97,239) 46 (-52,144) 122 (119,125) 122 (122,122) 122 (122,122)
5/29/2020 124 58 (-70,186) 122 (118,126) 170 (97,242) 40 (-64,144) 122 (119,125) 122 (122,122) 122 (122,122)
5/30/2020 125 58 (-70,186) 122 (116,128) 171 (97,245) 33 (-78,144) 122 (119,125) 122 (122,122) 122 (122,122)
5/31/2020 125 58 (-70,186) 122 (116,128) 173 (98,248) 26 (-92,144) 122 (119,125) 122 (122,122) 122 (122,122)
6/1/2020 125 58 (-70,186) 122 (116,128) 175 (98,251) 19 (-106,144) 122 (118,126) 122 (122,122) 122 (122,122)
6/2/2020 125 58 (-70,186) 122 (116,128) 176 (98,254) 12 (-121,144) 122 (118,126) 122 (122,122) 122 (122,122)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 122 122 (122,122) 122 (115,129) 124 (120,128) 122 (121,122) 122 (115,129) 61 (-59,181)
5/17/2020 122 122 (122,122) 122 (112,132) 124 (120,129) 123 (122,124) 122 (112,132) 61 (-59,181)
5/18/2020 122 122 (122,122) 122 (108,136) 125 (120,129) 123 (121,124) 122 (108,136) 61 (-59,181)
5/19/2020 122 122 (122,122) 122 (104,140) 125 (120,130) 124 (122,125) 122 (104,140) 61 (-59,181)
5/20/2020 122 122 (122,122) 122 (100,144) 125 (120,131) 123 (121,125) 122 (100,144) 61 (-59,181)
5/21/2020 123 122 (122,122) 122 (95,149) 126 (120,131) 122 (120,125) 122 (95,149) 61 (-59,181)
5/22/2020 123 122 (122,122) 122 (90,154) 126 (120,131) 123 (120,125) 122 (90,154) 61 (-59,181)
5/23/2020 124 122 (122,122) 122 (84,160) 126 (121,131) 122 (120,125) 122 (84,160) 61 (-59,182)
5/24/2020 124 122 (122,122) 122 (79,165) 126 (121,131) 123 (121,126) 122 (79,165) 61 (-59,182)
5/25/2020 124 122 (122,122) 122 (73,171) 127 (121,132) 123 (120,126) 122 (73,171) 61 (-60,182)
5/26/2020 124 122 (122,122) 122 (67,177) 127 (122,132) 124 (121,127) 122 (67,177) 61 (-60,182)
5/27/2020 124 122 (122,122) 122 (61,183) 127 (122,132) 123 (120,127) 122 (61,183) 61 (-60,182)
5/28/2020 124 122 (122,122) 122 (54,190) 127 (122,132) 123 (119,126) 122 (54,190) 61 (-61,183)
5/29/2020 124 122 (122,122) 122 (47,197) 127 (122,133) 123 (120,127) 122 (47,197) 61 (-61,183)
5/30/2020 125 122 (122,122) 122 (40,204) 127 (122,133) 123 (119,126) 122 (40,204) 61 (-61,183)
5/31/2020 125 122 (122,122) 122 (33,211) 127 (122,133) 124 (120,128) 122 (33,211) 61 (-61,183)
6/1/2020 125 122 (122,122) 122 (26,218) 128 (122,133) 123 (119,127) 122 (26,218) 61 (-61,183)
6/2/2020 125 122 (122,122) 122 (18,226) 128 (122,133) 124 (120,128) 122 (18,226) 61 (-61,184)

Table A.33 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Cameroon.

Table A.34.

Actual and Predicted Cases with 95% Confidence Intervals for Cameroon using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 3105 588 (-4345,5521) 3105 (3105,3105) 1884 (-510,4277) 3287 (2930,3645) 2689 (1874,3504) 3105 (3105,3105) 3197 (3016,3378)
5/17/2020 3105 588 (-4345,5521) 3105 (3105,3105) 1906 (-466,4278) 3395 (2920,3871) 2689 (1874,3504) 3105 (3105,3105) 3304 (76,6531)
5/18/2020 3529 588 (-4636,5813) 3105 (2274,3936) 1928 (-725,4580) 3506 (3117,3895) 2689 (1529,3849) 3105 (3105,3105) 3410 (-3669,10489)
5/19/2020 3529 588 (-4776,5953) 3105 (2274,3936) 1950 (-820,4719) 3619 (3271,3967) 2689 (1390,3988) 3105 (3105,3105) 3516 (-8234,15266)
5/20/2020 3733 588 (-4945,6122) 3105 (1874,4336) 1972 (-947,4891) 3734 (3422,4045) 2689 (1210,4168) 3105 (3105,3105) 3623 (-13501,20746)
5/21/2020 4288 588 (-5267,6443) 3105 (786,5424) 1994 (-1242,5230) 3851 (3400,4302) 2689 (829,4549) 3105 (3105,3105) 3729 (-19391,26849)
5/22/2020 4400 588 (-5524,6700) 3105 (567,5643) 2016 (-1462,5493) 3971 (3446,4495) 2689 (551,4827) 3105 (3105,3105) 3836 (-25845,33516)
5/23/2020 4400 588 (-5710,6886) 3105 (567,5643) 2037 (-1604,5679) 4093 (3558,4628) 2689 (364,5014) 3105 (3105,3105) 3942 (-32819,40703)
5/24/2020 4890 588 (-5981,7158) 3105 (-394,6604) 2059 (-1841,5959) 4217 (3548,4886) 2689 (67,5311) 3105 (3105,3105) 4048 (-40278,48374)
5/25/2020 4890 588 (-6190,7367) 3105 (-394,6604) 2081 (-2008,6170) 4344 (3625,5063) 2689 (-148,5526) 3105 (3105,3105) 4155 (-48192,56501)
5/26/2020 5436 588 (-6481,7658) 3105 (-1464,7674) 2103 (-2265,6471) 4474 (3583,5364) 2689 (-466,5844) 3105 (3105,3105) 4261 (-56537,65059)
5/27/2020 5436 588 (-6715,7892) 3105 (-1464,7674) 2125 (-2457,6708) 4606 (3632,5579) 2689 (-708,6086) 3105 (3105,3105) 4367 (-65292,74027)
5/28/2020 5436 588 (-6907,8084) 3105 (-1464,7674) 2147 (-2604,6899) 4740 (3731,5749) 2689 (-900,6278) 3105 (3105,3105) 4474 (-74440,83387)
5/29/2020 5436 588 (-7068,8244) 3105 (-1464,7674) 2169 (-2719,7057) 4877 (3861,5892) 2689 (-1057,6435) 3105 (3105,3105) 4580 (-83963,93123)
5/30/2020 5904 588 (-7282,8459) 3105 (-2381,8591) 2191 (-2891,7274) 5016 (3937,6095) 2689 (-1279,6657) 3105 (3105,3105) 4687 (-93848,103222)
5/31/2020 5904 588 (-7465,8642) 3105 (-2381,8591) 2213 (-3030,7456) 5158 (4051,6265) 2689 (-1463,6841) 3105 (3105,3105) 4793 (-104083,113669)
6/1/2020 6397 588 (-7698,8875) 3105 (-3347,9557) 2235 (-3222,7693) 5303 (4109,6496) 2689 (-1708,7086) 3105 (3105,3105) 4899 (-114656,124454)
6/2/2020 6585 588 (-7928,9105) 3105 (-3716,9926) 2257 (-3411,7925) 5450 (4177,6723) 2689 (-1948,7326) 3105 (3105,3105) 5006 (-125556,135567)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 3105 3197 (3016,3378) 3180 (3085,3275) 2785 (2159,3412) 3189 (3025,3353) 3190 (3094,3286) 1661 (-1169,4491)
5/17/2020 3105 3304 (76,6531) 3270 (3140,3400) 2817 (2221,3413) 3296 (1059,5533) 3293 (3158,3427) 1687 (-1117,4492)
5/18/2020 3529 3410 (-3669,10489) 3373 (3219,3526) 2847 (1935,3760) 3392 (-1282,8066) 3410 (3247,3573) 1712 (-1365,4790)
5/19/2020 3529 3516 (-8234,15266) 3472 (3293,3652) 2874 (1856,3892) 3468 (-3822,10758) 3522 (3322,3722) 1811 (-1341,4964)
5/20/2020 3733 3623 (-13501,20746) 3571 (3365,3778) 2897 (1729,4066) 3570 (-6950,14089) 3631 (3390,3873) 1861 (-1401,5123)
5/21/2020 4288 3729 (-19391,26849) 3672 (3438,3906) 2917 (1388,4447) 3672 (-10561,17906) 3742 (3457,4027) 1946 (-1572,5465)
5/22/2020 4400 3836 (-25845,33516) 3774 (3513,4035) 2936 (1152,4720) 3775 (-14580,22130) 3853 (3522,4184) 2021 (-1683,5725)
5/23/2020 4400 3942 (-32819,40703) 3877 (3588,4165) 2953 (1007,4900) 3873 (-18914,26660) 3964 (3585,4342) 2091 (-1725,5907)
5/24/2020 4890 4048 (-40278,48374) 3980 (3663,4297) 2970 (747,5193) 3980 (-23637,31597) 4075 (3646,4503) 2108 (-1923,6139)
5/25/2020 4890 4155 (-48192,56501) 4085 (3738,4431) 2986 (570,5403) 4076 (-28606,36757) 4185 (3704,4666) 2147 (-2038,6332)
5/26/2020 5436 4261 (-56537,65059) 4190 (3814,4565) 3004 (288,5719) 4152 (-33634,41938) 4296 (3761,4832) 2181 (-2249,6611)
5/27/2020 5436 4367 (-65292,74027) 4296 (3891,4702) 3021 (84,5958) 4254 (-38954,47461) 4407 (3815,4999) 2330 (-2261,6921)
5/28/2020 5436 4474 (-74440,83387) 4403 (3967,4839) 3038 (-70,6147) 4356 (-44573,53285) 4518 (3868,5167) 2297 (-2432,7027)
5/29/2020 5436 4580 (-83963,93123) 4511 (4044,4979) 3055 (-190,6300) 4458 (-50470,59386) 4628 (3919,5338) 2352 (-2484,7187)
5/30/2020 5904 4687 (-93848,103222) 4620 (4121,5120) 3072 (-375,6519) 4556 (-56594,65706) 4739 (3968,5510) 2310 (-2703,7323)
5/31/2020 5904 4793 (-104083,113669) 4730 (4199,5262) 3088 (-523,6700) 4664 (-63003,72330) 4850 (4015,5685) 2446 (-2694,7587)
6/1/2020 6397 4899 (-114656,124454) 4841 (4277,5406) 3105 (-733,6942) 4759 (-69607,79125) 4961 (4061,5860) 2502 (-2818,7822)
6/2/2020 6585 5006 (-125556,135567) 4953 (4355,5551) 3120 (-938,7179) 4836 (-76257,85928) 5071 (4105,6038) 2643 (-2838,8125)

Table A.34 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Canada.

Table A.35.

Actual and Predicted Cases with 95% Confidence Intervals for Canada using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST
5/16/2020 77206 17284 (-100163,134731) 75959 (73515,78403) 54594 (10274,98914) 89090 (65797,112384) 75959 (73515,78403)
5/17/2020 78332 17284 (-101272,135840) 75959 (71308,80610) 55226 (10420,100032) 91720 (66909,116531) 75959 (72244,79674)
5/18/2020 79411 17284 (-102352,136920) 75959 (69193,82725) 55859 (10596,101121) 94397 (67978,120816) 75959 (71013,80905)
5/19/2020 80493 17284 (-103430,137998) 75959 (67072,84846) 56491 (10777,102206) 97122 (69032,125212) 75959 (69787,82131)
5/20/2020 81575 17284 (-104507,139075) 75959 (64952,86966) 57123 (10958,103288) 99895 (70077,129712) 75959 (68563,83355)
5/21/2020 82742 17284 (-105616,140184) 75959 (62664,89254) 57756 (11111,104401) 102716 (71151,134281) 75959 (67296,84622)
5/22/2020 83947 17284 (-106754,141322) 75959 (60303,91615) 58388 (11235,105541) 105587 (72255,138918) 75959 (65992,85926)
5/23/2020 85151 17284 (-107912,142480) 75959 (57943,93975) 59021 (11341,106700) 108506 (73377,143636) 75959 (64668,87250)
5/24/2020 86106 17284 (-109026,143594) 75959 (56071,95847) 59653 (11492,107814) 111476 (74440,148512) 75959 (63418,88500)
5/25/2020 87119 17284 (-110122,144690) 75959 (54085,97833) 60285 (11663,108908) 114495 (75477,153514) 75959 (62197,89721)
5/26/2020 88090 17284 (-111198,145766) 75959 (52182,99736) 60918 (11856,109980) 117565 (76487,158644) 75959 (61007,90911)
5/27/2020 88989 17284 (-112245,146814) 75959 (50420,101498) 61550 (12078,111022) 120686 (77461,163912) 75959 (59856,92062)
5/28/2020 89976 17284 (-113287,147855) 75959 (48486,103432) 62182 (12307,112057) 123859 (78427,169290) 75959 (58713,93205)
5/29/2020 90909 17284 (-114315,148884) 75959 (46657,105261) 62815 (12551,113078) 127083 (79379,174786) 75959 (57588,94330)
5/30/2020 91681 17284 (-115311,149879) 75959 (45144,106774) 63447 (12830,114065) 130358 (80288,180429) 75959 (56509,95409)
5/31/2020 92479 17284 (-116283,150851) 75959 (43580,108338) 64080 (13132,115027) 133687 (81170,186204) 75959 (55461,96457)
6/1/2020 93288 17284 (-117238,151806) 75959 (41994,109924) 64712 (13453,115971) 137068 (82032,192104) 75959 (54434,97484)
6/2/2020 93959 17284 (-118162,152730) 75959 (40679,111239) 65344 (13805,116883) 140502 (82857,198148) 75959 (53448,98470)



Predicted Cases (95% Confidence Interval)
Date Actual Cases SES HLT DT ARIMA

5/16/2020 77206 75959 (75959,75959) 77245 (74724,79766) 77245 (74724,79766) 77162 (76589,77735)
5/17/2020 78332 75959 (75959,75959) 78505 (-431752,588762) 78505 (-431752,588762) 78372 (77538,79205)
5/18/2020 79411 75959 (75959,75959) 79765 (-1059390,1218920) 79765 (-1059390,1218920) 79592 (78437,80747)
5/19/2020 80493 75959 (75959,75959) 81025 (-1823848,1985899) 81025 (-1823848,1985899) 80822 (79299,82346)
5/20/2020 81575 75959 (75959,75959) 82285 (-2705111,2869681) 82285 (-2705111,2869681) 82064 (80132,83996)
5/21/2020 82742 75959 (75959,75959) 83545 (-3689699,3856789) 83545 (-3689699,3856789) 83316 (80940,85692)
5/22/2020 83947 75959 (75959,75959) 84805 (-4767879,4937489) 84805 (-4767879,4937489) 84579 (81727,87430)
5/23/2020 85151 75959 (75959,75959) 86065 (-5932214,6104344) 86065 (-5932214,6104344) 85852 (82495,89208)
5/24/2020 86106 75959 (75959,75959) 87325 (-7176792,7351442) 87325 (-7176792,7351442) 87136 (83246,91025)
5/25/2020 87119 75959 (75959,75959) 88585 (-8496768,8673938) 88585 (-8496768,8673938) 88430 (83982,92879)
5/26/2020 88090 75959 (75959,75959) 89845 (-9888079,10067769) 89845 (-9888079,10067769) 89735 (84703,94768)
5/27/2020 88989 75959 (75959,75959) 91105 (-11347253,11529463) 91105 (-11347253,11529463) 91051 (85410,96692)
5/28/2020 89976 75959 (75959,75959) 92365 (-12871280,13056010) 92365 (-12871280,13056010) 92378 (86105,98650)
5/29/2020 90909 75959 (75959,75959) 93625 (-14457517,14644767) 93625 (-14457517,14644767) 93715 (86789,100640)
5/30/2020 91681 75959 (75959,75959) 94885 (-16103621,16293390) 94885 (-16103621,16293390) 95062 (87462,102663)
5/31/2020 92479 75959 (75959,75959) 96145 (-17807493,17999782) 96145 (-17807493,17999782) 96420 (88125,104716)
6/1/2020 93288 75959 (75959,75959) 97405 (-19567241,19762050) 97405 (-19567241,19762050) 97789 (88778,106801)
6/2/2020 93959 75959 (75959,75959) 98665 (-21381148,21578477) 98665 (-21381148,21578477) 99169 (89422,108915)



Predicted Cases (95% Confidence Interval)
Date Actual Cases LSTM HWA SSM Sutte-Arima

5/16/2020 77206 72993 (64735,81251) 77014 (74946,79082) 77129 (76532,77726) 39176 (-35364,113715)
5/17/2020 78332 73339 (64285,82393) 78218 (-813350,969785) 78306 (77435,79176) 39797 (-35239,114833)
5/18/2020 79411 73688 (63859,83516) 79344 (-1862112,2020800) 79482 (78269,80694) 40392 (-35127,115911)
5/19/2020 80493 74000 (63373,84627) 80452 (-3119854,3280759) 80658 (79052,82264) 40991 (-35009,116991)
5/20/2020 81575 74286 (62833,85739) 81587 (-4575679,4738854) 81834 (79791,83877) 41584 (-34899,118066)
5/21/2020 82742 74551 (62212,86891) 82825 (-6254892,6420541) 83011 (80492,85529) 42202 (-34784,119189)
5/22/2020 83947 74795 (61510,88079) 83987 (-8087573,8255548) 84187 (81159,87215) 42848 (-34658,120354)
5/23/2020 85151 75023 (60751,89294) 85041 (-10015662,10185743) 85363 (81793,88933) 43506 (-34527,121538)
5/24/2020 86106 75240 (60027,90454) 86244 (-12105376,12277865) 86539 (82397,90682) 44168 (-34338,122675)
5/25/2020 87119 75447 (59302,91591) 87371 (-14311107,14485849) 87716 (82973,92459) 44780 (-34186,123745)
5/26/2020 88090 75642 (58581,92702) 88479 (-16621515,16798473) 88892 (83521,94263) 45400 (-34006,124805)
5/27/2020 88989 75826 (57874,93778) 89614 (-19043381,19222609) 90068 (84044,96093) 46018 (-33800,125836)
5/28/2020 89976 76000 (57153,94847) 90851 (-21607277,21788979) 91244 (84541,97948) 46672 (-33546,126890)
5/29/2020 90909 76162 (56425,95898) 92014 (-24277736,24461764) 92421 (85015,99827) 47336 (-33264,127936)
5/30/2020 91681 76314 (55722,96906) 93067 (-27015034,27201168) 93597 (85465,101729) 48003 (-32940,128947)
5/31/2020 92479 76457 (55029,97885) 94271 (-29868071,30056613) 94773 (85893,103653) 48661 (-32600,129922)
6/1/2020 93288 76590 (54337,98842) 95397 (-32807392,32998187) 95950 (86300,105599) 49314 (-32245,130873)
6/2/2020 93959 76711 (53665,99758) 96506 (-35825649,36018660) 97126 (86685,107567) 49983 (-31841,131806)

Table A.35 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Central African Republic.

Table A.36.

Actual and Predicted Cases with 95% Confidence Intervals for Central African Republic using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 327 21 (-580,621) 301 (250,352) 72 (-426,571) 191 (-77,458) 143 (-218,504) 301 (301,301) 299 (294,303)
5/17/2020 327 21 (-580,621) 301 (250,352) 73 (-425,571) 200 (-58,458) 143 (-218,504) 301 (301,301) 327 (301,352)
5/18/2020 327 21 (-580,621) 301 (250,352) 74 (-423,571) 210 (-39,459) 143 (-218,504) 301 (301,301) 355 (302,408)
5/19/2020 366 21 (-600,641) 301 (174,428) 75 (-441,591) 220 (-39,479) 143 (-238,524) 301 (301,301) 383 (297,470)
5/20/2020 418 21 (-635,676) 301 (72,530) 76 (-475,627) 230 (-54,514) 143 (-275,561) 301 (301,301) 411 (287,536)
5/21/2020 436 21 (-664,705) 301 (36,566) 77 (-502,656) 241 (-62,544) 143 (-305,591) 301 (301,301) 439 (273,606)
5/22/2020 479 21 (-698,740) 301 (-48,650) 78 (-535,691) 252 (-75,579) 143 (-340,626) 301 (301,301) 468 (255,681)
5/23/2020 552 21 (-746,787) 301 (-191,793) 79 (-582,739) 263 (-103,629) 143 (-391,677) 301 (301,301) 496 (233,758)
5/24/2020 604 21 (-797,838) 301 (-293,895) 80 (-631,790) 274 (-132,681) 143 (-443,729) 301 (301,301) 524 (208,840)
5/25/2020 652 21 (-848,889) 301 (-387,989) 80 (-681,842) 286 (-161,734) 143 (-496,782) 301 (301,301) 552 (180,924)
5/26/2020 671 21 (-892,933) 301 (-424,1026) 81 (-724,887) 298 (-182,778) 143 (-542,828) 301 (301,301) 580 (149,1012)
5/27/2020 702 21 (-935,976) 301 (-485,1087) 82 (-765,929) 311 (-200,821) 143 (-585,871) 301 (301,301) 609 (115,1102)
5/28/2020 755 21 (-980,1021) 301 (-589,1191) 83 (-809,975) 323 (-220,867) 143 (-632,918) 301 (301,301) 637 (79,1195)
5/29/2020 874 21 (-1043,1084) 301 (-822,1424) 84 (-870,1038) 336 (-258,931) 143 (-696,982) 301 (301,301) 665 (40,1290)
5/30/2020 962 21 (-1112,1153) 301 (-995,1597) 85 (-938,1108) 350 (-303,1002) 143 (-767,1053) 301 (301,301) 693 (-2,1388)
5/31/2020 1011 21 (-1178,1219) 301 (-1091,1693) 86 (-1004,1175) 363 (-344,1071) 143 (-836,1122) 301 (301,301) 721 (-46,1489)
6/1/2020 1069 21 (-1245,1286) 301 (-1204,1806) 87 (-1069,1242) 377 (-383,1138) 143 (-904,1190) 301 (301,301) 750 (-93,1592)
6/2/2020 1069 21 (-1301,1342) 301 (-1204,1806) 87 (-1124,1299) 392 (-411,1195) 143 (-960,1246) 301 (301,301) 778 (-141,1697)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 327 299 (294,303) 210 (183,238) 301 (250,352) 226 (79,373) 232 (203,262) 141 (-224,506)
5/17/2020 327 327 (301,352) 225 (197,252) 345 (301,388) 226 (74,379) 247 (214,279) 152 (-201,506)
5/18/2020 327 355 (302,408) 239 (210,267) 399 (310,489) 230 (58,402) 261 (225,297) 160 (-186,505)
5/19/2020 366 383 (297,470) 253 (224,283) 470 (342,597) 236 (13,459) 275 (235,315) 131 (-246,509)
5/20/2020 418 411 (287,536) 268 (237,299) 556 (390,722) 246 (-83,575) 289 (244,333) 141 (-275,557)
5/21/2020 436 439 (273,606) 283 (250,316) 671 (429,912) 257 (-224,738) 303 (254,352) 158 (-283,598)
5/22/2020 479 468 (255,681) 298 (262,334) 829 (487,1171) 321 (-788,1429) 317 (263,371) 168 (-300,636)
5/23/2020 552 496 (233,758) 313 (274,352) 1053 (581,1525) 320 (-1184,1825) 331 (272,390) 176 (-333,686)
5/24/2020 604 524 (208,840) 328 (286,370) 1395 (713,2078) 321 (-1485,2126) 345 (281,410) 188 (-364,740)
5/25/2020 652 552 (180,924) 343 (297,389) 1956 (920,2991) 324 (-1758,2407) 359 (289,429) 201 (-392,795)
5/26/2020 671 580 (149,1012) 359 (309,409) 2978 (1295,4661) 331 (-2024,2685) 373 (297,449) 210 (-418,838)
5/27/2020 702 609 (115,1102) 374 (320,428) 4972 (2068,7876) 340 (-2302,2983) 387 (305,469) 208 (-456,871)
5/28/2020 755 637 (79,1195) 390 (331,449) 9316 (3890,14742) 351 (-2598,3300) 401 (313,490) 212 (-491,914)
5/29/2020 874 665 (40,1290) 406 (342,470) 18900 (8106,29693) 415 (-3124,3953) 415 (321,510) 220 (-538,979)
5/30/2020 962 693 (-2,1388) 421 (352,491) 39115 (17171,61059) 415 (-3638,4467) 430 (328,531) 246 (-571,1064)
5/31/2020 1011 721 (-46,1489) 437 (363,512) 80396 (36073,124719) 415 (-4084,4914) 444 (335,552) 265 (-607,1136)
6/1/2020 1069 750 (-93,1592) 454 (373,534) 163947 (75381,252513) 419 (-4503,5340) 458 (342,573) 272 (-655,1199)
6/2/2020 1069 778 (-141,1697) 470 (384,556) 328888 (154694,503083) 425 (-4909,5758) 472 (349,594) 269 (-705,1242)

Table A.36 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Chad.

Table A.37.

Actual and Predicted Cases with 95% Confidence Intervals for Chad using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 474 40 (-810,890) 428 (338,518) 144 (-502,790) 394 (236,551) 322 (24,620) 428 (428,428) 450 (407,493)
5/17/2020 503 40 (-839,919) 428 (281,575) 146 (-527,819) 414 (247,580) 322 (-6,650) 428 (428,428) 474 (271,676)
5/18/2020 519 40 (-859,939) 428 (250,606) 148 (-544,840) 434 (268,601) 322 (-26,670) 428 (428,428) 497 (83,911)
5/19/2020 545 40 (-882,963) 428 (199,657) 150 (-564,863) 455 (287,624) 322 (-50,694) 428 (428,428) 521 (-147,1188)
5/20/2020 565 40 (-904,985) 428 (159,697) 151 (-583,885) 477 (308,647) 322 (-73,717) 428 (428,428) 544 (-414,1502)
5/21/2020 588 40 (-927,1008) 428 (114,742) 153 (-602,908) 500 (330,670) 322 (-97,741) 428 (428,428) 568 (-713,1849)
5/22/2020 611 40 (-950,1031) 428 (69,787) 155 (-621,931) 523 (352,693) 322 (-121,765) 428 (428,428) 591 (-1042,2225)
5/23/2020 648 40 (-977,1058) 428 (-3,859) 157 (-645,959) 546 (372,721) 322 (-150,794) 428 (428,428) 615 (-1398,2628)
5/24/2020 675 40 (-1005,1085) 428 (-56,912) 158 (-670,987) 571 (393,749) 322 (-179,823) 428 (428,428) 639 (-1779,3056)
5/25/2020 687 40 (-1029,1110) 428 (-80,936) 160 (-691,1011) 596 (417,774) 322 (-205,849) 428 (428,428) 662 (-2185,3509)
5/26/2020 700 40 (-1051,1132) 428 (-105,961) 162 (-709,1033) 621 (445,797) 322 (-228,872) 428 (428,428) 686 (-2613,3984)
5/27/2020 715 40 (-1073,1153) 428 (-135,991) 164 (-727,1054) 647 (475,820) 322 (-249,893) 428 (428,428) 709 (-3062,4481)
5/28/2020 726 40 (-1092,1173) 428 (-156,1012) 166 (-743,1074) 674 (506,843) 322 (-269,913) 428 (428,428) 733 (-3532,4998)
5/29/2020 759 40 (-1114,1194) 428 (-221,1077) 167 (-761,1096) 702 (537,867) 322 (-292,936) 428 (428,428) 756 (-4022,5535)
5/30/2020 759 40 (-1133,1213) 428 (-221,1077) 169 (-776,1114) 730 (570,891) 322 (-311,955) 428 (428,428) 780 (-4531,6091)
5/31/2020 778 40 (-1152,1232) 428 (-258,1114) 171 (-792,1133) 759 (604,915) 322 (-330,974) 428 (428,428) 803 (-5059,6666)
6/1/2020 790 40 (-1170,1250) 428 (-282,1138) 173 (-806,1151) 789 (639,940) 322 (-349,993) 428 (428,428) 827 (-5604,7258)
6/2/2020 803 40 (-1187,1268) 428 (-307,1163) 174 (-820,1169) 820 (673,966) 322 (-367,1011) 428 (428,428) 851 (-6167,7868)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 474 450 (407,493) 450 (432,467) 414 (296,532) 453 (404,503) 449 (431,466) 237 (-227,701)
5/17/2020 503 474 (271,676) 482 (458,507) 430 (299,561) 448 (385,512) 481 (456,506) 259 (-213,730)
5/18/2020 519 497 (83,911) 504 (464,545) 445 (308,581) 456 (367,545) 502 (461,543) 270 (-207,747)
5/19/2020 545 521 (-147,1188) 535 (480,591) 458 (313,604) 500 (-167,1166) 532 (476,588) 283 (-203,769)
5/20/2020 565 544 (-414,1502) 561 (489,634) 471 (317,625) 515 (-582,1611) 557 (484,630) 293 (-203,789)
5/21/2020 588 568 (-713,1849) 589 (497,681) 483 (318,647) 557 (-1262,2377) 583 (490,676) 305 (-201,811)
5/22/2020 611 591 (-1042,2225) 619 (508,730) 493 (318,669) 562 (-1806,2930) 611 (498,723) 321 (-194,837)
5/23/2020 648 615 (-1398,2628) 645 (511,778) 504 (312,696) 602 (-2542,3746) 635 (500,770) 334 (-196,863)
5/24/2020 675 639 (-1779,3056) 676 (520,831) 513 (304,723) 597 (-3128,4321) 663 (506,821) 352 (-190,894)
5/25/2020 687 662 (-2185,3509) 703 (523,883) 522 (299,746) 604 (-3671,4880) 688 (506,870) 366 (-185,917)
5/26/2020 700 686 (-2613,3984) 733 (528,938) 531 (296,766) 648 (-4407,5703) 715 (508,923) 379 (-179,938)
5/27/2020 715 709 (-3062,4481) 762 (531,993) 539 (293,785) 663 (-5168,6495) 741 (508,975) 390 (-176,955)
5/28/2020 726 733 (-3532,4998) 791 (532,1049) 547 (291,803) 706 (-6090,7501) 767 (505,1028) 402 (-169,973)
5/29/2020 759 756 (-4022,5535) 821 (535,1107) 554 (286,823) 710 (-6957,8378) 794 (504,1084) 417 (-162,996)
5/30/2020 759 780 (-4531,6091) 850 (535,1166) 561 (283,839) 750 (-7947,9447) 819 (500,1139) 435 (-147,1018)
5/31/2020 778 803 (-5059,6666) 881 (536,1227) 567 (279,856) 745 (-8841,10331) 847 (497,1196) 448 (-139,1035)
6/1/2020 790 827 (-5604,7258) 911 (535,1288) 573 (275,872) 753 (-9687,11192) 872 (491,1253) 464 (-125,1054)
6/2/2020 803 851 (-6167,7868) 942 (534,1350) 579 (271,887) 796 (-10666,12259) 899 (485,1312) 476 (-117,1069)

Table A.37 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Chile.

Table A.38.

Actual and Predicted Cases with 95% Confidence Intervals for Chile using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST
5/16/2020 41428 5934 (-63635,75503) 39542 (35845,43239) 19343 (-23944,62630) 37833 (30786,44880) 39542 (35845,43239)
5/17/2020 43781 5934 (-65978,77845) 39542 (31234,47850) 19570 (-25848,64988) 39285 (31306,47264) 39542 (33112,45972)
5/18/2020 46059 5934 (-68291,80158) 39542 (26769,52315) 19797 (-27725,67319) 40773 (31928,49617) 39542 (30489,48595)
5/19/2020 49579 5934 (-71276,83144) 39542 (19869,59215) 20025 (-30301,70350) 42297 (31828,52766) 39542 (26964,52120)
5/20/2020 53617 5934 (-74788,86656) 39542 (11955,67129) 20252 (-33427,73931) 43858 (31175,56541) 39542 (22845,56239)
5/21/2020 57581 5934 (-78553,90420) 39542 (4186,74898) 20479 (-36814,77773) 45456 (30351,60561) 39542 (18550,60534)
5/22/2020 61857 5934 (-82579,94447) 39542 (-4195,83279) 20706 (-40473,81886) 47092 (29338,64846) 39542 (14027,65057)
5/23/2020 65393 5934 (-86548,98416) 39542 (-11126,90210) 20934 (-44060,85928) 48766 (28553,68979) 39542 (9700,69384)
5/24/2020 69102 5934 (-90533,102400) 39542 (-18396,97480) 21161 (-47657,89979) 50478 (27867,73088) 39542 (5416,73668)
5/25/2020 73997 5934 (-94838,106705) 39542 (-27990,107074) 21388 (-51588,94365) 52229 (26888,77569) 39542 (759,78325)
5/26/2020 77961 5934 (-99155,111022) 39542 (-35759,114843) 21616 (-55522,98753) 54019 (26020,82018) 39542 (-3850,82934)
5/27/2020 82289 5934 (-103564,115431) 39542 (-44242,123326) 21843 (-59545,103231) 55849 (25150,86548) 39542 (-8530,87614)
5/28/2020 86943 5934 (-108113,119980) 39542 (-53364,132448) 22070 (-63709,107850) 57719 (24218,91220) 39542 (-13346,92430)
5/29/2020 90638 5934 (-112584,124451) 39542 (-60606,139690) 22297 (-67781,112376) 59630 (23492,95768) 39542 (-18023,97107)
5/30/2020 94858 5934 (-117091,128959) 39542 (-68877,147961) 22525 (-71885,116934) 61582 (22819,100344) 39542 (-22720,101804)
5/31/2020 99688 5934 (-121736,133604) 39542 (-78344,157428) 22752 (-76128,121632) 63575 (22081,105068) 39542 (-27561,106645)
6/1/2020 105158 5934 (-126602,138469) 39542 (-89065,168149) 22979 (-80598,126556) 65609 (21181,110038) 39542 (-32644,111728)
6/2/2020 108686 5934 (-131337,143204) 39542 (-95980,175064) 23206 (-84921,131334) 67687 (20538,114835) 39542 (-37540,116624)



Predicted Cases (95% Confidence Interval)
Date Actual Cases SES HLT DT ARIMA

5/16/2020 41428 39542 (39542,39542) 41286 (37868,44703) 41286 (37868,44703) 42002 (41710,42294)
5/17/2020 43781 39542 (39542,39542) 43228 (-1021712,1108168) 43228 (-1021712,1108168) 44509 (43890,45127)
5/18/2020 46059 39542 (39542,39542) 45171 (-2333653,2423994) 45171 (-2333653,2423994) 47054 (46051,48056)
5/19/2020 49579 39542 (39542,39542) 47113 (-3931663,4025889) 47113 (-3931663,4025889) 49575 (48101,51048)
5/20/2020 53617 39542 (39542,39542) 49055 (-5773849,5871960) 49055 (-5773849,5871960) 52172 (50202,54142)
5/21/2020 57581 39542 (39542,39542) 50998 (-7832023,7934018) 50998 (-7832023,7934018) 54748 (52216,57279)
5/22/2020 61857 39542 (39542,39542) 52940 (-10085826,10191707) 52940 (-10085826,10191707) 57365 (54234,60497)
5/23/2020 65393 39542 (39542,39542) 54883 (-12519713,12629479) 54883 (-12519713,12629479) 60011 (56243,63779)
5/24/2020 69102 39542 (39542,39542) 56825 (-15121324,15234974) 56825 (-15121324,15234974) 62652 (58198,67105)
5/25/2020 73997 39542 (39542,39542) 58768 (-17880528,17998064) 58768 (-17880528,17998064) 65349 (60186,70512)
5/26/2020 77961 39542 (39542,39542) 60710 (-20788832,20910252) 60710 (-20788832,20910252) 68038 (62122,73955)
5/27/2020 82289 39542 (39542,39542) 62653 (-23838978,23964283) 62653 (-23838978,23964283) 70765 (64066,77465)
5/28/2020 86943 39542 (39542,39542) 64595 (-27024674,27153864) 64595 (-27024674,27153864) 73515 (66003,81027)
5/29/2020 90638 39542 (39542,39542) 66537 (-30340396,30473471) 66537 (-30340396,30473471) 76272 (67911,84633)
5/30/2020 94858 39542 (39542,39542) 68480 (-33781244,33918204) 68480 (-33781244,33918204) 79072 (69839,88305)
5/31/2020 99688 39542 (39542,39542) 70422 (-37342832,37483677) 70422 (-37342832,37483677) 81874 (71736,92012)
6/1/2020 105158 39542 (39542,39542) 72365 (-41021207,41165936) 72365 (-41021207,41165936) 84709 (73641,95778)
6/2/2020 108686 39542 (39542,39542) 74307 (-44812777,44961391) 74307 (-44812777,44961391) 87566 (75540,99592)



Predicted Cases (95% Confidence Interval)
Date Actual Cases LSTM HWA SSM Sutte-Arima

5/16/2020 41428 31276 (11379,51174) 42128 (37059,47197) 41951 (41655,42247) 22353 (-15035,59740)
5/17/2020 43781 31514 (9445,53582) 44687 (-10543307,10632681) 44415 (43780,45050) 23466 (-15155,62088)
5/18/2020 46059 31616 (7289,55943) 47219 (-23523822,23618260) 46874 (45841,47907) 24682 (-15062,64426)
5/19/2020 49579 31557 (4066,59049) 49764 (-39361138,39460666) 49293 (47774,50812) 25901 (-15609,67412)
5/20/2020 53617 31383 (8,62759) 52328 (-57681044,57785700) 51778 (49744,53812) 27487 (-16138,71111)
5/21/2020 57581 31129 (-4484,66743) 54906 (-78216854,78326666) 54196 (51581,56811) 29071 (-16824,74966)
5/22/2020 61857 30818 (-9380,71016) 57465 (-100691895,100806825) 56660 (53424,59897) 30674 (-17689,79038)
5/23/2020 65393 30467 (-14250,75185) 60035 (-124982370,125102439) 59111 (55216,63007) 32127 (-18648,82902)
5/24/2020 69102 30089 (-19177,79355) 62594 (-150935543,151060731) 61543 (56937,66148) 33354 (-19910,86618)
5/25/2020 73997 29690 (-24518,83899) 65125 (-178393802,178524053) 64016 (58675,69357) 34654 (-21454,90761)
5/26/2020 77961 29281 (-29872,88433) 67671 (-207315884,207451225) 66441 (60320,72563) 36104 (-22835,95042)
5/27/2020 82289 28870 (-35325,93065) 70235 (-237671609,237812078) 68904 (61972,75837) 37539 (-24310,99389)
5/28/2020 86943 28464 (-40923,97851) 72813 (-269421434,269567060) 71351 (63576,79126) 39020 (-25862,103902)
5/29/2020 90638 28066 (-46398,102531) 75372 (-302465902,302616645) 73790 (65136,82445) 40352 (-27493,108196)
5/30/2020 94858 27675 (-51895,107244) 77941 (-336775950,336931832) 76255 (66697,85812) 41702 (-29147,112552)
5/31/2020 99688 27288 (-57530,112106) 80500 (-372286375,372447375) 78687 (68191,89183) 43082 (-30913,117077)
6/1/2020 105158 26912 (-63390,117214) 83032 (-408911940,409078004) 81147 (69687,92608) 44528 (-32828,121884)
6/2/2020 108686 26547 (-69064,122157) 85577 (-446645823,446816978) 83592 (71139,96044) 46263 (-34255,126781)

Table A.38 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for China.

Table A.39.

Actual and Predicted Cases with 95% Confidence Intervals for China using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 84044 69103 (39817,98388) 84038 (84026,84050) 103515 (65352,141679) 91141 (77231,105052) 83959 (83792,84126) 84038 (84038,84038) 84045 (84031,84058)
5/17/2020 84054 69103 (39808,98398) 84038 (84007,84069) 104099 (65369,142828) 92185 (77227,107142) 83959 (83782,84136) 84038 (84038,84038) 84052 (84023,84081)
5/18/2020 84063 69103 (39798,98407) 84038 (83989,84087) 104682 (65383,143980) 93291 (77222,109359) 83959 (83773,84145) 84038 (84038,84038) 84059 (84009,84109)
5/19/2020 84063 69103 (39794,98411) 84038 (83989,84087) 105265 (65390,145140) 94461 (77213,111709) 83959 (83768,84150) 84038 (84038,84038) 84066 (83991,84142)
5/20/2020 84063 69103 (39791,98414) 84038 (83989,84087) 105848 (65393,146304) 95697 (77204,114190) 83959 (83766,84152) 84038 (84038,84038) 84073 (83969,84177)
5/21/2020 84063 69103 (39789,98416) 84038 (83989,84087) 106432 (65392,147471) 97001 (77198,116803) 83959 (83764,84154) 84038 (84038,84038) 84080 (83945,84216)
5/22/2020 84081 69103 (39783,98422) 84038 (83954,84122) 107015 (65394,148636) 98373 (77201,119544) 83959 (83757,84161) 84038 (84038,84038) 84088 (83918,84257)
5/23/2020 84084 69103 (39777,98428) 84038 (83948,84128) 107598 (65393,149803) 99815 (77209,122421) 83959 (83751,84167) 84038 (84038,84038) 84095 (83889,84301)
5/24/2020 84095 69103 (39771,98434) 84038 (83926,84150) 108181 (65391,150971) 101330 (77225,125435) 83959 (83744,84174) 84038 (84038,84038) 84102 (83857,84346)
5/25/2020 84102 69103 (39764,98441) 84038 (83913,84163) 108765 (65388,152141) 102918 (77248,128588) 83959 (83736,84182) 84038 (84038,84038) 84109 (83823,84395)
5/26/2020 84103 69103 (39758,98447) 84038 (83911,84165) 109348 (65381,153315) 104581 (77277,131884) 83959 (83730,84188) 84038 (84038,84038) 84116 (83787,84445)
5/27/2020 84106 69103 (39753,98452) 84038 (83905,84171) 109931 (65372,154490) 106320 (77314,135326) 83959 (83725,84193) 84038 (84038,84038) 84123 (83749,84497)
5/28/2020 84106 69103 (39749,98456) 84038 (83905,84171) 110514 (65361,155668) 108138 (77360,138916) 83959 (83720,84198) 84038 (84038,84038) 84130 (83710,84551)
5/29/2020 84123 69103 (39743,98463) 84038 (83871,84205) 111098 (65350,156846) 110035 (77418,142652) 83959 (83713,84205) 84038 (84038,84038) 84137 (83668,84607)
5/30/2020 84128 69103 (39737,98469) 84038 (83862,84214) 111681 (65337,158025) 112013 (77487,146540) 83959 (83707,84211) 84038 (84038,84038) 84145 (83625,84664)
5/31/2020 84146 69103 (39729,98476) 84038 (83826,84250) 112264 (65324,159204) 114074 (77569,150579) 83959 (83698,84220) 84038 (84038,84038) 84152 (83580,84724)
6/1/2020 84154 69103 (39722,98484) 84038 (83811,84265) 112848 (65310,160385) 116219 (77663,154775) 83959 (83690,84228) 84038 (84038,84038) 84159 (83533,84785)
6/2/2020 84161 69103 (39714,98491) 84038 (83797,84279) 113431 (65294,161567) 118450 (77769,159130) 83959 (83681,84237) 84038 (84038,84038) 84166 (83485,84847)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 84044 84043 (84033,84054) 83878 (81077,86679) 83810 (83352,84269) 84334 (83754,84913) 84046 (81111,86981) 41942 (-40577,124462)
5/17/2020 84054 84049 (84028,84070) 83660 (79033,88287) 83792 (83306,84279) 84467 (74333,94601) 84053 (79086,89019) 41833 (-40803,124469)
5/18/2020 84063 84055 (84020,84089) 83400 (77105,89695) 83776 (83263,84289) 84429 (71897,96961) 84060 (77303,90817) 41704 (-41061,124470)
5/19/2020 84063 84060 (84010,84110) 83102 (75204,91000) 83761 (83227,84295) 84321 (71781,96860) 84067 (75457,92677) 41555 (-41348,124458)
5/20/2020 84063 84065 (83998,84132) 82768 (73299,92237) 83745 (83193,84298) 84072 (61833,106310) 84074 (73489,94660) 41387 (-41665,124439)
5/21/2020 84063 84070 (83985,84156) 82399 (71382,93416) 83731 (83161,84301) 83961 (49465,118457) 84081 (71411,96752) 41201 (-42011,124413)
5/22/2020 84081 84075 (83970,84180) 81997 (69452,94543) 83717 (83125,84310) 84189 (48298,120080) 84089 (69230,98947) 40999 (-42390,124388)
5/23/2020 84084 84080 (83954,84205) 81564 (67508,95620) 83705 (83091,84318) 84439 (47649,121228) 84096 (66948,101243) 40785 (-42790,124360)
5/24/2020 84095 84084 (83937,84231) 81100 (65554,96646) 83693 (83057,84328) 84567 (43903,125232) 84103 (64568,103638) 40553 (-43220,124327)
5/25/2020 84102 84088 (83919,84258) 80606 (63590,97621) 83682 (83025,84338) 84524 (41443,127605) 84110 (62091,106129) 40308 (-43673,124290)
5/26/2020 84103 84093 (83900,84285) 80084 (61620,98547) 83671 (82995,84347) 84411 (40904,127919) 84117 (59523,108712) 40045 (-44155,124245)
5/27/2020 84106 84097 (83881,84312) 79533 (59645,99422) 83661 (82967,84356) 84158 (38980,129336) 84125 (56864,111385) 39770 (-44658,124198)
5/28/2020 84106 84100 (83861,84340) 78956 (57666,100247) 83652 (82941,84364) 84043 (34439,133646) 84132 (54119,114145) 39480 (-45186,124146)
5/29/2020 84123 84104 (83841,84367) 78353 (55684,101022) 83644 (82914,84374) 84267 (34476,134058) 84139 (51288,116990) 39177 (-45738,124093)
5/30/2020 84128 84108 (83820,84396) 77724 (53701,101748) 83636 (82888,84384) 84513 (32949,136076) 84146 (48376,119917) 38865 (-46308,124039)
5/31/2020 84146 84111 (83799,84424) 77070 (51717,102424) 83629 (82861,84396) 84637 (28424,140851) 84153 (45383,122924) 38539 (-46905,123982)
6/1/2020 84154 84115 (83777,84452) 76392 (49732,103052) 83622 (82836,84408) 84591 (25241,143941) 84161 (42312,126010) 38203 (-47520,123925)
6/2/2020 84161 84118 (83755,84481) 75690 (47747,103632) 83615 (82811,84420) 84475 (24176,144773) 84168 (39164,129172) 37850 (-48160,123860)

Table A.39 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Colombia.

Table A.40.

Actual and Predicted Cases with 95% Confidence Intervals for Colombia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 14939 2268 (-22566,27103) 14216 (12799,15633) 7414 (-7335,22163) 14462 (13528,15396) 14216 (12799,15633) 14216 (14216,14216) 14784 (13670,15898)
5/17/2020 15574 2268 (-23196,27733) 14216 (11554,16878) 7501 (-7794,22796) 15014 (13996,16033) 14216 (12084,16348) 14216 (14216,14216) 15367 (-89320,120053)
5/18/2020 16295 2268 (-23889,28426) 14216 (10141,18291) 7588 (-8318,23495) 15580 (14419,16740) 14216 (11289,17143) 14216 (14216,14216) 15949 (-217330,249228)
5/19/2020 16935 2268 (-24560,29097) 14216 (8887,19545) 7676 (-8820,24172) 16159 (14898,17419) 14216 (10538,17894) 14216 (14216,14216) 16531 (-373245,406308)
5/20/2020 17687 2268 (-25272,29809) 14216 (7413,21019) 7763 (-9365,24891) 16752 (15358,18146) 14216 (9735,18697) 14216 (14216,14216) 17114 (-552995,587222)
5/21/2020 18330 2268 (-25967,30504) 14216 (6153,22279) 7850 (-9892,25592) 17358 (15867,18850) 14216 (8966,19466) 14216 (14216,14216) 17696 (-753833,789224)
5/22/2020 19131 2268 (-26704,31241) 14216 (4583,23849) 7937 (-10463,26338) 17980 (16357,19602) 14216 (8143,20289) 14216 (14216,14216) 18278 (-973775,1010331)
5/23/2020 20177 2268 (-27539,32076) 14216 (2532,25900) 8025 (-11137,27186) 18615 (16750,20479) 14216 (7192,21240) 14216 (14216,14216) 18860 (-1211305,1249026)
5/24/2020 21175 2268 (-28429,32966) 14216 (576,27856) 8112 (-11869,28092) 19265 (17109,21421) 14216 (6183,22249) 14216 (14216,14216) 19443 (-1465217,1504103)
5/25/2020 21981 2268 (-29313,33850) 14216 (-1003,29435) 8199 (-12592,28990) 19929 (17521,22338) 14216 (5203,23229) 14216 (14216,14216) 20025 (-1734523,1774572)
5/26/2020 23003 2268 (-30241,34778) 14216 (-3007,31439) 8286 (-13361,29934) 20608 (17911,23306) 14216 (4175,24257) 14216 (14216,14216) 20607 (-2018392,2059606)
5/27/2020 24104 2268 (-31219,35756) 14216 (-5164,33596) 8373 (-14183,30929) 21303 (18272,24333) 14216 (3093,25339) 14216 (14216,14216) 21190 (-2316117,2358496)
5/28/2020 24141 2268 (-32032,36569) 14216 (-5237,33669) 8461 (-14827,31748) 22012 (18879,25145) 14216 (2245,26187) 14216 (14216,14216) 21772 (-2627083,2670627)
5/29/2020 25406 2268 (-32937,37473) 14216 (-7716,36148) 8548 (-15567,32663) 22736 (19409,26064) 14216 (1276,27156) 14216 (14216,14216) 22354 (-2950751,2995459)
5/30/2020 26734 2268 (-33926,38463) 14216 (-10319,38751) 8635 (-16398,33668) 23477 (19864,27089) 14216 (202,28230) 14216 (14216,14216) 22936 (-3286643,3332516)
5/31/2020 27219 2268 (-34848,39385) 14216 (-11270,39702) 8722 (-17155,34600) 24232 (20441,28024) 14216 (-775,29207) 14216 (14216,14216) 23519 (-3634330,3681367)
6/1/2020 29384 2268 (-35978,40515) 14216 (-15513,43945) 8810 (-18133,35752) 25003 (20777,29230) 14216 (-2016,30448) 14216 (14216,14216) 24101 (-3993426,4041628)
6/2/2020 30593 2268 (-37136,41673) 14216 (-17883,46315) 8897 (-19140,36933) 25791 (21122,30459) 14216 (-3280,31712) 14216 (14216,14216) 24683 (-4363581,4412948)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 14939 14784 (13670,15898) 14895 (14782,15009) 13087 (9458,16717) 14844 (13613,16076) 14925 (14814,15036) 7780 (-6253,21812)
5/17/2020 15574 15367 (-89320,120053) 15560 (15391,15730) 13443 (9531,17356) 15479 (-366259,397218) 15635 (15475,15794) 8123 (-6198,22444)
5/18/2020 16295 15949 (-217330,249228) 16227 (15985,16470) 13789 (9517,18060) 16096 (-826982,859174) 16371 (16152,16591) 8448 (-6234,23131)
5/19/2020 16935 16531 (-373245,406308) 16904 (16573,17236) 14120 (9506,18735) 16764 (-1411232,1444760) 17128 (16842,17415) 8807 (-6198,23811)
5/20/2020 17687 17114 (-552995,587222) 17587 (17159,18015) 14443 (9432,19455) 17398 (-2077510,2112306) 17906 (17544,18269) 9133 (-6240,24506)
5/21/2020 18330 17696 (-753833,789224) 18274 (17741,18807) 14764 (9371,20156) 18034 (-2819816,2855885) 18705 (18257,19154) 9497 (-6216,25210)
5/22/2020 19131 18278 (-973775,1010331) 18968 (18322,19614) 15084 (9261,20907) 18695 (-3640701,3678091) 19525 (18981,20069) 9830 (-6267,25926)
5/23/2020 20177 18860 (-1211305,1249026) 19667 (18901,20434) 15407 (9036,21779) 19301 (-4512856,4551457) 20365 (19714,21016) 10207 (-6359,26773)
5/24/2020 21175 19443 (-1465217,1504103) 20372 (19479,21266) 15736 (8756,22715) 19936 (-5445546,5485417) 21224 (20456,21993) 10611 (-6465,27687)
5/25/2020 21981 20025 (-1734523,1774572) 21083 (20056,22110) 16070 (8503,23637) 20552 (-6429227,6470332) 22104 (21206,23002) 11027 (-6538,28592)
5/26/2020 23003 20607 (-2018392,2059606) 21800 (20634,22967) 16414 (8215,24613) 21221 (-7477719,7520161) 23003 (21964,24043) 11386 (-6714,29486)
5/27/2020 24104 21190 (-2316117,2358496) 22523 (21211,23835) 16768 (7888,25648) 21855 (-8575955,8619664) 23922 (22728,25115) 11743 (-6945,30430)
5/28/2020 24141 21772 (-2627083,2670627) 23251 (21788,24714) 17134 (7791,26477) 22491 (-9722539,9767520) 24859 (23500,26218) 12124 (-6981,31230)
5/29/2020 25406 22354 (-2950751,2995459) 23986 (22366,25605) 17509 (7601,27417) 23151 (-10922118,10968420) 25815 (24277,27353) 12361 (-7277,31999)
5/30/2020 26734 22936 (-3286643,3332516) 24726 (22944,26507) 17895 (7329,28461) 23757 (-12157649,12205163) 26790 (25060,28520) 12773 (-7472,33018)
5/31/2020 27219 23519 (-3634330,3681367) 25472 (23523,27420) 18292 (7166,29418) 24392 (-13436375,13485159) 27783 (25849,29718) 13185 (-7588,33958)
6/1/2020 29384 24101 (-3993426,4041628) 26223 (24103,28343) 18702 (6773,30631) 25009 (-14752432,14802449) 28794 (26642,30947) 13636 (-7862,35135)
6/2/2020 30593 24683 (-4363581,4412948) 26981 (24684,29277) 19125 (6379,31871) 25677 (-16117509,16168863) 29823 (27439,32208) 14174 (-8054,36401)

Table A.40 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Comoros.

Table A.41.

Actual and Predicted Cases with 95% Confidence Intervals for Comoros using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 11 1 (-19,21) 11 (11,11) 4 (-10,18) 12 (10,14) 11 (11,11) 11 (11,11) 11 (11,12)
5/17/2020 11 1 (-19,21) 11 (11,11) 4 (-10,18) 12 (10,15) 11 (11,11) 11 (11,11) 12 (11,13)
5/18/2020 11 1 (-19,21) 11 (11,11) 4 (-10,18) 13 (10,16) 11 (11,11) 11 (11,11) 12 (11,13)
5/19/2020 11 1 (-19,21) 11 (11,11) 4 (-10,18) 14 (10,18) 11 (11,11) 11 (11,11) 12 (11,14)
5/20/2020 34 1 (-33,35) 11 (-34,56) 4 (-25,33) 15 (-3,32) 11 (-9,31) 11 (11,11) 13 (11,15)
5/21/2020 34 1 (-40,42) 11 (-34,56) 4 (-32,40) 15 (-7,37) 11 (-15,37) 11 (11,11) 13 (11,15)
5/22/2020 78 1 (-67,69) 11 (-120,142) 4 (-60,68) 16 (-34,66) 11 (-44,66) 11 (11,11) 13 (11,16)
5/23/2020 78 1 (-82,84) 11 (-120,142) 4 (-75,83) 17 (-46,80) 11 (-58,80) 11 (11,11) 14 (11,16)
5/24/2020 87 1 (-96,98) 11 (-138,160) 4 (-88,96) 18 (-57,93) 11 (-71,93) 11 (11,11) 14 (11,17)
5/25/2020 87 1 (-105,107) 11 (-138,160) 4 (-97,105) 18 (-64,101) 11 (-80,102) 11 (11,11) 14 (11,17)
5/26/2020 87 1 (-112,114) 11 (-138,160) 4 (-104,112) 19 (-69,108) 11 (-87,109) 11 (11,11) 15 (12,18)
5/27/2020 87 1 (-118,120) 11 (-138,160) 4 (-109,118) 20 (-73,113) 11 (-92,114) 11 (11,11) 15 (12,18)
5/28/2020 87 1 (-122,124) 11 (-138,160) 4 (-114,122) 21 (-75,117) 11 (-96,118) 11 (11,11) 15 (12,19)
5/29/2020 87 1 (-126,128) 11 (-138,160) 4 (-117,126) 22 (-77,121) 11 (-100,122) 11 (11,11) 16 (12,19)
5/30/2020 106 1 (-133,135) 11 (-175,197) 4 (-124,133) 23 (-81,127) 11 (-106,128) 11 (11,11) 16 (12,20)
5/31/2020 106 1 (-138,140) 11 (-175,197) 4 (-129,138) 24 (-85,132) 11 (-112,134) 11 (11,11) 16 (12,21)
6/1/2020 106 1 (-143,145) 11 (-175,197) 5 (-134,143) 25 (-87,137) 11 (-116,138) 11 (11,11) 17 (12,21)
6/2/2020 132 1 (-152,154) 11 (-226,248) 5 (-142,152) 26 (-94,145) 11 (-125,147) 11 (11,11) 17 (12,22)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 11 11 (11,12) 11 (10,12) 11 (10,11) 11 (11,11) 11 (10,12) 5 (-6,16)
5/17/2020 11 11 (11,12) 11 (9,12) 10 (9,11) 11 (11,11) 11 (9,12) 5 (-6,16)
5/18/2020 11 11 (11,12) 10 (9,12) 10 (8,11) 11 (10,11) 10 (9,12) 5 (-6,16)
5/19/2020 11 12 (11,12) 10 (8,13) 9 (7,11) 11 (10,11) 10 (8,13) 5 (-6,16)
5/20/2020 34 12 (11,12) 10 (7,13) 9 (-13,31) 11 (11,11) 10 (7,13) 5 (-22,32)
5/21/2020 34 12 (11,13) 10 (6,14) 8 (-21,37) 11 (11,11) 10 (6,14) 11 (-20,42)
5/22/2020 78 12 (11,13) 10 (5,14) 8 (-51,66) 11 (10,11) 10 (5,15) 11 (-47,68)
5/23/2020 78 12 (11,13) 10 (4,15) 7 (-67,81) 11 (11,11) 10 (4,15) 21 (-46,88)
5/24/2020 87 12 (11,13) 9 (3,16) 6 (-81,93) 11 (10,11) 9 (3,16) 15 (-64,94)
5/25/2020 87 12 (11,13) 9 (2,17) 5 (-92,102) 11 (10,11) 9 (2,17) 16 (-70,103)
5/26/2020 87 12 (11,13) 9 (1,17) 5 (-100,109) 11 (10,11) 9 (1,18) 6 (-89,101)
5/27/2020 87 12 (11,13) 9 (-1,18) 4 (-106,115) 11 (10,11) 9 (-1,18) 6 (-96,108)
5/28/2020 87 12 (11,13) 9 (-2,19) 4 (-112,119) 11 (10,11) 9 (-2,19) 4 (-104,112)
5/29/2020 87 12 (11,13) 8 (-3,20) 3 (-117,123) 11 (10,11) 9 (-3,20) 4 (-109,117)
5/30/2020 106 12 (11,14) 8 (-5,21) 2 (-125,129) 11 (10,11) 8 (-4,21) 4 (-116,125)
5/31/2020 106 12 (11,14) 8 (-6,22) 2 (-131,135) 11 (10,11) 8 (-6,22) 7 (-119,134)
6/1/2020 106 12 (11,14) 8 (-7,23) 1 (-137,140) 11 (10,11) 8 (-7,23) 7 (-124,139)
6/2/2020 132 12 (11,14) 8 (-9,24) 1 (-146,149) 11 (10,11) 8 (-9,24) 7 (-133,147)

Table A.41 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Congo Brazzaville.

Table A.42.

Actual and Predicted Cases with 95% Confidence Intervals for Congo Brazzaville using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 391 68 (-565,701) 391 (391,391) 222 (-110,554) 408 (375,440) 333 (219,447) 391 (391,391) 409 (373,445)
5/17/2020 391 68 (-565,701) 391 (391,391) 224 (-105,554) 422 (373,471) 333 (219,447) 391 (391,391) 426 (297,554)
5/18/2020 412 68 (-579,715) 391 (350,432) 227 (-114,568) 437 (388,485) 333 (204,462) 391 (391,391) 442 (189,696)
5/19/2020 420 68 (-590,726) 391 (334,448) 230 (-120,579) 452 (399,504) 333 (193,473) 391 (391,391) 459 (56,862)
5/20/2020 420 68 (-597,733) 391 (334,448) 232 (-121,585) 467 (405,529) 333 (186,480) 391 (391,391) 475 (-98,1049)
5/21/2020 469 68 (-619,754) 391 (238,544) 235 (-138,608) 482 (425,540) 333 (160,506) 391 (391,391) 492 (-271,1254)
5/22/2020 469 68 (-634,770) 391 (238,544) 237 (-148,623) 498 (441,556) 333 (144,522) 391 (391,391) 508 (-460,1477)
5/23/2020 487 68 (-650,786) 391 (203,579) 240 (-159,639) 515 (457,572) 333 (126,540) 391 (391,391) 525 (-666,1716)
5/24/2020 487 68 (-662,798) 391 (203,579) 243 (-166,651) 531 (470,592) 333 (114,552) 391 (391,391) 541 (-886,1969)
5/25/2020 487 68 (-672,808) 391 (203,579) 245 (-171,661) 548 (479,618) 333 (104,562) 391 (391,391) 558 (-1120,2236)
5/26/2020 487 68 (-680,815) 391 (203,579) 248 (-173,669) 565 (485,646) 333 (97,569) 391 (391,391) 574 (-1367,2516)
5/27/2020 571 68 (-702,838) 391 (38,744) 250 (-192,692) 583 (505,661) 333 (70,596) 391 (391,391) 591 (-1627,2809)
5/28/2020 571 68 (-721,857) 391 (38,744) 253 (-206,711) 601 (525,677) 333 (49,617) 391 (391,391) 607 (-1898,3113)
5/29/2020 571 68 (-737,872) 391 (38,744) 256 (-216,727) 619 (542,697) 333 (32,634) 391 (391,391) 624 (-2181,3429)
5/30/2020 571 68 (-750,886) 391 (38,744) 258 (-224,741) 638 (556,721) 333 (18,648) 391 (391,391) 640 (-2475,3756)
5/31/2020 611 68 (-768,903) 391 (-40,822) 261 (-237,758) 657 (574,740) 333 (-1,667) 391 (391,391) 657 (-2780,4094)
6/1/2020 611 68 (-783,919) 391 (-40,822) 263 (-247,774) 677 (590,763) 333 (-17,683) 391 (391,391) 673 (-3095,4442)
6/2/2020 611 68 (-796,932) 391 (-40,822) 266 (-255,787) 697 (604,789) 333 (-30,696) 391 (391,391) 690 (-3420,4800)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 391 409 (373,445) 409 (390,428) 334 (221,446) 407 (376,437) 410 (391,429) 215 (-130,560)
5/17/2020 391 426 (297,554) 426 (403,450) 336 (227,446) 423 (323,523) 428 (404,452) 224 (-113,560)
5/18/2020 412 442 (189,696) 444 (415,472) 339 (217,461) 443 (233,652) 446 (416,475) 222 (-128,571)
5/19/2020 420 459 (56,862) 461 (427,495) 341 (210,472) 458 (131,785) 464 (428,499) 234 (-119,587)
5/20/2020 420 475 (-98,1049) 479 (438,519) 342 (207,478) 478 (3,953) 481 (439,524) 244 (-107,596)
5/21/2020 469 492 (-271,1254) 497 (450,543) 343 (184,503) 497 (-145,1140) 499 (450,549) 253 (-111,617)
5/22/2020 469 508 (-460,1477) 515 (461,568) 344 (170,518) 515 (-307,1336) 517 (460,575) 267 (-102,636)
5/23/2020 487 525 (-666,1716) 533 (473,593) 345 (155,535) 529 (-475,1533) 535 (470,600) 275 (-100,650)
5/24/2020 487 541 (-886,1969) 551 (484,618) 346 (144,547) 546 (-652,1744) 553 (479,627) 287 (-90,664)
5/25/2020 487 558 (-1120,2236) 569 (495,644) 346 (136,557) 565 (-844,1975) 571 (488,653) 288 (-90,666)
5/26/2020 487 574 (-1367,2516) 588 (506,670) 347 (130,564) 580 (-1046,2206) 589 (497,680) 297 (-81,675)
5/27/2020 571 591 (-1627,2809) 607 (517,697) 347 (104,591) 601 (-1260,2461) 607 (505,708) 303 (-89,696)
5/28/2020 571 607 (-1898,3113) 626 (527,724) 348 (85,611) 620 (-1488,2728) 624 (513,735) 328 (-71,727)
5/29/2020 571 624 (-2181,3429) 645 (538,752) 348 (69,628) 637 (-1727,3001) 642 (521,763) 338 (-66,741)
5/30/2020 571 640 (-2475,3756) 664 (549,779) 349 (57,641) 652 (-1971,3275) 660 (529,792) 347 (-59,753)
5/31/2020 611 657 (-2780,4094) 684 (559,808) 349 (39,660) 668 (-2221,3558) 678 (536,820) 342 (-73,756)
6/1/2020 611 673 (-3095,4442) 703 (570,836) 350 (24,676) 688 (-2482,3857) 696 (543,849) 358 (-61,778)
6/2/2020 611 690 (-3420,4800) 723 (580,865) 350 (12,689) 703 (-2750,4155) 714 (550,878) 368 (-55,791)

Table A.42 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Congo Kinshasa.

Table A.43.

Actual and Predicted Cases with 95% Confidence Intervals for Congo Kinshasa using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 1455 200 (-2260,2660) 1298 (990,1606) 652 (-921,2225) 1291 (969,1612) 1298 (990,1606) 1298 (1298,1298) 1354 (1245,1462)
5/17/2020 1455 200 (-2260,2660) 1298 (990,1606) 660 (-905,2226) 1341 (1064,1618) 1298 (990,1606) 1298 (1298,1298) 1410 (331,2489)
5/18/2020 1538 200 (-2316,2715) 1298 (828,1768) 668 (-946,2281) 1393 (1113,1672) 1298 (928,1668) 1298 (1298,1298) 1467 (-859,3792)
5/19/2020 1629 200 (-2390,2790) 1298 (649,1947) 675 (-1006,2357) 1445 (1144,1747) 1298 (842,1754) 1298 (1298,1298) 1523 (-2309,5356)
5/20/2020 1731 200 (-2477,2877) 1298 (449,2147) 683 (-1079,2445) 1499 (1162,1837) 1298 (741,1855) 1298 (1298,1298) 1580 (-3984,7144)
5/21/2020 1835 200 (-2572,2972) 1298 (245,2351) 691 (-1160,2542) 1555 (1174,1936) 1298 (632,1964) 1298 (1298,1298) 1637 (-5857,9130)
5/22/2020 1945 200 (-2674,3074) 1298 (30,2566) 698 (-1248,2645) 1611 (1181,2042) 1298 (517,2079) 1298 (1298,1298) 1693 (-7910,11297)
5/23/2020 2025 200 (-2771,3171) 1298 (-127,2723) 706 (-1331,2743) 1669 (1197,2142) 1298 (411,2185) 1298 (1298,1298) 1750 (-10129,13629)
5/24/2020 2141 200 (-2875,3274) 1298 (-354,2950) 714 (-1421,2849) 1729 (1208,2249) 1298 (296,2300) 1298 (1298,1298) 1807 (-12503,16117)
5/25/2020 2297 200 (-2994,3393) 1298 (-660,3256) 721 (-1527,2970) 1790 (1204,2375) 1298 (164,2432) 1298 (1298,1298) 1863 (-15023,18750)
5/26/2020 2403 200 (-3112,3511) 1298 (-868,3464) 729 (-1632,3090) 1852 (1205,2498) 1298 (35,2561) 1298 (1298,1298) 1920 (-17681,21521)
5/27/2020 2546 200 (-3237,3637) 1298 (-1148,3744) 737 (-1745,3218) 1915 (1201,2629) 1298 (-102,2698) 1298 (1298,1298) 1977 (-20470,24423)
5/28/2020 2660 200 (-3363,3763) 1298 (-1372,3968) 744 (-1857,3346) 1980 (1200,2759) 1298 (-238,2834) 1298 (1298,1298) 2033 (-23384,27451)
5/29/2020 2833 200 (-3500,3900) 1298 (-1711,4307) 752 (-1982,3486) 2046 (1189,2903) 1298 (-386,2982) 1298 (1298,1298) 2090 (-26419,30599)
5/30/2020 2966 200 (-3639,4039) 1298 (-1971,4567) 760 (-2108,3627) 2114 (1181,3047) 1298 (-535,3131) 1298 (1298,1298) 2147 (-29569,33863)
5/31/2020 3070 200 (-3774,4174) 1298 (-2175,4771) 767 (-2229,3764) 2183 (1180,3186) 1298 (-678,3274) 1298 (1298,1298) 2203 (-32832,37238)
6/1/2020 3195 200 (-3910,4310) 1298 (-2420,5016) 775 (-2352,3902) 2254 (1183,3325) 1298 (-820,3416) 1298 (1298,1298) 2260 (-36202,40722)
6/2/2020 3326 200 (-4047,4447) 1298 (-2677,5273) 783 (-2475,4041) 2326 (1187,3465) 1298 (-964,3560) 1298 (1298,1298) 2317 (-39678,44311)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 1455 1354 (1245,1462) 1354 (1327,1381) 1074 (327,1821) 1335 (1263,1406) 1358 (1331,1386) 711 (-749,2170)
5/17/2020 1455 1410 (331,2489) 1410 (1367,1452) 1079 (337,1821) 1388 (532,2245) 1401 (1349,1452) 755 (-662,2171)
5/18/2020 1538 1467 (-859,3792) 1465 (1408,1522) 1082 (286,1878) 1430 (-283,3143) 1447 (1364,1530) 770 (-677,2217)
5/19/2020 1629 1523 (-2309,5356) 1520 (1449,1592) 1081 (208,1955) 1496 (-1517,4509) 1479 (1366,1592) 802 (-690,2294)
5/20/2020 1731 1580 (-3984,7144) 1576 (1488,1663) 1078 (110,2047) 1567 (-3085,6219) 1514 (1368,1660) 818 (-739,2374)
5/21/2020 1835 1637 (-5857,9130) 1630 (1527,1733) 1073 (0,2147) 1637 (-4904,8179) 1538 (1360,1716) 863 (-757,2482)
5/22/2020 1945 1693 (-7910,11297) 1685 (1566,1804) 1068 (-120,2255) 1690 (-6787,10167) 1566 (1354,1777) 894 (-796,2584)
5/23/2020 2025 1750 (-10129,13629) 1740 (1603,1876) 1061 (-235,2358) 1728 (-8639,12095) 1584 (1340,1827) 924 (-831,2679)
5/24/2020 2141 1807 (-12503,16117) 1794 (1640,1947) 1054 (-359,2468) 1782 (-10601,14164) 1604 (1328,1881) 947 (-882,2777)
5/25/2020 2297 1863 (-15023,18750) 1848 (1676,2019) 1048 (-501,2596) 1823 (-12601,16248) 1618 (1310,1926) 976 (-943,2895)
5/26/2020 2403 1920 (-17681,21521) 1902 (1712,2091) 1041 (-641,2722) 1890 (-14800,18580) 1634 (1294,1974) 1011 (-995,3017)
5/27/2020 2546 1977 (-20470,24423) 1955 (1746,2164) 1034 (-790,2857) 1961 (-17225,21146) 1644 (1274,2014) 1042 (-1058,3143)
5/28/2020 2660 2033 (-23384,27451) 2009 (1780,2237) 1027 (-937,2991) 2031 (-19848,23909) 1656 (1256,2057) 1074 (-1121,3269)
5/29/2020 2833 2090 (-26419,30599) 2062 (1814,2310) 1020 (-1098,3137) 2083 (-22544,26711) 1664 (1235,2093) 1093 (-1210,3396)
5/30/2020 2966 2147 (-29569,33863) 2115 (1846,2383) 1013 (-1259,3285) 2121 (-25224,29467) 1674 (1216,2132) 1131 (-1280,3542)
5/31/2020 3070 2203 (-32832,37238) 2168 (1879,2457) 1007 (-1414,3428) 2175 (-27970,32321) 1679 (1194,2165) 1156 (-1360,3671)
6/1/2020 3195 2260 (-36202,40722) 2220 (1910,2531) 1001 (-1569,3571) 2217 (-30739,35173) 1687 (1174,2199) 1180 (-1442,3802)
6/2/2020 3326 2317 (-39678,44311) 2273 (1941,2605) 995 (-1725,3715) 2283 (-33646,38213) 1691 (1152,2230) 1198 (-1533,3929)

Table A.43 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Costa Rica.

Table A.44.

Actual and Predicted Cases with 95% Confidence Intervals for Costa Rica using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 853 283 (-835,1400) 843 (823,863) 805 (711,899) 857 (849,865) 843 (823,863) 843 (843,843) 852 (835,869)
5/17/2020 863 283 (-845,1410) 843 (804,882) 814 (719,909) 861 (854,867) 843 (812,874) 843 (843,843) 862 (817,906)
5/18/2020 866 283 (-850,1416) 843 (798,888) 823 (731,914) 864 (858,870) 843 (807,879) 843 (843,843) 871 (790,953)
5/19/2020 882 283 (-861,1426) 843 (767,919) 832 (738,925) 866 (850,883) 843 (794,892) 843 (843,843) 881 (757,1006)
5/20/2020 897 283 (-873,1439) 843 (737,949) 841 (743,938) 868 (839,897) 843 (778,908) 843 (843,843) 891 (717,1066)
5/21/2020 903 283 (-883,1449) 843 (725,961) 849 (751,948) 870 (832,907) 843 (767,919) 843 (843,843) 901 (672,1131)
5/22/2020 911 283 (-893,1458) 843 (710,976) 858 (759,957) 871 (825,917) 843 (756,930) 843 (843,843) 911 (622,1200)
5/23/2020 918 283 (-902,1467) 843 (696,990) 867 (768,966) 871 (818,925) 843 (747,939) 843 (843,843) 921 (567,1274)
5/24/2020 930 283 (-911,1477) 843 (672,1014) 876 (776,976) 871 (808,935) 843 (736,950) 843 (843,843) 931 (509,1353)
5/25/2020 951 283 (-924,1489) 843 (631,1055) 885 (781,988) 871 (792,949) 843 (721,965) 843 (843,843) 941 (446,1435)
5/26/2020 956 283 (-934,1500) 843 (622,1064) 894 (788,999) 869 (779,960) 843 (709,977) 843 (843,843) 950 (380,1521)
5/27/2020 984 283 (-948,1514) 843 (567,1119) 902 (792,1013) 868 (759,976) 843 (692,994) 843 (843,843) 960 (310,1610)
5/28/2020 1000 283 (-963,1528) 843 (535,1151) 911 (794,1028) 865 (737,993) 843 (675,1011) 843 (843,843) 970 (237,1703)
5/29/2020 1022 283 (-978,1544) 843 (492,1194) 920 (796,1045) 862 (713,1011) 843 (656,1030) 843 (843,843) 980 (161,1799)
5/30/2020 1047 283 (-995,1561) 843 (443,1243) 929 (795,1063) 858 (686,1031) 843 (635,1051) 843 (843,843) 990 (82,1898)
5/31/2020 1056 283 (-1011,1577) 843 (426,1260) 938 (796,1080) 854 (660,1048) 843 (616,1070) 843 (843,843) 1000 (-1,2001)
6/1/2020 1084 283 (-1029,1595) 843 (371,1315) 947 (794,1100) 849 (630,1068) 843 (595,1091) 843 (843,843) 1010 (-86,2106)
6/2/2020 1105 283 (-1048,1613) 843 (329,1357) 956 (792,1119) 844 (599,1088) 843 (573,1113) 843 (843,843) 1020 (-175,2214)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 853 851 (835,867) 855 (847,864) 807 (716,897) 856 (831,880) 855 (847,864) 434 (-387,1255)
5/17/2020 863 861 (820,901) 868 (852,884) 807 (706,908) 868 (680,1056) 867 (851,883) 440 (-385,1265)
5/18/2020 866 870 (797,943) 880 (856,904) 808 (702,913) 881 (485,1276) 879 (855,903) 446 (-379,1270)
5/19/2020 882 879 (767,991) 893 (860,925) 808 (692,925) 893 (249,1538) 891 (858,924) 450 (-380,1280)
5/20/2020 897 888 (733,1043) 905 (863,947) 808 (678,938) 906 (-25,1836) 903 (861,945) 458 (-379,1294)
5/21/2020 903 897 (694,1100) 918 (866,970) 808 (667,949) 918 (-330,2166) 915 (863,967) 465 (-375,1305)
5/22/2020 911 906 (651,1160) 931 (869,993) 808 (657,959) 931 (-665,2526) 927 (865,990) 472 (-372,1315)
5/23/2020 918 915 (605,1224) 944 (871,1017) 808 (648,969) 943 (-1027,2913) 939 (865,1013) 477 (-369,1323)
5/24/2020 930 923 (555,1291) 957 (872,1042) 808 (637,979) 956 (-1414,3325) 951 (866,1037) 482 (-368,1332)
5/25/2020 951 932 (503,1361) 970 (873,1068) 808 (623,993) 968 (-1825,3761) 963 (865,1061) 490 (-366,1345)
5/26/2020 956 940 (447,1433) 984 (873,1094) 808 (611,1005) 981 (-2258,4219) 975 (864,1086) 499 (-361,1358)
5/27/2020 984 949 (389,1508) 997 (874,1120) 808 (594,1021) 993 (-2713,4699) 987 (863,1111) 505 (-361,1371)
5/28/2020 1000 957 (329,1585) 1011 (873,1148) 808 (578,1038) 1006 (-3188,5199) 999 (861,1137) 514 (-358,1387)
5/29/2020 1022 965 (266,1664) 1024 (873,1176) 807 (559,1056) 1018 (-3682,5719) 1011 (859,1164) 520 (-361,1402)
5/30/2020 1047 973 (201,1745) 1038 (872,1204) 807 (538,1076) 1031 (-4196,6257) 1023 (856,1190) 530 (-361,1421)
5/31/2020 1056 981 (134,1828) 1052 (871,1233) 807 (520,1095) 1043 (-4728,6814) 1035 (853,1218) 537 (-363,1436)
6/1/2020 1084 989 (66,1913) 1066 (869,1263) 807 (499,1116) 1056 (-5277,7389) 1047 (849,1245) 542 (-367,1452)
6/2/2020 1105 997 (-5,1999) 1080 (867,1293) 807 (477,1137) 1068 (-5844,7980) 1059 (845,1274) 550 (-370,1471)

Table A.44 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Cote d’Ivoire.

Table A.45.

Actual and Predicted Cases with 95% Confidence Intervals for Cote d’Ivoire using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 2061 404 (-2842,3651) 2017 (1931,2103) 1296 (-205,2796) 2237 (1892,2582) 2017 (1931,2103) 2017 (2017,2017) 2075 (1961,2190)
5/17/2020 2109 404 (-2890,3699) 2017 (1837,2197) 1311 (-222,2844) 2309 (1940,2678) 2017 (1876,2158) 2017 (2017,2017) 2132 (1004,3259)
5/18/2020 2119 404 (-2912,3721) 2017 (1817,2217) 1326 (-215,2866) 2383 (1959,2807) 2017 (1854,2180) 2017 (2017,2017) 2188 (-241,4616)
5/19/2020 2153 404 (-2940,3749) 2017 (1750,2284) 1341 (-213,2894) 2458 (1984,2932) 2017 (1823,2211) 2017 (2017,2017) 2244 (-1758,6246)
5/20/2020 2231 404 (-2988,3797) 2017 (1598,2436) 1356 (-231,2943) 2535 (2034,3035) 2017 (1761,2273) 2017 (2017,2017) 2300 (-3509,8110)
5/21/2020 2301 404 (-3044,3853) 2017 (1460,2574) 1371 (-258,3000) 2613 (2092,3133) 2017 (1691,2343) 2017 (2017,2017) 2357 (-5467,10180)
5/22/2020 2341 404 (-3096,3905) 2017 (1382,2652) 1386 (-279,3052) 2693 (2145,3240) 2017 (1632,2402) 2017 (2017,2017) 2413 (-7614,12439)
5/23/2020 2366 404 (-3141,3950) 2017 (1333,2701) 1401 (-294,3097) 2774 (2189,3359) 2017 (1583,2451) 2017 (2017,2017) 2469 (-9933,14871)
5/24/2020 2376 404 (-3178,3987) 2017 (1313,2721) 1416 (-301,3133) 2857 (2222,3492) 2017 (1545,2489) 2017 (2017,2017) 2525 (-12415,17465)
5/25/2020 2423 404 (-3217,4026) 2017 (1221,2813) 1431 (-310,3172) 2941 (2259,3624) 2017 (1504,2530) 2017 (2017,2017) 2581 (-15048,20211)
5/26/2020 2477 404 (-3259,4068) 2017 (1115,2919) 1447 (-322,3215) 3027 (2300,3755) 2017 (1457,2577) 2017 (2017,2017) 2638 (-17826,23101)
5/27/2020 2556 404 (-3308,4117) 2017 (961,3073) 1462 (-341,3264) 3115 (2350,3880) 2017 (1400,2634) 2017 (2017,2017) 2694 (-20740,26128)
5/28/2020 2641 404 (-3364,4173) 2017 (794,3240) 1477 (-367,3321) 3204 (2408,4000) 2017 (1334,2700) 2017 (2017,2017) 2750 (-23785,29286)
5/29/2020 2750 404 (-3429,4238) 2017 (580,3454) 1492 (-403,3387) 3295 (2476,4113) 2017 (1255,2779) 2017 (2017,2017) 2806 (-26956,32569)
5/30/2020 2799 404 (-3493,4302) 2017 (484,3550) 1507 (-437,3451) 3387 (2542,4232) 2017 (1181,2853) 2017 (2017,2017) 2863 (-30248,35973)
5/31/2020 2833 404 (-3552,4361) 2017 (418,3616) 1522 (-467,3511) 3482 (2604,4359) 2017 (1114,2920) 2017 (2017,2017) 2919 (-33657,39494)
6/1/2020 2951 404 (-3620,4429) 2017 (186,3848) 1537 (-506,3580) 3577 (2675,4479) 2017 (1035,2999) 2017 (2017,2017) 2975 (-37178,43128)
6/2/2020 3024 404 (-3690,4499) 2017 (43,3991) 1552 (-547,3651) 3675 (2748,4602) 2017 (956,3078) 2017 (2017,2017) 3031 (-40809,46871)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 2061 2075 (1961,2190) 2061 (2027,2094) 1887 (1545,2228) 2079 (1957,2202) 2060 (2025,2094) 1058 (-909,3024)
5/17/2020 2109 2132 (1004,3259) 2134 (2085,2183) 1908 (1539,2277) 2138 (930,3347) 2131 (2079,2182) 1092 (-888,3072)
5/18/2020 2119 2188 (-241,4616) 2178 (2119,2236) 1928 (1557,2299) 2190 (-300,4681) 2172 (2110,2234) 1112 (-866,3090)
5/19/2020 2153 2244 (-1758,6246) 2244 (2170,2318) 1946 (1567,2326) 2251 (-1892,6393) 2235 (2155,2316) 1139 (-841,3119)
5/20/2020 2231 2300 (-3509,8110) 2297 (2213,2382) 1963 (1551,2376) 2304 (-3682,8291) 2285 (2191,2380) 1164 (-839,3167)
5/21/2020 2301 2357 (-5467,10180) 2358 (2260,2457) 1979 (1523,2436) 2361 (-5689,10411) 2342 (2230,2454) 1200 (-830,3229)
5/22/2020 2341 2413 (-7614,12439) 2417 (2305,2528) 1994 (1500,2489) 2415 (-7867,12698) 2396 (2268,2524) 1239 (-810,3288)
5/23/2020 2366 2469 (-9933,14871) 2476 (2351,2602) 2009 (1485,2533) 2476 (-10273,15225) 2451 (2305,2596) 1270 (-791,3331)
5/24/2020 2376 2525 (-12415,17465) 2537 (2398,2676) 2023 (1478,2569) 2535 (-12868,17937) 2506 (2342,2670) 1291 (-777,3360)
5/25/2020 2423 2581 (-15048,20211) 2597 (2444,2751) 2037 (1466,2607) 2587 (-15572,20746) 2560 (2377,2743) 1311 (-769,3391)
5/26/2020 2477 2638 (-17826,23101) 2659 (2490,2827) 2050 (1450,2649) 2647 (-18456,23750) 2615 (2413,2817) 1343 (-750,3437)
5/27/2020 2556 2694 (-20740,26128) 2721 (2537,2904) 2063 (1425,2701) 2701 (-21459,26860) 2669 (2447,2892) 1379 (-733,3491)
5/28/2020 2641 2750 (-23785,29286) 2783 (2584,2982) 2075 (1389,2761) 2757 (-24594,30108) 2724 (2481,2967) 1422 (-713,3556)
5/29/2020 2750 2806 (-26956,32569) 2846 (2630,3061) 2088 (1341,2834) 2811 (-27841,33464) 2779 (2515,3043) 1460 (-705,3625)
5/30/2020 2799 2863 (-30248,35973) 2909 (2678,3141) 2100 (1296,2903) 2872 (-31244,36988) 2833 (2547,3119) 1501 (-692,3693)
5/31/2020 2833 2919 (-33657,39494) 2973 (2725,3221) 2111 (1257,2966) 2931 (-34786,40648) 2888 (2580,3196) 1528 (-689,3745)
6/1/2020 2951 2975 (-37178,43128) 3037 (2772,3302) 2123 (1205,3040) 2983 (-38413,44379) 2943 (2612,3274) 1551 (-700,3803)
6/2/2020 3024 3031 (-40809,46871) 3102 (2820,3385) 2134 (1152,3116) 3043 (-42173,48260) 2997 (2643,3352) 1585 (-702,3872)

Table A.45 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Croatia.

Table A.46.

Actual and Predicted Cases with 95% Confidence Intervals for Croatia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 2224 768 (-2084,3621) 2222 (2218,2226) 2220 (2212,2228) 2424 (2032,2816) 2221 (2215,2227) 2222 (2222,2222) 2233 (2211,2255)
5/17/2020 2226 768 (-2086,3623) 2222 (2214,2230) 2245 (2218,2271) 2437 (2034,2840) 2221 (2213,2229) 2222 (2222,2222) 2242 (2189,2295)
5/18/2020 2228 768 (-2088,3625) 2222 (2210,2234) 2269 (2218,2320) 2449 (2036,2862) 2221 (2211,2231) 2222 (2222,2222) 2251 (2155,2347)
5/19/2020 2232 768 (-2091,3628) 2222 (2202,2242) 2294 (2219,2369) 2460 (2038,2882) 2221 (2207,2235) 2222 (2222,2222) 2260 (2113,2407)
5/20/2020 2234 768 (-2094,3631) 2222 (2198,2246) 2318 (2218,2418) 2469 (2039,2899) 2221 (2204,2238) 2222 (2222,2222) 2269 (2064,2474)
5/21/2020 2237 768 (-2096,3633) 2222 (2193,2251) 2343 (2218,2467) 2477 (2040,2914) 2221 (2201,2241) 2222 (2222,2222) 2278 (2009,2547)
5/22/2020 2243 768 (-2100,3637) 2222 (2181,2263) 2368 (2220,2515) 2483 (2041,2925) 2221 (2196,2246) 2222 (2222,2222) 2287 (1949,2625)
5/23/2020 2243 768 (-2103,3640) 2222 (2181,2263) 2392 (2220,2565) 2488 (2041,2935) 2221 (2193,2249) 2222 (2222,2222) 2296 (1883,2709)
5/24/2020 2244 768 (-2105,3642) 2222 (2179,2265) 2417 (2219,2615) 2492 (2040,2943) 2221 (2191,2251) 2222 (2222,2222) 2305 (1813,2797)
5/25/2020 2244 768 (-2107,3644) 2222 (2179,2265) 2441 (2217,2665) 2494 (2039,2949) 2221 (2189,2253) 2222 (2222,2222) 2314 (1738,2890)
5/26/2020 2244 768 (-2108,3645) 2222 (2179,2265) 2466 (2215,2717) 2494 (2036,2953) 2221 (2188,2254) 2222 (2222,2222) 2323 (1659,2987)
5/27/2020 2244 768 (-2110,3647) 2222 (2179,2265) 2491 (2213,2768) 2493 (2032,2955) 2221 (2187,2255) 2222 (2222,2222) 2332 (1576,3088)
5/28/2020 2245 768 (-2111,3648) 2222 (2177,2267) 2515 (2211,2820) 2491 (2028,2954) 2221 (2185,2257) 2222 (2222,2222) 2341 (1489,3193)
5/29/2020 2245 768 (-2112,3649) 2222 (2177,2267) 2540 (2208,2871) 2486 (2023,2950) 2221 (2184,2258) 2222 (2222,2222) 2350 (1398,3302)
5/30/2020 2246 768 (-2113,3650) 2222 (2175,2269) 2564 (2206,2923) 2481 (2017,2944) 2221 (2184,2258) 2222 (2222,2222) 2359 (1303,3414)
5/31/2020 2246 768 (-2114,3651) 2222 (2175,2269) 2589 (2203,2975) 2473 (2011,2935) 2221 (2183,2259) 2222 (2222,2222) 2368 (1205,3530)
6/1/2020 2246 768 (-2115,3652) 2222 (2175,2269) 2614 (2201,3027) 2464 (2003,2924) 2221 (2182,2260) 2222 (2222,2222) 2377 (1104,3650)
6/2/2020 2246 768 (-2115,3652) 2222 (2175,2269) 2638 (2198,3079) 2452 (1995,2910) 2221 (2181,2261) 2222 (2222,2222) 2386 (999,3772)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 2224 2232 (2212,2252) 2227 (2205,2249) 2193 (2133,2254) 2224 (2220,2229) 2227 (2205,2249) 1116 (-1056,3288)
5/17/2020 2226 2240 (2194,2286) 2230 (2194,2267) 2194 (2133,2256) 2227 (2216,2237) 2230 (2194,2267) 1117 (-1055,3290)
5/18/2020 2228 2248 (2167,2329) 2234 (2177,2291) 2195 (2133,2257) 2226 (2212,2240) 2234 (2177,2291) 1118 (-1056,3292)
5/19/2020 2232 2256 (2133,2379) 2238 (2157,2318) 2196 (2131,2260) 2229 (2208,2250) 2237 (2157,2318) 1120 (-1055,3295)
5/20/2020 2234 2264 (2095,2433) 2241 (2135,2348) 2196 (2130,2263) 2232 (2199,2265) 2241 (2134,2347) 1122 (-1054,3298)
5/21/2020 2237 2271 (2052,2491) 2245 (2110,2380) 2197 (2128,2265) 2232 (2191,2272) 2244 (2109,2379) 1124 (-1053,3301)
5/22/2020 2243 2279 (2004,2554) 2249 (2083,2415) 2197 (2125,2269) 2237 (2182,2291) 2248 (2082,2414) 1126 (-1053,3305)
5/23/2020 2243 2286 (1953,2619) 2253 (2054,2451) 2197 (2122,2272) 2237 (2171,2303) 2251 (2053,2450) 1128 (-1051,3308)
5/24/2020 2244 2294 (1899,2688) 2256 (2023,2490) 2197 (2120,2274) 2239 (2160,2317) 2255 (2021,2488) 1130 (-1050,3310)
5/25/2020 2244 2301 (1842,2760) 2260 (1990,2530) 2197 (2119,2276) 2238 (2149,2327) 2258 (1988,2528) 1131 (-1049,3311)
5/26/2020 2244 2308 (1782,2834) 2264 (1956,2572) 2197 (2118,2277) 2240 (2140,2341) 2262 (1953,2570) 1132 (-1048,3312)
5/27/2020 2244 2315 (1720,2910) 2268 (1920,2616) 2197 (2117,2278) 2243 (2129,2358) 2265 (1917,2614) 1134 (-1045,3314)
5/28/2020 2245 2322 (1655,2989) 2272 (1882,2662) 2197 (2115,2279) 2243 (2116,2369) 2269 (1879,2659) 1136 (-1043,3315)
5/29/2020 2245 2329 (1588,3070) 2276 (1843,2709) 2197 (2115,2280) 2247 (2105,2390) 2272 (1839,2706) 1138 (-1040,3317)
5/30/2020 2246 2335 (1519,3152) 2280 (1802,2758) 2197 (2114,2281) 2247 (2090,2404) 2276 (1798,2754) 1140 (-1038,3318)
5/31/2020 2246 2342 (1447,3237) 2284 (1760,2808) 2197 (2113,2282) 2249 (2077,2421) 2279 (1755,2804) 1142 (-1035,3319)
6/1/2020 2246 2349 (1374,3323) 2288 (1716,2859) 2197 (2112,2282) 2248 (2063,2433) 2283 (1711,2855) 1144 (-1032,3320)
6/2/2020 2246 2355 (1299,3411) 2292 (1671,2912) 2197 (2111,2283) 2250 (2051,2450) 2286 (1666,2907) 1146 (-1029,3321)

Table A.46 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Cuba.

Table A.47.

Actual and Predicted Cases with 95% Confidence Intervals for Cuba using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 1862 455 (-2302,3212) 1840 (1797,1883) 1441 (616,2266) 2283 (1458,3109) 1840 (1797,1883) 1840 (1840,1840) 1858 (1823,1894)
5/17/2020 1872 455 (-2311,3222) 1840 (1777,1903) 1458 (639,2276) 2346 (1467,3226) 1840 (1786,1894) 1840 (1840,1840) 1875 (1748,2002)
5/18/2020 1881 455 (-2321,3231) 1840 (1760,1920) 1474 (663,2286) 2411 (1475,3346) 1840 (1776,1904) 1840 (1840,1840) 1891 (1641,2141)
5/19/2020 1887 455 (-2328,3239) 1840 (1748,1932) 1491 (688,2294) 2476 (1481,3470) 1840 (1768,1912) 1840 (1840,1840) 1908 (1510,2305)
5/20/2020 1900 455 (-2338,3249) 1840 (1722,1958) 1508 (712,2304) 2542 (1489,3595) 1840 (1757,1923) 1840 (1840,1840) 1924 (1358,2490)
5/21/2020 1908 455 (-2347,3258) 1840 (1707,1973) 1524 (736,2313) 2609 (1497,3722) 1840 (1747,1933) 1840 (1840,1840) 1941 (1188,2693)
5/22/2020 1916 455 (-2356,3266) 1840 (1691,1989) 1541 (760,2323) 2678 (1503,3852) 1840 (1737,1943) 1840 (1840,1840) 1957 (1001,2913)
5/23/2020 1931 455 (-2366,3277) 1840 (1662,2018) 1558 (783,2333) 2747 (1511,3983) 1840 (1725,1955) 1840 (1840,1840) 1974 (798,3149)
5/24/2020 1941 455 (-2376,3287) 1840 (1642,2038) 1575 (805,2344) 2817 (1519,4115) 1840 (1713,1967) 1840 (1840,1840) 1990 (581,3399)
5/25/2020 1947 455 (-2385,3296) 1840 (1630,2050) 1591 (829,2354) 2889 (1526,4252) 1840 (1702,1978) 1840 (1840,1840) 2007 (351,3663)
5/26/2020 1963 455 (-2396,3307) 1840 (1599,2081) 1608 (851,2364) 2961 (1534,4388) 1840 (1690,1990) 1840 (1840,1840) 2023 (107,3939)
5/27/2020 1974 455 (-2407,3317) 1840 (1577,2103) 1625 (874,2375) 3035 (1542,4527) 1840 (1678,2002) 1840 (1840,1840) 2040 (-149,4228)
5/28/2020 1983 455 (-2417,3328) 1840 (1560,2120) 1641 (897,2386) 3109 (1550,4668) 1840 (1666,2014) 1840 (1840,1840) 2056 (-417,4529)
5/29/2020 2005 455 (-2429,3340) 1840 (1517,2163) 1658 (918,2398) 3185 (1560,4810) 1840 (1651,2029) 1840 (1840,1840) 2073 (-696,4841)
5/30/2020 2025 455 (-2442,3353) 1840 (1477,2203) 1675 (938,2412) 3262 (1572,4951) 1840 (1635,2045) 1840 (1840,1840) 2089 (-986,5164)
5/31/2020 2045 455 (-2456,3367) 1840 (1438,2242) 1692 (957,2426) 3340 (1585,5094) 1840 (1617,2063) 1840 (1840,1840) 2106 (-1287,5498)
6/1/2020 2083 455 (-2474,3384) 1840 (1364,2316) 1708 (974,2442) 3418 (1602,5235) 1840 (1595,2085) 1840 (1840,1840) 2122 (-1597,5841)
6/2/2020 2092 455 (-2490,3400) 1840 (1346,2334) 1725 (991,2458) 3499 (1617,5380) 1840 (1575,2105) 1840 (1840,1840) 2139 (-1918,6195)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 1862 1857 (1824,1891) 1855 (1839,1871) 1725 (1456,1994) 1853 (1827,1879) 1854 (1839,1870) 933 (-887,2753)
5/17/2020 1872 1873 (1758,1988) 1867 (1839,1896) 1716 (1428,2004) 1866 (1679,2054) 1867 (1838,1895) 942 (-879,2763)
5/18/2020 1881 1888 (1664,2113) 1882 (1839,1925) 1709 (1404,2014) 1879 (1486,2273) 1881 (1838,1924) 948 (-876,2772)
5/19/2020 1887 1903 (1549,2258) 1895 (1836,1954) 1701 (1381,2022) 1893 (1251,2534) 1893 (1834,1953) 954 (-870,2779)
5/20/2020 1900 1919 (1416,2422) 1910 (1833,1987) 1694 (1355,2033) 1906 (980,2831) 1907 (1830,1985) 959 (-870,2788)
5/21/2020 1908 1934 (1267,2600) 1923 (1827,2019) 1687 (1331,2043) 1919 (678,3160) 1920 (1824,2016) 966 (-865,2798)
5/22/2020 1916 1949 (1105,2792) 1938 (1822,2055) 1681 (1307,2054) 1932 (346,3518) 1934 (1817,2051) 974 (-860,2807)
5/23/2020 1931 1964 (930,2997) 1952 (1814,2090) 1674 (1283,2066) 1945 (-13,3903) 1947 (1808,2085) 981 (-857,2818)
5/24/2020 1941 1978 (744,3213) 1967 (1806,2128) 1669 (1259,2079) 1958 (-396,4313) 1961 (1799,2122) 989 (-852,2829)
5/25/2020 1947 1993 (546,3440) 1981 (1796,2166) 1663 (1236,2090) 1971 (-803,4746) 1973 (1788,2158) 996 (-847,2839)
5/26/2020 1963 2008 (339,3676) 1996 (1786,2206) 1658 (1213,2103) 1984 (-1233,5202) 1987 (1777,2197) 1003 (-843,2850)
5/27/2020 1974 2022 (122,3922) 2010 (1775,2246) 1654 (1191,2117) 1998 (-1683,5678) 2000 (1763,2236) 1011 (-839,2861)
5/28/2020 1983 2036 (-105,4177) 2026 (1763,2289) 1650 (1169,2130) 2011 (-2154,6176) 2014 (1750,2277) 1018 (-835,2872)
5/29/2020 2005 2050 (-339,4440) 2041 (1750,2331) 1646 (1146,2145) 2024 (-2644,6692) 2026 (1735,2318) 1026 (-832,2884)
5/30/2020 2025 2065 (-582,4711) 2056 (1736,2376) 1642 (1122,2162) 2037 (-3154,7227) 2040 (1719,2361) 1035 (-828,2899)
5/31/2020 2045 2079 (-832,4989) 2071 (1721,2421) 1639 (1098,2181) 2050 (-3681,7781) 2053 (1702,2404) 1044 (-826,2914)
6/1/2020 2083 2092 (-1090,5274) 2087 (1707,2467) 1636 (1070,2203) 2063 (-4225,8352) 2067 (1685,2448) 1054 (-825,2933)
6/2/2020 2092 2106 (-1354,5567) 2102 (1690,2514) 1634 (1044,2223) 2076 (-4787,8939) 2080 (1667,2493) 1064 (-823,2951)

Table A.47 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Cyprus.

Table A.48.

Actual and Predicted Cases with 95% Confidence Intervals for Cyprus using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 914 307 (-884,1497) 910 (902,918) 896 (862,931) 1021 (811,1232) 910 (902,918) 910 (910,910) 913 (907,920)
5/17/2020 916 307 (-886,1499) 910 (898,922) 906 (878,934) 1030 (813,1247) 910 (900,920) 910 (910,910) 916 (906,927)
5/18/2020 917 307 (-887,1500) 910 (896,924) 916 (893,939) 1038 (814,1262) 910 (899,921) 910 (910,910) 919 (904,935)
5/19/2020 918 307 (-888,1502) 910 (894,926) 926 (905,948) 1046 (815,1276) 910 (897,923) 910 (910,910) 922 (902,943)
5/20/2020 922 307 (-891,1504) 910 (886,934) 936 (913,959) 1053 (817,1289) 910 (895,925) 910 (910,910) 926 (898,953)
5/21/2020 923 307 (-892,1506) 910 (885,935) 946 (918,974) 1059 (818,1301) 910 (893,927) 910 (910,910) 929 (894,963)
5/22/2020 927 307 (-895,1508) 910 (877,943) 956 (922,990) 1066 (820,1312) 910 (889,931) 910 (910,910) 932 (890,973)
5/23/2020 927 307 (-897,1510) 910 (877,943) 966 (925,1008) 1071 (820,1322) 910 (887,933) 910 (910,910) 935 (885,984)
5/24/2020 935 307 (-900,1513) 910 (861,959) 976 (929,1024) 1077 (823,1331) 910 (883,937) 910 (910,910) 938 (880,996)
5/25/2020 937 307 (-903,1516) 910 (857,963) 986 (932,1041) 1081 (824,1338) 910 (880,940) 910 (910,910) 941 (874,1008)
5/26/2020 939 307 (-906,1519) 910 (853,967) 996 (934,1058) 1086 (826,1346) 910 (876,944) 910 (910,910) 944 (868,1020)
5/27/2020 939 307 (-908,1521) 910 (853,967) 1006 (936,1077) 1089 (826,1352) 910 (874,946) 910 (910,910) 947 (862,1033)
5/28/2020 941 307 (-910,1523) 910 (849,971) 1016 (937,1095) 1092 (827,1358) 910 (871,949) 910 (910,910) 950 (855,1046)
5/29/2020 942 307 (-912,1525) 910 (847,973) 1026 (938,1114) 1095 (827,1363) 910 (869,951) 910 (910,910) 953 (848,1059)
5/30/2020 944 307 (-914,1527) 910 (843,977) 1036 (939,1133) 1097 (827,1368) 910 (867,953) 910 (910,910) 957 (840,1073)
5/31/2020 944 307 (-916,1529) 910 (843,977) 1046 (940,1153) 1099 (826,1371) 910 (865,955) 910 (910,910) 960 (832,1087)
6/1/2020 949 307 (-918,1531) 910 (834,986) 1056 (941,1171) 1100 (825,1374) 910 (863,957) 910 (910,910) 963 (824,1101)
6/2/2020 952 307 (-920,1534) 910 (828,992) 1066 (942,1190) 1100 (825,1375) 910 (860,960) 910 (910,910) 966 (815,1116)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 914 913 (907,918) 913 (901,924) 903 (882,924) 913 (907,918) 913 (901,924) 458 (-437,1352)
5/17/2020 916 916 (907,924) 915 (895,936) 904 (882,926) 915 (903,927) 915 (894,936) 459 (-436,1354)
5/18/2020 917 918 (906,931) 918 (887,949) 905 (882,928) 916 (898,934) 918 (887,949) 461 (-434,1355)
5/19/2020 918 921 (904,938) 921 (879,963) 905 (882,929) 920 (890,949) 920 (878,963) 462 (-433,1356)
5/20/2020 922 923 (901,946) 924 (869,978) 906 (880,931) 922 (881,962) 923 (869,977) 462 (-434,1358)
5/21/2020 923 926 (899,953) 926 (859,993) 906 (879,933) 924 (871,977) 926 (859,993) 464 (-432,1361)
5/22/2020 927 929 (896,961) 929 (848,1010) 907 (877,936) 926 (860,992) 928 (847,1009) 466 (-432,1363)
5/23/2020 927 931 (892,970) 932 (837,1027) 907 (876,937) 928 (849,1008) 931 (836,1026) 467 (-431,1366)
5/24/2020 935 933 (889,978) 935 (824,1045) 907 (873,941) 930 (836,1024) 934 (823,1044) 468 (-432,1368)
5/25/2020 937 936 (885,987) 938 (811,1064) 907 (870,945) 931 (824,1038) 936 (809,1063) 471 (-430,1372)
5/26/2020 939 938 (880,996) 941 (797,1084) 908 (868,948) 934 (811,1057) 939 (795,1082) 472 (-431,1375)
5/27/2020 939 941 (876,1005) 944 (783,1104) 908 (866,950) 936 (797,1074) 941 (780,1102) 474 (-430,1377)
5/28/2020 941 943 (871,1014) 946 (768,1125) 908 (864,952) 938 (783,1093) 944 (765,1123) 474 (-430,1378)
5/29/2020 942 945 (866,1024) 949 (752,1147) 908 (862,954) 940 (768,1111) 947 (749,1144) 475 (-430,1380)
5/30/2020 944 947 (861,1033) 952 (736,1169) 908 (860,956) 942 (753,1130) 949 (732,1166) 477 (-429,1382)
5/31/2020 944 949 (856,1043) 955 (719,1192) 908 (859,958) 943 (737,1149) 952 (715,1189) 479 (-428,1385)
6/1/2020 949 952 (850,1053) 958 (701,1216) 909 (856,961) 944 (722,1166) 954 (697,1212) 480 (-427,1387)
6/2/2020 952 954 (845,1063) 962 (683,1240) 909 (854,963) 946 (706,1186) 957 (679,1235) 482 (-426,1390)

Table A.48 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Czechia.

Table A.49.

Actual and Predicted Cases with 95% Confidence Intervals for Czechia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 8455 307 (-884,1497) 910 (902,918) 896 (862,931) 1021 (811,1232) 910 (902,918) 910 (910,910) 913 (907,920)
5/17/2020 8475 307 (-886,1499) 910 (898,922) 906 (878,934) 1030 (813,1247) 910 (900,920) 910 (910,910) 916 (906,927)
5/18/2020 8586 307 (-887,1500) 910 (896,924) 916 (893,939) 1038 (814,1262) 910 (899,921) 910 (910,910) 919 (904,935)
5/19/2020 8647 307 (-888,1502) 910 (894,926) 926 (905,948) 1046 (815,1276) 910 (897,923) 910 (910,910) 922 (902,943)
5/20/2020 8721 307 (-891,1504) 910 (886,934) 936 (913,959) 1053 (817,1289) 910 (895,925) 910 (910,910) 926 (898,953)
5/21/2020 8754 307 (-892,1506) 910 (885,935) 946 (918,974) 1059 (818,1301) 910 (893,927) 910 (910,910) 929 (894,963)
5/22/2020 8813 307 (-895,1508) 910 (877,943) 956 (922,990) 1066 (820,1312) 910 (889,931) 910 (910,910) 932 (890,973)
5/23/2020 8890 307 (-897,1510) 910 (877,943) 966 (925,1008) 1071 (820,1322) 910 (887,933) 910 (910,910) 935 (885,984)
5/24/2020 8955 307 (-900,1513) 910 (861,959) 976 (929,1024) 1077 (823,1331) 910 (883,937) 910 (910,910) 938 (880,996)
5/25/2020 9002 307 (-903,1516) 910 (857,963) 986 (932,1041) 1081 (824,1338) 910 (880,940) 910 (910,910) 941 (874,1008)
5/26/2020 9050 307 (-906,1519) 910 (853,967) 996 (934,1058) 1086 (826,1346) 910 (876,944) 910 (910,910) 944 (868,1020)
5/27/2020 9086 307 (-908,1521) 910 (853,967) 1006 (936,1077) 1089 (826,1352) 910 (874,946) 910 (910,910) 947 (862,1033)
5/28/2020 9140 307 (-910,1523) 910 (849,971) 1016 (937,1095) 1092 (827,1358) 910 (871,949) 910 (910,910) 950 (855,1046)
5/29/2020 9196 307 (-912,1525) 910 (847,973) 1026 (938,1114) 1095 (827,1363) 910 (869,951) 910 (910,910) 953 (848,1059)
5/30/2020 9230 307 (-914,1527) 910 (843,977) 1036 (939,1133) 1097 (827,1368) 910 (867,953) 910 (910,910) 957 (840,1073)
5/31/2020 9268 307 (-916,1529) 910 (843,977) 1046 (940,1153) 1099 (826,1371) 910 (865,955) 910 (910,910) 960 (832,1087)
6/1/2020 9302 307 (-918,1531) 910 (834,986) 1056 (941,1171) 1100 (825,1374) 910 (863,957) 910 (910,910) 963 (824,1101)
6/2/2020 9364 307 (-920,1534) 910 (828,992) 1066 (942,1190) 1100 (825,1375) 910 (860,960) 910 (910,910) 966 (815,1116)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 8455 913 (907,918) 8468 (8377,8559) 888 (836,939) 913 (907,918) 8467 (8376,8558) 4235 (-2274,10744)
5/17/2020 8475 916 (907,924) 8525 (8362,8687) 886 (832,941) 915 (903,927) 8522 (8359,8685) 4264 (-2272,10799)
5/18/2020 8586 918 (906,931) 8587 (8342,8833) 885 (828,943) 916 (898,934) 8582 (8336,8828) 4295 (-2269,10859)
5/19/2020 8647 921 (904,938) 8646 (8316,8975) 884 (825,944) 920 (890,949) 8638 (8308,8967) 4324 (-2268,10916)
5/20/2020 8721 923 (901,946) 8709 (8286,9132) 883 (820,946) 922 (881,962) 8697 (8274,9121) 4355 (-2265,10975)
5/21/2020 8754 926 (899,953) 8769 (8250,9287) 882 (816,948) 924 (871,977) 8753 (8234,9273) 4385 (-2263,11033)
5/22/2020 8813 929 (896,961) 8833 (8210,9456) 881 (811,951) 926 (860,992) 8813 (8189,9437) 4417 (-2258,11093)
5/23/2020 8890 931 (892,970) 8894 (8163,9624) 880 (806,953) 928 (849,1008) 8869 (8137,9601) 4448 (-2256,11153)
5/24/2020 8955 933 (889,978) 8959 (8113,9804) 879 (800,957) 930 (836,1024) 8928 (8081,9775) 4480 (-2252,11212)
5/25/2020 9002 936 (885,987) 9021 (8057,9985) 878 (795,961) 931 (824,1038) 8985 (8019,9950) 4513 (-2248,11273)
5/26/2020 9050 938 (880,996) 9087 (7998,10175) 877 (790,964) 934 (811,1057) 9044 (7953,10134) 4545 (-2244,11334)
5/27/2020 9086 941 (876,1005) 9150 (7934,10367) 876 (786,967) 936 (797,1074) 9100 (7882,10319) 4577 (-2241,11395)
5/28/2020 9140 943 (871,1014) 9217 (7867,10567) 875 (781,970) 938 (783,1093) 9159 (7806,10512) 4609 (-2238,11456)
5/29/2020 9196 945 (866,1024) 9282 (7794,10769) 875 (778,972) 940 (768,1111) 9216 (7726,10706) 4642 (-2235,11518)
5/30/2020 9230 947 (861,1033) 9349 (7719,10980) 874 (774,975) 942 (753,1130) 9275 (7641,10908) 4675 (-2232,11582)
5/31/2020 9268 949 (856,1043) 9415 (7639,11191) 874 (770,977) 943 (737,1149) 9332 (7552,11111) 4708 (-2229,11646)
6/1/2020 9302 952 (850,1053) 9484 (7557,11411) 873 (767,979) 944 (722,1166) 9390 (7460,11321) 4742 (-2225,11710)
6/2/2020 9364 954 (845,1063) 9551 (7470,11632) 873 (763,982) 946 (706,1186) 9447 (7362,11532) 4777 (-2221,11774)

Table A.49 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Denmark.

Table A.50.

Actual and Predicted Cases with 95% Confidence Intervals for Denmark using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 11056 3402 (-11600,18404) 10989 (10858,11120) 9907 (7656,12159) 12203 (9955,14452) 10989 (10858,11120) 10989 (10989,10989) 11083 (10898,11268)
5/17/2020 11125 3402 (-11667,18472) 10989 (10722,11256) 10017 (7806,12229) 12378 (10023,14733) 10989 (10779,11199) 10989 (10989,10989) 11172 (8398,13946)
5/18/2020 11166 3402 (-11717,18521) 10989 (10642,11336) 10128 (7973,12282) 12551 (10071,15032) 10989 (10725,11253) 10989 (10989,10989) 11261 (5200,17321)
5/19/2020 11242 3402 (-11779,18583) 10989 (10493,11485) 10238 (8129,12347) 12723 (10130,15316) 10989 (10652,11326) 10989 (10989,10989) 11349 (1306,21392)
5/20/2020 11315 3402 (-11845,18649) 10989 (10350,11628) 10348 (8280,12416) 12893 (10193,15593) 10989 (10574,11404) 10989 (10989,10989) 11438 (-3186,26061)
5/21/2020 11380 3402 (-11911,18715) 10989 (10223,11755) 10458 (8432,12485) 13061 (10253,15870) 10989 (10497,11481) 10989 (10989,10989) 11526 (-8206,31259)
5/22/2020 11428 3402 (-11971,18775) 10989 (10129,11849) 10569 (8587,12550) 13228 (10306,16150) 10989 (10430,11548) 10989 (10989,10989) 11615 (-13707,36937)
5/23/2020 11487 3402 (-12031,18835) 10989 (10013,11965) 10679 (8743,12615) 13393 (10357,16428) 10989 (10362,11616) 10989 (10989,10989) 11703 (-19651,43058)
5/24/2020 11559 3402 (-12094,18898) 10989 (9872,12106) 10789 (8896,12683) 13556 (10410,16701) 10989 (10290,11688) 10989 (10989,10989) 11792 (-26006,49590)
5/25/2020 11586 3402 (-12149,18953) 10989 (9819,12159) 10900 (9053,12746) 13716 (10454,16979) 10989 (10230,11748) 10989 (10989,10989) 11881 (-32749,56511)
5/26/2020 11627 3402 (-12202,19006) 10989 (9739,12239) 11010 (9212,12807) 13875 (10492,17258) 10989 (10173,11805) 10989 (10989,10989) 11969 (-39859,63798)
5/27/2020 11680 3402 (-12254,19059) 10989 (9635,12343) 11120 (9370,12870) 14032 (10530,17534) 10989 (10115,11863) 10989 (10989,10989) 12058 (-47318,71434)
5/28/2020 11712 3402 (-12304,19108) 10989 (9572,12406) 11230 (9529,12932) 14186 (10563,17810) 10989 (10062,11916) 10989 (10989,10989) 12146 (-55110,79403)
5/29/2020 11793 3402 (-12358,19162) 10989 (9413,12565) 11341 (9684,12997) 14339 (10601,18076) 10989 (10002,11976) 10989 (10989,10989) 12235 (-63223,87693)
5/30/2020 11833 3402 (-12410,19214) 10989 (9335,12643) 11451 (9839,13063) 14488 (10636,18341) 10989 (9944,12034) 10989 (10989,10989) 12324 (-71643,96291)
5/31/2020 11869 3402 (-12460,19264) 10989 (9264,12714) 11561 (9993,13129) 14636 (10667,18605) 10989 (9889,12089) 10989 (10989,10989) 12412 (-80361,105185)
6/1/2020 11899 3402 (-12508,19312) 10989 (9205,12773) 11671 (10146,13197) 14781 (10694,18868) 10989 (9837,12141) 10989 (10989,10989) 12501 (-89366,114368)
6/2/2020 11934 3402 (-12554,19358) 10989 (9137,12841) 11782 (10298,13266) 14923 (10718,19128) 10989 (9788,12190) 10989 (10989,10989) 12589 (-98650,123829)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 11056 11078 (10903,11253) 11082 (11015,11150) 10234 (8623,11845) 11063 (10918,11207) 11076 (11008,11143) 5575 (-5169,16318)
5/17/2020 11125 11162 (8668,13656) 11155 (11009,11300) 10187 (8459,11915) 11136 (2032,20241) 11147 (11001,11293) 5609 (-5168,16387)
5/18/2020 11166 11245 (5820,16671) 11246 (11014,11478) 10143 (8318,11968) 11210 (-9015,31435) 11231 (10999,11463) 5659 (-5124,16442)
5/19/2020 11242 11328 (2367,20289) 11323 (10988,11657) 10096 (8157,12035) 11284 (-22469,45036) 11305 (10971,11638) 5691 (-5116,16498)
5/20/2020 11315 11410 (-1597,24418) 11414 (10968,11859) 10047 (7986,12107) 11357 (-37968,60683) 11386 (10943,11830) 5738 (-5094,16570)
5/21/2020 11380 11492 (-6008,28991) 11494 (10925,12062) 9997 (7815,12179) 11431 (-55285,78147) 11462 (10897,12027) 5779 (-5078,16635)
5/22/2020 11428 11573 (-10818,33964) 11584 (10885,12283) 9948 (7650,12247) 11505 (-74248,97258) 11542 (10847,12237) 5828 (-5046,16702)
5/23/2020 11487 11653 (-15992,39298) 11667 (10827,12507) 9900 (7485,12315) 11578 (-94725,117882) 11619 (10785,12453) 5865 (-5028,16757)
5/24/2020 11559 11732 (-21499,44964) 11758 (10770,12745) 9853 (7319,12388) 11652 (-116614,139918) 11699 (10718,12680) 5908 (-5005,16821)
5/25/2020 11586 11811 (-27315,50938) 11843 (10699,12987) 9809 (7163,12454) 11726 (-139829,163281) 11776 (10640,12912) 5952 (-4974,16877)
5/26/2020 11627 11890 (-33419,57199) 11935 (10627,13242) 9766 (7014,12517) 11799 (-164302,187901) 11855 (10557,13153) 5994 (-4943,16930)
5/27/2020 11680 11968 (-39794,63729) 12022 (10544,13500) 9724 (6867,12582) 11873 (-189965,213710) 11932 (10465,13399) 6034 (-4913,16982)
5/28/2020 11712 12045 (-46423,70513) 12114 (10459,13770) 9685 (6727,12643) 11946 (-216766,240659) 12011 (10368,13654) 6077 (-4877,17032)
5/29/2020 11793 12122 (-53292,77536) 12204 (10364,14044) 9647 (6583,12711) 12020 (-244662,268702) 12089 (10264,13914) 6123 (-4843,17089)
5/30/2020 11833 12198 (-60391,84787) 12297 (10267,14327) 9611 (6444,12777) 12094 (-273608,297796) 12168 (10154,14181) 6176 (-4798,17151)
5/31/2020 11869 12274 (-67706,92253) 12388 (10162,14615) 9576 (6310,12842) 12167 (-303570,327905) 12245 (10037,14454) 6220 (-4761,17200)
6/1/2020 11899 12349 (-75228,99925) 12483 (10054,14912) 9543 (6183,12903) 12241 (-334515,358996) 12324 (9915,14733) 6268 (-4716,17251)
6/2/2020 11934 12423 (-82947,107793) 12576 (9938,15213) 9511 (6059,12963) 12314 (-366412,391041) 12402 (9787,15017) 6306 (-4681,17292)

Table A.50 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Djibouti.

Table A.51.

Actual and Predicted Cases with 95% Confidence Intervals for Djibouti using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 1331 297 (-1731,2324) 1309 (1266,1352) 967 (255,1680) 1651 (1024,2278) 1309 (1266,1352) 1309 (1309,1309) 1327 (1292,1362)
5/17/2020 1401 297 (-1801,2394) 1309 (1129,1489) 979 (207,1751) 1702 (1093,2311) 1309 (1178,1440) 1309 (1309,1309) 1346 (1206,1486)
5/18/2020 1518 297 (-1904,2497) 1309 (899,1719) 990 (122,1859) 1754 (1190,2319) 1309 (1049,1569) 1309 (1309,1309) 1365 (1084,1646)
5/19/2020 1618 297 (-2008,2601) 1309 (703,1915) 1002 (37,1966) 1807 (1284,2330) 1309 (932,1686) 1309 (1309,1309) 1384 (934,1834)
5/20/2020 1828 297 (-2163,2756) 1309 (292,2326) 1013 (-107,2133) 1861 (1393,2330) 1309 (743,1875) 1309 (1309,1309) 1404 (761,2046)
5/21/2020 2047 297 (-2350,2943) 1309 (-137,2755) 1024 (-286,2334) 1916 (1476,2356) 1309 (524,2094) 1309 (1309,1309) 1423 (566,2280)
5/22/2020 2270 297 (-2557,3150) 1309 (-575,3193) 1036 (-483,2554) 1972 (1508,2436) 1309 (292,2326) 1309 (1309,1309) 1442 (351,2532)
5/23/2020 2270 297 (-2702,3295) 1309 (-575,3193) 1047 (-607,2701) 2029 (1564,2494) 1309 (148,2470) 1309 (1309,1309) 1461 (119,2803)
5/24/2020 2270 297 (-2811,3404) 1309 (-575,3193) 1058 (-691,2807) 2087 (1633,2541) 1309 (47,2571) 1309 (1309,1309) 1480 (-130,3090)
5/25/2020 2468 297 (-2944,3537) 1309 (-963,3581) 1070 (-802,2942) 2146 (1671,2621) 1309 (-87,2705) 1309 (1309,1309) 1499 (-395,3393)
5/26/2020 2468 297 (-3049,3642) 1309 (-963,3581) 1081 (-883,3045) 2206 (1727,2684) 1309 (-188,2806) 1309 (1309,1309) 1518 (-675,3711)
5/27/2020 2697 297 (-3183,3776) 1309 (-1411,4029) 1092 (-996,3181) 2267 (1748,2786) 1309 (-326,2944) 1309 (1309,1309) 1538 (-969,4044)
5/28/2020 2914 297 (-3337,3930) 1309 (-1837,4455) 1104 (-1131,3338) 2329 (1737,2920) 1309 (-488,3106) 1309 (1309,1309) 1557 (-1276,4390)
5/29/2020 2914 297 (-3463,4056) 1309 (-1837,4455) 1115 (-1235,3466) 2392 (1759,3024) 1309 (-616,3234) 1309 (1309,1309) 1576 (-1597,4749)
5/30/2020 3194 297 (-3621,4214) 1309 (-2386,5004) 1127 (-1374,3627) 2456 (1739,3172) 1309 (-781,3399) 1309 (1309,1309) 1595 (-1930,5120)
5/31/2020 3354 297 (-3781,4374) 1309 (-2699,5317) 1138 (-1515,3791) 2521 (1716,3325) 1309 (-949,3567) 1309 (1309,1309) 1614 (-2275,5504)
6/1/2020 3569 297 (-3955,4548) 1309 (-3121,5739) 1149 (-1670,3969) 2587 (1677,3496) 1309 (-1131,3749) 1309 (1309,1309) 1633 (-2632,5899)
6/2/2020 3779 297 (-4137,4730) 1309 (-3532,6150) 1161 (-1834,4156) 2654 (1629,3679) 1309 (-1322,3940) 1309 (1309,1309) 1652 (-3001,6306)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 1331 1323 (1296,1350) 1329 (1289,1368) 1244 (1074,1414) 1323 (1295,1351) 1326 (1286,1365) 673 (-616,1962)
5/17/2020 1401 1338 (1245,1431) 1349 (1287,1411) 1246 (999,1492) 1339 (1082,1596) 1347 (1285,1409) 685 (-662,2032)
5/18/2020 1518 1353 (1174,1531) 1372 (1278,1465) 1246 (878,1614) 1353 (821,1884) 1366 (1273,1460) 706 (-728,2139)
5/19/2020 1618 1367 (1088,1645) 1392 (1264,1520) 1244 (759,1730) 1365 (522,2208) 1386 (1256,1516) 732 (-783,2247)
5/20/2020 1828 1380 (991,1770) 1415 (1249,1581) 1242 (570,1915) 1376 (199,2553) 1406 (1238,1575) 757 (-892,2405)
5/21/2020 2047 1393 (884,1902) 1435 (1228,1643) 1240 (349,2131) 1386 (-141,2913) 1426 (1214,1638) 792 (-1017,2601)
5/22/2020 2270 1405 (768,2042) 1459 (1208,1710) 1237 (112,2362) 1395 (-491,3281) 1446 (1189,1703) 822 (-1167,2811)
5/23/2020 2270 1417 (647,2187) 1480 (1181,1778) 1234 (-40,2508) 1403 (-847,3653) 1466 (1160,1772) 855 (-1248,2958)
5/24/2020 2270 1428 (519,2337) 1503 (1156,1851) 1231 (-148,2611) 1410 (-1206,4026) 1486 (1128,1843) 829 (-1366,3024)
5/25/2020 2468 1439 (387,2491) 1525 (1125,1925) 1229 (-289,2746) 1416 (-1566,4398) 1506 (1094,1917) 801 (-1523,3126)
5/26/2020 2468 1449 (250,2648) 1548 (1094,2002) 1226 (-396,2849) 1422 (-1924,4768) 1525 (1057,1994) 808 (-1615,3232)
5/27/2020 2697 1459 (110,2808) 1570 (1060,2081) 1224 (-539,2987) 1427 (-2280,5134) 1545 (1018,2073) 820 (-1732,3372)
5/28/2020 2914 1469 (-33,2970) 1594 (1025,2164) 1222 (-705,3149) 1432 (-2632,5495) 1565 (976,2154) 871 (-1820,3563)
5/29/2020 2914 1478 (-179,3134) 1617 (986,2247) 1220 (-838,3278) 1436 (-2979,5850) 1585 (933,2237) 886 (-1917,3689)
5/30/2020 3194 1486 (-327,3299) 1641 (947,2334) 1218 (-1007,3444) 1439 (-3321,6200) 1605 (887,2323) 898 (-2049,3844)
5/31/2020 3354 1495 (-476,3466) 1664 (906,2422) 1217 (-1179,3613) 1443 (-3658,6543) 1625 (839,2410) 918 (-2174,4011)
6/1/2020 3569 1503 (-628,3633) 1688 (863,2513) 1216 (-1364,3795) 1446 (-3988,6880) 1645 (789,2500) 920 (-2333,4174)
6/2/2020 3779 1510 (-780,3801) 1712 (818,2606) 1215 (-1558,3987) 1448 (-4313,7210) 1664 (738,2591) 969 (-2449,4387)

Table A.51 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Dominica.

Table A.52.

Actual and Predicted Cases with 95% Confidence Intervals for Dominica using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 16 7 (-11,25) 16 (16,16) 19 (13,24) 15 (13,17) 16 (16,16) 16 (16,16) 16 (16,16)
5/17/2020 16 7 (-11,25) 16 (16,16) 19 (13,24) 15 (13,17) 16 (16,16) 16 (16,16) 16 (16,16)
5/18/2020 16 7 (-11,25) 16 (16,16) 19 (13,25) 15 (12,17) 16 (16,16) 16 (16,16) 16 (16,16)
5/19/2020 16 7 (-11,25) 16 (16,16) 19 (13,25) 14 (12,17) 16 (16,16) 16 (16,16) 16 (16,16)
5/20/2020 16 7 (-11,25) 16 (16,16) 19 (13,26) 14 (11,17) 16 (16,16) 16 (16,16) 16 (16,16)
5/21/2020 16 7 (-11,25) 16 (16,16) 20 (13,26) 13 (10,17) 16 (16,16) 16 (16,16) 16 (16,16)
5/22/2020 16 7 (-11,25) 16 (16,16) 20 (13,26) 13 (9,17) 16 (16,16) 16 (16,16) 16 (16,16)
5/23/2020 16 7 (-11,25) 16 (16,16) 20 (13,27) 13 (8,17) 16 (16,16) 16 (16,16) 16 (16,16)
5/24/2020 16 7 (-11,25) 16 (16,16) 20 (13,27) 12 (7,17) 16 (16,16) 16 (16,16) 16 (16,16)
5/25/2020 16 7 (-11,25) 16 (16,16) 21 (13,28) 12 (6,17) 16 (16,16) 16 (16,16) 16 (16,16)
5/26/2020 16 7 (-11,25) 16 (16,16) 21 (13,28) 11 (5,17) 16 (16,16) 16 (16,16) 16 (16,16)
5/27/2020 16 7 (-11,25) 16 (16,16) 21 (13,28) 11 (4,17) 16 (16,16) 16 (16,16) 16 (16,16)
5/28/2020 16 7 (-11,25) 16 (16,16) 21 (13,29) 10 (3,17) 16 (16,16) 16 (16,16) 16 (16,16)
5/29/2020 16 7 (-11,25) 16 (16,16) 21 (13,29) 9 (2,17) 16 (16,16) 16 (16,16) 16 (16,16)
5/30/2020 16 7 (-11,25) 16 (16,16) 22 (13,30) 9 (0,17) 16 (16,16) 16 (16,16) 16 (16,16)
5/31/2020 16 7 (-11,25) 16 (16,16) 22 (13,30) 8 (-1,17) 16 (16,16) 16 (16,16) 16 (16,16)
6/1/2020 16 7 (-11,25) 16 (16,16) 22 (13,31) 7 (-2,17) 16 (16,16) 16 (16,16) 16 (16,16)
6/2/2020 18 7 (-12,25) 16 (12,20) 22 (13,31) 7 (-4,17) 16 (15,17) 16 (16,16) 16 (16,16)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 16 16 (16,16) 16 (15,17) 16 (16,16) 16 (16,16) 16 (15,17) 8 (-7,24)
5/17/2020 16 16 (16,16) 16 (14,18) 16 (16,16) 16 (16,16) 16 (14,18) 8 (-7,24)
5/18/2020 16 16 (16,16) 17 (14,19) 16 (16,16) 16 (16,16) 16 (13,19) 8 (-7,24)
5/19/2020 16 16 (16,16) 17 (14,20) 16 (16,16) 16 (16,16) 16 (13,20) 8 (-7,24)
5/20/2020 16 16 (16,16) 17 (13,20) 16 (16,16) 16 (16,16) 16 (12,20) 8 (-7,24)
5/21/2020 16 16 (16,16) 17 (13,21) 16 (16,16) 16 (16,16) 16 (12,21) 9 (-6,24)
5/22/2020 16 16 (16,16) 17 (13,22) 16 (16,16) 16 (16,16) 16 (11,21) 9 (-6,24)
5/23/2020 16 16 (16,16) 18 (13,22) 16 (16,17) 16 (16,16) 16 (11,22) 9 (-6,24)
5/24/2020 16 16 (16,16) 18 (13,23) 16 (16,17) 16 (16,16) 16 (10,23) 9 (-6,24)
5/25/2020 16 16 (16,16) 18 (13,23) 16 (16,17) 16 (16,16) 16 (10,23) 9 (-6,24)
5/26/2020 16 16 (16,16) 18 (13,24) 16 (16,17) 16 (16,16) 16 (9,24) 9 (-5,24)
5/27/2020 16 16 (16,16) 18 (13,24) 16 (16,17) 16 (16,16) 16 (8,24) 9 (-5,24)
5/28/2020 16 16 (16,16) 19 (13,25) 16 (16,17) 16 (16,16) 16 (8,25) 9 (-5,24)
5/29/2020 16 16 (16,16) 19 (13,25) 16 (16,17) 16 (16,16) 16 (7,25) 9 (-5,24)
5/30/2020 16 16 (16,16) 19 (13,25) 16 (16,17) 16 (16,16) 16 (7,26) 10 (-5,24)
5/31/2020 16 16 (16,16) 19 (13,26) 16 (16,17) 16 (16,16) 16 (6,27) 10 (-4,24)
6/1/2020 16 16 (16,16) 20 (13,26) 16 (16,17) 16 (16,16) 17 (6,27) 10 (-4,24)
6/2/2020 18 16 (16,16) 20 (13,27) 16 (15,17) 16 (16,16) 17 (5,28) 10 (-4,24)

Table A.52 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Dominican Republic.

Table A.53.

Actual and Predicted Cases with 95% Confidence Intervals for Dominican Republic using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 12110 2304 (-16917,21524) 11739 (11012,12466) 7396 (-1844,16636) 13054 (11204,14905) 11739 (11012,12466) 11739 (11739,11739) 12026 (11464,12587)
5/17/2020 12314 2304 (-17118,21725) 11739 (10612,12866) 7482 (-1874,16838) 13491 (11400,15582) 11739 (10791,12687) 11739 (11739,11739) 12330 (-15454,40113)
5/18/2020 12725 2304 (-17459,22066) 11739 (9806,13672) 7568 (-2044,17181) 13936 (11747,16126) 11739 (10381,13097) 11739 (11739,11739) 12634 (-49081,74348)
5/19/2020 13223 2304 (-17881,22488) 11739 (8830,14648) 7655 (-2299,17609) 14392 (12176,16607) 11739 (9869,13609) 11739 (11739,11739) 12938 (-90039,115914)
5/20/2020 13477 2304 (-18236,22843) 11739 (8333,15145) 7741 (-2483,17966) 14856 (12535,17178) 11739 (9476,14002) 11739 (11739,11739) 13242 (-137265,163748)
5/21/2020 13657 2304 (-18531,23138) 11739 (7980,15498) 7827 (-2607,18262) 15331 (12824,17837) 11739 (9166,14312) 11739 (11739,11739) 13546 (-190038,217130)
5/22/2020 13989 2304 (-18839,23446) 11739 (7329,16149) 7914 (-2744,18571) 15815 (13129,18501) 11739 (8831,14647) 11739 (11739,11739) 13850 (-247838,275538)
5/23/2020 14422 2304 (-19183,23790) 11739 (6480,16998) 8000 (-2917,18917) 16308 (13476,19141) 11739 (8444,15034) 11739 (11739,11739) 14154 (-310266,338574)
5/24/2020 14801 2304 (-19537,24144) 11739 (5737,17741) 8086 (-3102,19275) 16812 (13836,19788) 11739 (8044,15434) 11739 (11739,11739) 14458 (-377005,405921)
5/25/2020 15073 2304 (-19877,24484) 11739 (5204,18274) 8173 (-3271,19616) 17326 (14176,20476) 11739 (7670,15808) 11739 (11739,11739) 14762 (-447796,477319)
5/26/2020 15264 2304 (-20189,24796) 11739 (4830,18648) 8259 (-3411,19929) 17849 (14480,21219) 11739 (7336,16142) 11739 (11739,11739) 15066 (-522419,552551)
5/27/2020 15723 2304 (-20531,25138) 11739 (3930,19548) 8345 (-3582,20273) 18383 (14823,21943) 11739 (6958,16520) 11739 (11739,11739) 15370 (-600690,631429)
5/28/2020 16068 2304 (-20876,25483) 11739 (3254,20224) 8432 (-3757,20620) 18927 (15171,22684) 11739 (6578,16900) 11739 (11739,11739) 15674 (-682445,713793)
5/29/2020 16531 2304 (-21243,25850) 11739 (2347,21131) 8518 (-3955,20990) 19482 (15545,23418) 11739 (6168,17310) 11739 (11739,11739) 15978 (-767544,799500)
5/30/2020 16908 2304 (-21615,26222) 11739 (1608,21870) 8604 (-4157,21366) 20047 (15925,24168) 11739 (5755,17723) 11739 (11739,11739) 16282 (-855861,888425)
5/31/2020 17285 2304 (-21991,26598) 11739 (869,22609) 8691 (-4364,21745) 20622 (16310,24935) 11739 (5339,18139) 11739 (11739,11739) 16586 (-947283,980454)
6/1/2020 17572 2304 (-22358,26965) 11739 (306,23172) 8777 (-4560,22113) 21209 (16682,25735) 11739 (4939,18539) 11739 (11739,11739) 16890 (-1041708,1075488)
6/2/2020 17752 2304 (-22703,27310) 11739 (-46,23524) 8863 (-4733,22459) 21805 (17024,26587) 11739 (4571,18907) 11739 (11739,11739) 17194 (-1139044,1173432)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 12110 12026 (11464,12587) 12045 (11927,12164) 11545 (10438,12652) 12027 (11463,12591) 12039 (11919,12160) 6165 (-5489,17818)
5/17/2020 12314 12330 (-15454,40113) 12372 (12193,12551) 11779 (10700,12857) 12348 (-33346,58042) 12354 (12161,12547) 6341 (-5340,18021)
5/18/2020 12725 12634 (-49081,74348) 12695 (12454,12937) 12015 (10824,13207) 12619 (-82820,108058) 12654 (12388,12921) 6516 (-5330,18362)
5/19/2020 13223 12938 (-90039,115914) 13024 (12719,13328) 12250 (10844,13655) 12908 (-143943,169759) 12969 (12627,13311) 6679 (-5420,18777)
5/20/2020 13477 13242 (-137265,163748) 13354 (12984,13724) 12483 (10953,14012) 13241 (-219114,245597) 13270 (12848,13691) 6866 (-5410,19141)
5/21/2020 13657 13546 (-190038,217130) 13688 (13250,14127) 12715 (11128,14302) 13533 (-301347,328414) 13584 (13080,14088) 7041 (-5352,19434)
5/22/2020 13989 13850 (-247838,275538) 14025 (13515,14534) 12947 (11287,14606) 13853 (-392869,420574) 13885 (13293,14476) 7170 (-5367,19707)
5/23/2020 14422 14154 (-310266,338574) 14364 (13780,14948) 13180 (11405,14955) 14147 (-490601,518896) 14199 (13517,14881) 7311 (-5409,20031)
5/24/2020 14801 14458 (-377005,405921) 14706 (14046,15367) 13414 (11512,15317) 14468 (-596378,625314) 14500 (13723,15277) 7513 (-5391,20416)
5/25/2020 15073 14762 (-447796,477319) 15052 (14312,15792) 13649 (11640,15659) 14739 (-705774,735251) 14814 (13939,15689) 7719 (-5343,20782)
5/26/2020 15264 15066 (-522419,552551) 15400 (14578,16222) 13885 (11803,15967) 15027 (-820355,850410) 15115 (14138,16092) 7883 (-5314,21079)
5/27/2020 15723 15370 (-600690,631429) 15751 (14844,16658) 14121 (11932,16311) 15361 (-943006,973728) 15429 (14347,16512) 8017 (-5349,21383)
5/28/2020 16068 15674 (-682445,713793) 16105 (15110,17099) 14357 (12056,16657) 15653 (-1070312,1101617) 15730 (14538,16922) 8208 (-5326,21741)
5/29/2020 16531 15978 (-767544,799500) 16461 (15377,17546) 14591 (12152,17029) 15972 (-1203883,1235827) 16044 (14741,17348) 8399 (-5321,22118)
5/30/2020 16908 16282 (-855861,888425) 16821 (15645,17998) 14825 (12244,17406) 16266 (-1341876,1374409) 16345 (14926,17765) 8625 (-5277,22526)
5/31/2020 17285 16586 (-947283,980454) 17184 (15912,18455) 15061 (12335,17787) 16587 (-1485725,1518898) 16659 (15122,18197) 8792 (-5297,22880)
6/1/2020 17572 16890 (-1041708,1075488) 17549 (16181,18917) 15297 (12440,18155) 16857 (-1632273,1665987) 16960 (15301,18620) 8980 (-5285,23245)
6/2/2020 17752 17194 (-1139044,1173432) 17917 (16450,19385) 15535 (12575,18495) 17146 (-1782643,1816934) 17274 (15491,19058) 9134 (-5290,23558)

Table A.53 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Ecuador.

Table A.54.

Actual and Predicted Cases with 95% Confidence Intervals for Ecuador using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 32763 6841 (-43965,57648) 31467 (28927,34007) 22310 (1822,42798) 40669 (25173,56166) 31881 (30152,33610) 31467 (31467,31467) 31634 (31307,31961)
5/17/2020 33182 6841 (-44378,58060) 31467 (28106,34828) 22572 (1929,43215) 42077 (25583,58571) 31881 (29703,34059) 31467 (31467,31467) 31946 (15326,48567)
5/18/2020 33582 6841 (-44778,58461) 31467 (27322,35612) 22834 (2050,43619) 43516 (25973,61058) 31881 (29260,34502) 31467 (31467,31467) 32258 (-4666,69183)
5/19/2020 34151 6841 (-45262,58944) 31467 (26206,36728) 23096 (2088,44105) 44986 (26451,63521) 31881 (28703,35059) 31467 (31467,31467) 32571 (-29047,94188)
5/20/2020 34854 6841 (-45834,59517) 31467 (24828,38106) 23359 (2037,44680) 46487 (27024,65950) 31881 (28025,35737) 31467 (31467,31467) 32883 (-57178,122944)
5/21/2020 35306 6841 (-46366,60049) 31467 (23943,38991) 23621 (2027,45214) 48020 (27546,68494) 31881 (27420,36342) 31467 (31467,31467) 33195 (-88630,155020)
5/22/2020 35828 6841 (-46896,60579) 31467 (22919,40015) 23883 (2020,45745) 49586 (28064,71107) 31881 (26820,36942) 31467 (31467,31467) 33507 (-123090,190105)
5/23/2020 36258 6841 (-47402,61084) 31467 (22077,40857) 24145 (2039,46251) 51183 (28550,73816) 31881 (26259,37503) 31467 (31467,31467) 33819 (-160320,227959)
5/24/2020 36756 6841 (-47907,61589) 31467 (21101,41833) 24407 (2058,46756) 52814 (29036,76592) 31881 (25697,38065) 31467 (31467,31467) 34132 (-200131,268394)
5/25/2020 37355 6841 (-48434,62116) 31467 (19927,43007) 24669 (2056,47282) 54477 (29548,79407) 31881 (25104,38658) 31467 (31467,31467) 34444 (-242365,311253)
5/26/2020 37355 6841 (-48861,62543) 31467 (19927,43007) 24932 (2155,47708) 56174 (29932,82417) 31881 (24655,39107) 31467 (31467,31467) 34756 (-286894,356406)
5/27/2020 38103 6841 (-49346,63029) 31467 (18460,44474) 25194 (2196,48191) 57905 (30395,85415) 31881 (24118,39644) 31467 (31467,31467) 35068 (-333606,403742)
5/28/2020 38471 6841 (-49814,63496) 31467 (17739,45195) 25456 (2256,48656) 59670 (30836,88504) 31881 (23607,40155) 31467 (31467,31467) 35380 (-382403,453164)
5/29/2020 38571 6841 (-50227,63910) 31467 (17543,45391) 25718 (2370,49066) 61469 (31206,91733) 31881 (23172,40590) 31467 (31467,31467) 35692 (-433202,504587)
5/30/2020 38571 6841 (-50583,64265) 31467 (17543,45391) 25980 (2541,49420) 63303 (31499,95107) 31881 (22812,40950) 31467 (31467,31467) 36005 (-485926,557935)
5/31/2020 39098 6841 (-50962,64645) 31467 (16510,46424) 26242 (2690,49795) 65172 (31833,98511) 31881 (22414,41348) 31467 (31467,31467) 36317 (-540508,613142)
6/1/2020 39098 6841 (-51295,64978) 31467 (16510,46424) 26505 (2884,50126) 67076 (32105,102048) 31881 (22077,41685) 31467 (31467,31467) 36629 (-596888,670146)
6/2/2020 40414 6841 (-51747,65430) 31467 (13931,49003) 26767 (2961,50572) 69016 (32552,105481) 31881 (21570,42192) 31467 (31467,31467) 36941 (-655010,728893)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 32763 31507 (31428,31586) 32302 (30081,34523) 31036 (27652,34420) 32004 (30952,33056) 31973 (29505,34442) 16328 (-15884,48540)
5/17/2020 33182 31693 (29280,34107) 32986 (29861,36111) 31146 (27447,34846) 32542 (1661,63424) 32480 (28888,36071) 16880 (-15203,48962)
5/18/2020 33582 31859 (26755,36962) 33835 (30001,37668) 31255 (27248,35262) 33080 (-34993,101153) 32986 (28463,37509) 17371 (-14608,49351)
5/19/2020 34151 32006 (23860,40151) 34539 (30120,38958) 31357 (26937,35777) 33618 (-79591,146827) 33492 (28126,38858) 17627 (-14455,49709)
5/20/2020 34854 32136 (20724,43547) 35401 (30455,40346) 31449 (26495,36403) 34156 (-131000,199312) 33998 (27838,40159) 17933 (-14368,50235)
5/21/2020 35306 32252 (17434,47069) 36125 (30712,41537) 31532 (26094,36970) 34694 (-188435,257823) 34504 (27580,41429) 18343 (-14117,50804)
5/22/2020 35828 32354 (14050,50658) 37000 (31150,42850) 31603 (25675,37531) 35233 (-251387,321854) 35011 (27342,42680) 18790 (-13806,51386)
5/23/2020 36258 32445 (10615,54276) 37744 (31494,43993) 31663 (25269,38058) 35770 (-319323,390863) 35517 (27115,43918) 19154 (-13560,51867)
5/24/2020 36756 32526 (7160,57892) 38632 (32000,45264) 31719 (24850,38587) 36308 (-391954,464570) 36023 (26897,45150) 19552 (-13275,52379)
5/25/2020 37355 32598 (3710,61487) 39396 (32408,46383) 31770 (24391,39148) 36846 (-468992,542683) 36529 (26682,46377) 19941 (-13019,52901)
5/26/2020 37355 32662 (281,65043) 40298 (32966,47629) 31821 (24063,39579) 37383 (-550196,624962) 37036 (26470,47601) 20405 (-12578,53389)
5/27/2020 38103 32719 (-3114,68551) 41081 (33426,48735) 31874 (23652,40095) 37921 (-635366,711207) 37542 (26258,48825) 20725 (-12350,53799)
5/28/2020 38471 32769 (-6464,72002) 41997 (34027,49966) 31922 (23257,40586) 38458 (-724322,801238) 38048 (26045,50051) 21225 (-11906,54356)
5/29/2020 38571 32814 (-9764,75391) 42799 (34531,51067) 31965 (22928,41003) 38997 (-816949,894944) 38554 (25831,51277) 21587 (-11556,54730)
5/30/2020 38571 32853 (-13008,78714) 43729 (35169,52289) 32006 (22664,41348) 39533 (-913043,992110) 39060 (25614,52507) 22069 (-11021,55159)
5/31/2020 39098 32888 (-16193,81970) 44550 (35712,53389) 32042 (22358,41726) 40071 (-1012514,1092656) 39566 (25393,53739) 22354 (-10720,55427)
6/1/2020 39098 32920 (-19317,85156) 45495 (36382,54607) 32075 (22105,42045) 40608 (-1115249,1196466) 40073 (25169,54976) 22852 (-10150,55854)
6/2/2020 40414 32947 (-22378,88273) 46335 (36960,55710) 32106 (21685,42528) 41145 (-1221146,1303436) 40579 (24941,56216) 23256 (-9781,56293)

Table A.54 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Egypt.

Table A.55.

Actual and Predicted Cases with 95% Confidence Intervals for Egypt using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 11719 1894 (-17362,21151) 11228 (10266,12190) 6162 (-4731,17054) 11957 (11491,12422) 11228 (10266,12190) 11228 (11228,11228) 11605 (10866,12344)
5/17/2020 12229 1894 (-17868,21657) 11228 (9266,13190) 6234 (-5096,17563) 12411 (11996,12825) 11228 (9683,12773) 11228 (11228,11228) 11987 (-33762,57736)
5/18/2020 12764 1894 (-18395,22184) 11228 (8217,14239) 6306 (-5483,18095) 12876 (12515,13238) 11228 (9080,13376) 11228 (11228,11228) 12369 (-89391,114128)
5/19/2020 13484 1894 (-19028,22817) 11228 (6806,15650) 6379 (-5979,18737) 13353 (13014,13691) 11228 (8339,14117) 11228 (11228,11228) 12750 (-157143,182644)
5/20/2020 14229 1894 (-19718,23507) 11228 (5346,17110) 6451 (-6536,19438) 13841 (13385,14296) 11228 (7540,14916) 11228 (11228,11228) 13132 (-235257,261521)
5/21/2020 15003 1894 (-20450,24239) 11228 (3829,18627) 6523 (-7136,20183) 14340 (13666,15014) 11228 (6705,15751) 11228 (11228,11228) 13514 (-322540,349568)
5/22/2020 15786 1894 (-21211,25000) 11228 (2294,20162) 6596 (-7767,20958) 14851 (13919,15783) 11228 (5849,16607) 11228 (11228,11228) 13896 (-418130,445921)
5/23/2020 16513 1894 (-21975,25764) 11228 (869,21587) 6668 (-8400,21736) 15374 (14198,16550) 11228 (5005,17451) 11228 (11228,11228) 14277 (-521369,549924)
5/24/2020 17265 1894 (-22749,26537) 11228 (-605,23061) 6740 (-9043,22523) 15909 (14490,17328) 11228 (4158,18298) 11228 (11228,11228) 14659 (-631732,661050)
5/25/2020 17967 1894 (-23518,27307) 11228 (-1980,24436) 6813 (-9680,23305) 16456 (14815,18096) 11228 (3327,19129) 11228 (11228,11228) 15041 (-748790,778872)
5/26/2020 18756 1894 (-24305,28093) 11228 (-3527,25983) 6885 (-10334,24103) 17015 (15142,18887) 11228 (2479,19977) 11228 (11228,11228) 15423 (-872183,903028)
5/27/2020 19666 1894 (-25130,28918) 11228 (-5310,27766) 6957 (-11028,24943) 17586 (15441,19730) 11228 (1586,20870) 11228 (11228,11228) 15804 (-1001601,1033210)
5/28/2020 20793 1894 (-26028,29817) 11228 (-7519,29975) 7030 (-11801,25860) 18169 (15664,20675) 11228 (605,21851) 11228 (11228,11228) 16186 (-1136779,1169151)
5/29/2020 22082 1894 (-27016,30804) 11228 (-10046,32502) 7102 (-12667,26871) 18766 (15791,21740) 11228 (-482,22938) 11228 (11228,11228) 16568 (-1277482,1310617)
5/30/2020 23449 1894 (-28090,31879) 11228 (-12725,35181) 7174 (-13625,27973) 19374 (15837,22911) 11228 (-1665,24121) 11228 (11228,11228) 16949 (-1423501,1457400)
5/31/2020 24985 1894 (-29265,33053) 11228 (-15736,38192) 7246 (-14688,29181) 19996 (15788,24204) 11228 (-2959,25415) 11228 (11228,11228) 17331 (-1574651,1609314)
6/1/2020 26384 1894 (-30499,34287) 11228 (-18478,40934) 7319 (-15810,30448) 20631 (15717,25544) 11228 (-4307,26763) 11228 (11228,11228) 17713 (-1730764,1766190)
6/2/2020 27536 1894 (-31741,35530) 11228 (-20736,43192) 7391 (-16937,31719) 21278 (15696,26860) 11228 (-5645,28101) 11228 (11228,11228) 18095 (-1891687,1927876)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 11719 11605 (10866,12344) 11611 (11560,11663) 10906 (9312,12500) 11621 (10851,12392) 11636 (11584,11689) 5998 (-5215,17211)
5/17/2020 12229 11987 (-33762,57736) 12014 (11911,12116) 11185 (9350,13019) 12014 (-196075,220104) 12074 (11968,12181) 6226 (-5267,17719)
5/18/2020 12764 12369 (-89391,114128) 12406 (12251,12560) 11463 (9363,13563) 12408 (-452205,477020) 12514 (12344,12685) 6441 (-5360,18242)
5/19/2020 13484 12750 (-157143,182644) 12813 (12598,13028) 11736 (9237,14234) 12801 (-764121,789723) 12932 (12680,13184) 6668 (-5541,18877)
5/20/2020 14229 13132 (-235257,261521) 13214 (12936,13492) 12005 (9039,14970) 13194 (-1123653,1150041) 13341 (12993,13689) 6908 (-5758,19574)
5/21/2020 15003 13514 (-322540,349568) 13627 (13279,13976) 12271 (8792,15751) 13587 (-1525316,1552490) 13764 (13313,14214) 7155 (-6002,20313)
5/22/2020 15786 13896 (-418130,445921) 14036 (13614,14458) 12537 (8515,16558) 13980 (-1965117,1993076) 14199 (13641,14757) 7401 (-6273,21075)
5/23/2020 16513 14277 (-521369,549924) 14455 (13954,14956) 12802 (8245,17359) 14373 (-2440016,2468762) 14627 (13955,15299) 7621 (-6576,21819)
5/24/2020 17265 14659 (-631732,661050) 14872 (14288,15455) 13066 (7969,18164) 14766 (-2947602,2977133) 15043 (14246,15839) 7826 (-6912,22564)
5/25/2020 17967 15041 (-748790,778872) 15297 (14626,15967) 13331 (7706,18956) 15159 (-3485907,3516224) 15460 (14532,16389) 8034 (-7243,23311)
5/26/2020 18756 15423 (-872183,903028) 15721 (14960,16482) 13596 (7427,19766) 15551 (-4053260,4084363) 15888 (14822,16953) 8232 (-7606,24070)
5/27/2020 19666 15804 (-1001601,1033210) 16153 (15297,17008) 13862 (7103,20620) 15944 (-4648240,4680129) 16317 (15110,17525) 8458 (-7978,24894)
5/28/2020 20793 16186 (-1136779,1169151) 16584 (15631,17538) 14128 (6692,21563) 16337 (-5269630,5302304) 16740 (15384,18095) 8701 (-8404,25806)
5/29/2020 22082 16568 (-1277482,1310617) 17022 (15967,18077) 14394 (6175,22614) 16730 (-5916337,5949796) 17158 (15648,18669) 8994 (-8858,26846)
5/30/2020 23449 16949 (-1423501,1457400) 17462 (16302,18621) 14662 (5561,23763) 17122 (-6587400,6621645) 17581 (15910,19252) 9300 (-9373,27974)
5/31/2020 24985 17331 (-1574651,1609314) 17906 (16638,19174) 14931 (4835,25026) 17515 (-7281964,7316994) 18008 (16172,19844) 9602 (-9987,29191)
6/1/2020 26384 17713 (-1730764,1766190) 18352 (16974,19731) 15200 (4056,26344) 17908 (-7999262,8035078) 18434 (16428,20439) 9896 (-10661,30453)
6/2/2020 27536 18095 (-1891687,1927876) 18804 (17311,20297) 15470 (3289,27651) 18300 (-8738586,8775187) 18855 (16674,21035) 10140 (-11393,31674)

Table A.55 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for El Salvador.

Table A.56.

Actual and Predicted Cases with 95% Confidence Intervals for El Salvador using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 1265 148 (-2041,2337) 1210 (1102,1318) 506 (-982,1994) 1149 (921,1376) 1210 (1102,1318) 1210 (1210,1210) 1264 (1158,1369)
5/17/2020 1338 148 (-2113,2410) 1210 (959,1461) 512 (-1043,2067) 1200 (949,1450) 1210 (1017,1403) 1210 (1210,1210) 1327 (178,2475)
5/18/2020 1413 148 (-2188,2484) 1210 (812,1608) 518 (-1106,2142) 1252 (978,1526) 1210 (931,1489) 1210 (1210,1210) 1390 (-1095,3874)
5/19/2020 1498 148 (-2269,2566) 1210 (646,1774) 524 (-1176,2224) 1306 (1002,1609) 1210 (839,1581) 1210 (1210,1210) 1452 (-2649,5553)
5/20/2020 1571 148 (-2348,2644) 1210 (502,1918) 530 (-1243,2303) 1361 (1033,1688) 1210 (751,1669) 1210 (1210,1210) 1515 (-4443,7474)
5/21/2020 1640 148 (-2424,2720) 1210 (367,2053) 536 (-1308,2380) 1417 (1069,1765) 1210 (668,1752) 1210 (1210,1210) 1578 (-6451,9607)
5/22/2020 1725 148 (-2504,2801) 1210 (201,2219) 542 (-1377,2461) 1475 (1103,1847) 1210 (580,1840) 1210 (1210,1210) 1641 (-8652,11935)
5/23/2020 1819 148 (-2590,2886) 1210 (16,2404) 548 (-1451,2548) 1534 (1134,1934) 1210 (485,1935) 1210 (1210,1210) 1704 (-11032,14440)
5/24/2020 1915 148 (-2679,2976) 1210 (-172,2592) 554 (-1530,2638) 1595 (1164,2026) 1210 (386,2034) 1210 (1210,1210) 1767 (-13579,17113)
5/25/2020 1983 148 (-2765,3062) 1210 (-305,2725) 560 (-1605,2725) 1658 (1202,2114) 1210 (293,2127) 1210 (1210,1210) 1830 (-16282,19942)
5/26/2020 2042 148 (-2847,3143) 1210 (-421,2841) 566 (-1674,2807) 1722 (1248,2196) 1210 (207,2213) 1210 (1210,1210) 1893 (-19133,22919)
5/27/2020 2109 148 (-2926,3223) 1210 (-552,2972) 572 (-1742,2887) 1787 (1298,2276) 1210 (123,2297) 1210 (1210,1210) 1956 (-22125,26036)
5/28/2020 2194 148 (-3008,3305) 1210 (-719,3139) 579 (-1813,2970) 1854 (1350,2359) 1210 (37,2383) 1210 (1210,1210) 2019 (-25252,29289)
5/29/2020 2278 148 (-3091,3388) 1210 (-883,3303) 585 (-1884,3054) 1923 (1402,2444) 1210 (-51,2471) 1210 (1210,1210) 2082 (-28508,32671)
5/30/2020 2395 148 (-3182,3478) 1210 (-1113,3533) 591 (-1963,3145) 1993 (1451,2536) 1210 (-148,2568) 1210 (1210,1210) 2145 (-31888,36178)
5/31/2020 2517 148 (-3279,3575) 1210 (-1352,3772) 597 (-2049,3243) 2065 (1495,2635) 1210 (-253,2673) 1210 (1210,1210) 2208 (-35389,39804)
6/1/2020 2582 148 (-3372,3668) 1210 (-1479,3899) 603 (-2131,3337) 2139 (1547,2731) 1210 (-352,2772) 1210 (1210,1210) 2271 (-39006,43547)
6/2/2020 2653 148 (-3463,3760) 1210 (-1618,4038) 609 (-2211,3429) 2214 (1604,2824) 1210 (-448,2868) 1210 (1210,1210) 2333 (-42735,47402)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 1265 1264 (1158,1369) 1284 (1270,1298) 1248 (1215,1281) 1255 (1167,1344) 1283 (1268,1297) 678 (-471,1828)
5/17/2020 1338 1327 (178,2475) 1337 (1315,1359) 1325 (1295,1355) 1358 (-1754,4471) 1335 (1312,1357) 708 (-485,1901)
5/18/2020 1413 1390 (-1095,3874) 1396 (1369,1422) 1405 (1379,1431) 1431 (-4680,7542) 1392 (1365,1420) 737 (-502,1976)
5/19/2020 1498 1452 (-2649,5553) 1474 (1440,1507) 1488 (1464,1513) 1482 (-7633,10596) 1468 (1433,1503) 772 (-516,2059)
5/20/2020 1571 1515 (-4443,7474) 1560 (1513,1606) 1575 (1553,1597) 1546 (-11035,14127) 1551 (1502,1599) 820 (-507,2146)
5/21/2020 1640 1578 (-6451,9607) 1638 (1574,1702) 1666 (1637,1696) 1636 (-15302,18574) 1625 (1559,1691) 859 (-504,2222)
5/22/2020 1725 1641 (-8652,11935) 1706 (1625,1787) 1763 (1724,1801) 1701 (-19820,23222) 1689 (1606,1773) 892 (-513,2296)
5/23/2020 1819 1704 (-11032,14440) 1774 (1677,1871) 1864 (1816,1912) 1767 (-24600,28135) 1753 (1653,1853) 926 (-527,2378)
5/24/2020 1915 1767 (-13579,17113) 1850 (1737,1963) 1970 (1913,2028) 1870 (-30216,33957) 1824 (1707,1941) 968 (-535,2470)
5/25/2020 1983 1830 (-16282,19942) 1932 (1801,2063) 2083 (2000,2165) 1943 (-36096,39981) 1899 (1763,2035) 1013 (-534,2560)
5/26/2020 2042 1893 (-19133,22919) 2012 (1860,2164) 2201 (2078,2323) 1993 (-41915,45902) 1973 (1816,2130) 1050 (-537,2638)
5/27/2020 2109 1956 (-22125,26036) 2088 (1915,2261) 2325 (2156,2495) 2058 (-47905,52021) 2041 (1862,2220) 1082 (-545,2709)
5/28/2020 2194 2019 (-25252,29289) 2163 (1968,2357) 2457 (2240,2674) 2148 (-54412,58707) 2109 (1908,2310) 1114 (-556,2784)
5/29/2020 2278 2082 (-28508,32671) 2241 (2025,2457) 2596 (2329,2863) 2213 (-61095,65521) 2178 (1955,2402) 1156 (-557,2869)
5/30/2020 2395 2145 (-31888,36178) 2323 (2084,2562) 2742 (2430,3055) 2279 (-67949,72506) 2251 (2003,2498) 1201 (-560,2963)
5/31/2020 2517 2208 (-35389,39804) 2405 (2141,2668) 2897 (2542,3252) 2382 (-75403,80167) 2323 (2051,2595) 1251 (-564,3066)
6/1/2020 2582 2271 (-39006,43547) 2485 (2197,2773) 3060 (2647,3473) 2454 (-83087,87995) 2393 (2095,2691) 1298 (-566,3161)
6/2/2020 2653 2333 (-42735,47402) 2565 (2251,2879) 3232 (2750,3714) 2505 (-90731,95741) 2462 (2138,2786) 1334 (-577,3245)

Table A.56 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Equatorial Guinea.

Table A.57.

Actual and Predicted Cases with 95% Confidence Intervals for Equatorial Guinea using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 594 81 (-924,1086) 594 (594,594) 280 (-337,896) 632 (558,706) 439 (135,743) 594 (594,594) 623 (566,679)
5/17/2020 594 81 (-924,1086) 594 (594,594) 283 (-330,896) 659 (555,764) 439 (135,743) 594 (594,594) 650 (352,948)
5/18/2020 719 81 (-1012,1174) 594 (349,839) 286 (-414,987) 688 (595,780) 439 (37,841) 594 (594,594) 678 (61,1294)
5/19/2020 825 81 (-1113,1276) 594 (141,1047) 290 (-512,1092) 717 (584,850) 439 (-75,953) 594 (594,594) 705 (-295,1705)
5/20/2020 890 81 (-1201,1363) 594 (14,1174) 293 (-595,1181) 747 (574,920) 439 (-168,1046) 594 (594,594) 733 (-706,2172)
5/21/2020 903 81 (-1261,1424) 594 (-12,1200) 296 (-648,1241) 777 (590,964) 439 (-228,1106) 594 (594,594) 760 (-1167,2687)
5/22/2020 960 81 (-1322,1484) 594 (-123,1311) 300 (-702,1302) 809 (602,1015) 439 (-289,1167) 594 (594,594) 788 (-1673,3248)
5/23/2020 960 81 (-1366,1528) 594 (-123,1311) 303 (-739,1345) 841 (631,1051) 439 (-332,1210) 594 (594,594) 815 (-2220,3850)
5/24/2020 960 81 (-1399,1561) 594 (-123,1311) 306 (-765,1378) 874 (668,1080) 439 (-363,1241) 594 (594,594) 842 (-2806,4491)
5/25/2020 1043 81 (-1444,1607) 594 (-286,1474) 310 (-804,1423) 908 (695,1120) 439 (-409,1287) 594 (594,594) 870 (-3428,5168)
5/26/2020 1043 81 (-1480,1643) 594 (-286,1474) 313 (-833,1459) 942 (731,1154) 439 (-445,1323) 594 (594,594) 897 (-4084,5879)
5/27/2020 1043 81 (-1510,1672) 594 (-286,1474) 317 (-855,1488) 978 (773,1183) 439 (-474,1352) 594 (594,594) 925 (-4774,6623)
5/28/2020 1043 81 (-1534,1697) 594 (-286,1474) 320 (-872,1512) 1014 (816,1212) 439 (-497,1375) 594 (594,594) 952 (-5494,7399)
5/29/2020 1306 81 (-1602,1765) 594 (-802,1990) 323 (-936,1582) 1051 (819,1284) 439 (-571,1449) 594 (594,594) 980 (-6245,8205)
5/30/2020 1306 81 (-1659,1822) 594 (-802,1990) 327 (-987,1640) 1090 (839,1340) 439 (-631,1509) 594 (594,594) 1007 (-7025,9039)
5/31/2020 1306 81 (-1708,1870) 594 (-802,1990) 330 (-1029,1689) 1128 (871,1386) 439 (-681,1559) 594 (594,594) 1035 (-7832,9902)
6/1/2020 1306 81 (-1749,1912) 594 (-802,1990) 333 (-1063,1730) 1168 (910,1426) 439 (-723,1601) 594 (594,594) 1062 (-8667,10791)
6/2/2020 1306 81 (-1786,1948) 594 (-802,1990) 337 (-1093,1766) 1209 (954,1464) 439 (-759,1637) 594 (594,594) 1090 (-9527,11707)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 594 621 (568,674) 603 (566,640) 368 (-76,811) 610 (578,643) 601 (564,639) 329 (-190,848)
5/17/2020 594 647 (382,911) 617 (562,671) 349 (-113,811) 627 (558,696) 613 (557,668) 321 (-206,848)
5/18/2020 719 672 (130,1213) 635 (569,700) 330 (-250,910) 644 (532,755) 628 (561,695) 319 (-305,944)
5/19/2020 825 697 (-175,1568) 655 (582,728) 310 (-403,1022) 660 (498,822) 646 (571,721) 350 (-363,1064)
5/20/2020 890 721 (-524,1966) 677 (598,757) 289 (-537,1116) 677 (460,893) 666 (583,748) 380 (-398,1159)
5/21/2020 903 745 (-912,2402) 700 (614,786) 270 (-639,1179) 693 (416,970) 686 (596,776) 403 (-413,1219)
5/22/2020 960 769 (-1333,2871) 723 (630,815) 251 (-741,1243) 710 (367,1052) 706 (609,804) 394 (-470,1258)
5/23/2020 960 792 (-1785,3369) 746 (646,846) 233 (-823,1289) 726 (314,1138) 727 (621,833) 396 (-502,1294)
5/24/2020 960 815 (-2264,3894) 769 (661,876) 217 (-891,1324) 742 (257,1228) 747 (633,862) 396 (-527,1319)
5/25/2020 1043 838 (-2768,4444) 792 (676,908) 202 (-972,1375) 759 (196,1322) 768 (644,892) 406 (-555,1366)
5/26/2020 1043 860 (-3295,5016) 815 (691,940) 188 (-1040,1415) 775 (131,1420) 788 (654,923) 422 (-565,1409)
5/27/2020 1043 882 (-3844,5608) 839 (706,972) 175 (-1098,1449) 792 (63,1521) 809 (664,954) 434 (-572,1440)
5/28/2020 1043 904 (-4412,6219) 863 (721,1005) 164 (-1150,1478) 808 (-9,1625) 829 (674,985) 446 (-573,1465)
5/29/2020 1306 925 (-4998,6848) 887 (736,1039) 154 (-1249,1556) 825 (-84,1733) 850 (683,1017) 444 (-638,1525)
5/30/2020 1306 946 (-5602,7493) 911 (750,1073) 144 (-1333,1621) 841 (-162,1845) 871 (691,1050) 504 (-616,1625)
5/31/2020 1306 966 (-6221,8154) 936 (765,1107) 136 (-1405,1677) 858 (-243,1959) 891 (700,1082) 517 (-635,1668)
6/1/2020 1306 987 (-6855,8829) 961 (779,1142) 129 (-1468,1725) 874 (-327,2076) 912 (707,1116) 529 (-648,1706)
6/2/2020 1306 1007 (-7503,9517) 985 (793,1177) 122 (-1523,1766) 891 (-414,2196) 932 (715,1149) 493 (-711,1696)

Table A.57 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Eritrea.

Table A.58.

Actual and Predicted Cases with 95% Confidence Intervals for Eritrea using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 39 15 (-33,62) 39 (39,39) 42 (36,49) 42 (36,49) 39 (39,39) 39 (39,39) 39 (39,39)
5/17/2020 39 15 (-33,62) 39 (39,39) 43 (36,50) 42 (36,49) 39 (39,39) 39 (39,39) 39 (39,39)
5/18/2020 39 15 (-33,62) 39 (39,39) 43 (36,51) 42 (36,49) 39 (39,39) 39 (39,39) 39 (39,39)
5/19/2020 39 15 (-33,62) 39 (39,39) 44 (36,51) 42 (36,48) 39 (39,39) 39 (39,39) 39 (39,39)
5/20/2020 39 15 (-33,62) 39 (39,39) 44 (36,52) 42 (36,48) 39 (39,39) 39 (39,39) 39 (39,39)
5/21/2020 39 15 (-33,62) 39 (39,39) 45 (36,53) 42 (36,47) 39 (39,39) 39 (39,39) 39 (39,39)
5/22/2020 39 15 (-33,62) 39 (39,39) 45 (36,54) 41 (36,47) 39 (39,39) 39 (39,39) 39 (39,39)
5/23/2020 39 15 (-33,62) 39 (39,39) 46 (36,55) 41 (35,46) 39 (39,39) 39 (39,39) 39 (39,39)
5/24/2020 39 15 (-33,62) 39 (39,39) 46 (36,56) 41 (35,46) 39 (39,39) 39 (39,39) 39 (39,39)
5/25/2020 39 15 (-33,62) 39 (39,39) 46 (36,57) 40 (35,45) 39 (39,39) 39 (39,39) 39 (39,39)
5/26/2020 39 15 (-33,62) 39 (39,39) 47 (36,58) 40 (35,45) 39 (39,39) 39 (39,39) 39 (39,39)
5/27/2020 39 15 (-33,62) 39 (39,39) 47 (36,59) 39 (35,44) 39 (39,39) 39 (39,39) 39 (39,39)
5/28/2020 39 15 (-33,62) 39 (39,39) 48 (36,60) 39 (34,43) 39 (39,39) 39 (39,39) 39 (39,39)
5/29/2020 39 15 (-33,62) 39 (39,39) 48 (35,61) 38 (34,42) 39 (39,39) 39 (39,39) 39 (39,39)
5/30/2020 39 15 (-33,62) 39 (39,39) 49 (35,62) 37 (33,42) 39 (39,39) 39 (39,39) 39 (39,39)
5/31/2020 39 15 (-33,62) 39 (39,39) 49 (35,63) 37 (32,41) 39 (39,39) 39 (39,39) 39 (39,39)
6/1/2020 39 15 (-33,62) 39 (39,39) 50 (35,64) 36 (32,40) 39 (39,39) 39 (39,39) 39 (39,39)
6/2/2020 39 15 (-33,62) 39 (39,39) 50 (35,65) 35 (31,40) 39 (39,39) 39 (39,39) 39 (39,39)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 39 39 (39,39) 39 (37,41) 39 (39,39) 39 (39,39) 39 (37,41) 20 (-19,58)
5/17/2020 39 39 (39,39) 39 (36,42) 39 (39,39) 39 (39,39) 39 (36,42) 20 (-19,58)
5/18/2020 39 39 (39,39) 39 (35,43) 39 (39,39) 39 (39,39) 39 (35,43) 20 (-19,58)
5/19/2020 39 39 (39,39) 39 (34,44) 39 (39,39) 39 (39,39) 39 (34,44) 20 (-19,58)
5/20/2020 39 39 (39,39) 39 (33,45) 39 (39,39) 39 (39,39) 39 (33,45) 20 (-19,58)
5/21/2020 39 39 (39,39) 39 (32,46) 39 (39,39) 39 (39,39) 39 (32,46) 20 (-19,58)
5/22/2020 39 39 (39,39) 39 (30,48) 39 (39,39) 39 (39,39) 39 (30,48) 20 (-19,58)
5/23/2020 39 39 (39,39) 39 (29,49) 39 (39,40) 39 (39,39) 39 (29,49) 20 (-19,58)
5/24/2020 39 39 (39,39) 39 (27,51) 39 (39,40) 39 (39,39) 39 (27,51) 20 (-19,58)
5/25/2020 39 39 (39,39) 39 (26,52) 39 (39,40) 39 (39,39) 39 (26,52) 20 (-19,58)
5/26/2020 39 39 (39,39) 39 (24,54) 39 (39,40) 39 (39,39) 39 (24,54) 20 (-19,58)
5/27/2020 39 39 (39,39) 39 (23,55) 39 (39,40) 39 (39,39) 39 (23,55) 20 (-19,58)
5/28/2020 39 39 (39,39) 39 (21,57) 39 (39,40) 39 (39,39) 39 (21,57) 20 (-19,58)
5/29/2020 39 39 (39,39) 39 (20,58) 39 (39,40) 39 (39,39) 39 (20,58) 20 (-19,58)
5/30/2020 39 39 (39,39) 39 (18,60) 39 (39,40) 39 (39,39) 39 (18,60) 20 (-19,58)
5/31/2020 39 39 (39,39) 39 (16,62) 39 (39,40) 39 (39,39) 39 (16,62) 20 (-19,58)
6/1/2020 39 39 (39,39) 39 (14,64) 39 (39,40) 39 (39,39) 39 (14,64) 20 (-19,58)
6/2/2020 39 39 (39,39) 39 (12,66) 39 (39,40) 39 (39,39) 39 (12,66) 20 (-19,58)

Table A.58 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Estonia.

Table A.59.

Actual and Predicted Cases with 95% Confidence Intervals for Estonia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 1770 646 (-1556,2849) 1766 (1758,1774) 1825 (1718,1932) 1869 (1675,2063) 1766 (1758,1774) 1766 (1766,1766) 1772 (1761,1782)
5/17/2020 1774 646 (-1560,2853) 1766 (1750,1782) 1845 (1721,1968) 1872 (1679,2064) 1766 (1754,1778) 1766 (1766,1766) 1778 (1756,1800)
5/18/2020 1784 646 (-1568,2861) 1766 (1731,1801) 1865 (1728,2001) 1873 (1686,2059) 1766 (1743,1789) 1766 (1766,1766) 1784 (1747,1821)
5/19/2020 1791 646 (-1575,2868) 1766 (1717,1815) 1885 (1735,2034) 1873 (1692,2053) 1766 (1735,1797) 1766 (1766,1766) 1790 (1735,1844)
5/20/2020 1794 646 (-1581,2874) 1766 (1711,1821) 1905 (1740,2070) 1871 (1696,2046) 1766 (1729,1803) 1766 (1766,1766) 1796 (1721,1870)
5/21/2020 1800 646 (-1587,2879) 1766 (1699,1833) 1925 (1744,2105) 1868 (1700,2037) 1766 (1722,1810) 1766 (1766,1766) 1802 (1705,1898)
5/22/2020 1807 646 (-1593,2885) 1766 (1686,1846) 1944 (1749,2140) 1864 (1702,2026) 1766 (1715,1817) 1766 (1766,1766) 1808 (1688,1928)
5/23/2020 1821 646 (-1601,2893) 1766 (1658,1874) 1964 (1756,2173) 1858 (1705,2012) 1766 (1705,1827) 1766 (1766,1766) 1814 (1668,1960)
5/24/2020 1823 646 (-1607,2900) 1766 (1654,1878) 1984 (1761,2207) 1851 (1705,1997) 1766 (1698,1834) 1766 (1766,1766) 1820 (1647,1993)
5/25/2020 1824 646 (-1613,2905) 1766 (1652,1880) 2004 (1765,2244) 1843 (1704,1982) 1766 (1692,1840) 1766 (1766,1766) 1826 (1625,2027)
5/26/2020 1834 646 (-1619,2912) 1766 (1633,1899) 2024 (1770,2279) 1832 (1700,1965) 1766 (1685,1847) 1766 (1766,1766) 1832 (1601,2063)
5/27/2020 1840 646 (-1625,2918) 1766 (1621,1911) 2044 (1775,2314) 1821 (1693,1948) 1766 (1678,1854) 1766 (1766,1766) 1838 (1576,2101)
5/28/2020 1851 646 (-1632,2925) 1766 (1599,1933) 2064 (1781,2348) 1807 (1683,1932) 1766 (1669,1863) 1766 (1766,1766) 1844 (1549,2139)
5/29/2020 1859 646 (-1640,2932) 1766 (1584,1948) 2084 (1786,2382) 1793 (1668,1918) 1766 (1661,1871) 1766 (1766,1766) 1850 (1522,2179)
5/30/2020 1865 646 (-1647,2939) 1766 (1572,1960) 2104 (1792,2416) 1776 (1647,1905) 1766 (1653,1879) 1766 (1766,1766) 1856 (1493,2220)
5/31/2020 1869 646 (-1653,2946) 1766 (1564,1968) 2124 (1797,2451) 1758 (1622,1894) 1766 (1645,1887) 1766 (1766,1766) 1862 (1462,2262)
6/1/2020 1870 646 (-1659,2952) 1766 (1562,1970) 2144 (1801,2487) 1738 (1592,1884) 1766 (1639,1893) 1766 (1766,1766) 1868 (1431,2306)
6/2/2020 1870 646 (-1664,2957) 1766 (1562,1970) 2164 (1804,2524) 1716 (1558,1875) 1766 (1633,1899) 1766 (1766,1766) 1875 (1399,2350)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima
5/16/2020 1770 1771 (1761,1781) 1773 (1739,1806) 1735 (1666,1804) 1772 (1760,1783) 1772 (1739,1806) 890 (-836,2615)
5/17/2020 1774 1776 (1758,1795) 1779 (1723,1836) 1734 (1660,1808) 1777 (1742,1813) 1779 (1722,1835) 893 (-833,2619)
5/18/2020 1784 1782 (1751,1813) 1786 (1707,1865) 1733 (1650,1817) 1782 (1717,1848) 1785 (1706,1864) 896 (-836,2627)
5/19/2020 1791 1787 (1742,1832) 1793 (1691,1894) 1732 (1640,1825) 1787 (1687,1888) 1791 (1690,1893) 899 (-836,2635)
5/20/2020 1794 1792 (1732,1853) 1799 (1674,1924) 1731 (1632,1831) 1792 (1654,1930) 1798 (1673,1922) 903 (-834,2641)
5/21/2020 1800 1797 (1720,1875) 1806 (1657,1955) 1730 (1624,1837) 1796 (1618,1975) 1804 (1654,1953) 906 (-834,2646)
5/22/2020 1807 1802 (1707,1898) 1813 (1638,1988) 1729 (1615,1843) 1800 (1579,2022) 1810 (1635,1985) 909 (-834,2652)
5/23/2020 1821 1807 (1692,1923) 1820 (1618,2021) 1729 (1604,1853) 1804 (1539,2070) 1816 (1615,2018) 913 (-835,2660)
5/24/2020 1823 1812 (1677,1948) 1827 (1598,2056) 1728 (1595,1860) 1808 (1497,2119) 1823 (1593,2052) 918 (-833,2668)
5/25/2020 1824 1817 (1660,1974) 1834 (1576,2092) 1727 (1587,1866) 1812 (1454,2170) 1829 (1571,2087) 921 (-832,2673)
5/26/2020 1834 1822 (1643,2001) 1841 (1553,2128) 1726 (1578,1874) 1815 (1409,2221) 1835 (1547,2123) 923 (-832,2679)
5/27/2020 1840 1826 (1625,2028) 1848 (1530,2166) 1725 (1570,1881) 1818 (1364,2272) 1841 (1523,2160) 926 (-832,2685)
5/28/2020 1851 1831 (1606,2056) 1855 (1505,2205) 1725 (1560,1889) 1821 (1318,2325) 1848 (1498,2198) 930 (-832,2692)
5/29/2020 1859 1835 (1586,2085) 1862 (1480,2245) 1724 (1551,1898) 1824 (1271,2377) 1854 (1471,2236) 936 (-830,2701)
5/30/2020 1865 1840 (1566,2114) 1870 (1454,2286) 1724 (1541,1906) 1827 (1224,2429) 1860 (1444,2276) 939 (-830,2708)
5/31/2020 1869 1844 (1545,2144) 1877 (1427,2327) 1723 (1533,1913) 1829 (1177,2482) 1866 (1416,2317) 943 (-829,2715)
6/1/2020 1870 1849 (1523,2174) 1885 (1399,2370) 1723 (1525,1920) 1832 (1129,2534) 1873 (1387,2358) 945 (-829,2719)
6/2/2020 1870 1853 (1501,2205) 1892 (1371,2413) 1722 (1518,1926) 1834 (1081,2587) 1879 (1357,2401) 948 (-828,2724)

Table A.59 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Eswatini.

Table A.60.

Actual and Predicted Cases with 95% Confidence Intervals for Eswatini using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 202 28 (-314,369) 190 (166,214) 95 (-116,305) 219 (186,252) 187 (158,216) 190 (190,190) 196 (184,207)
5/17/2020 203 28 (-315,370) 190 (165,215) 96 (-115,306) 229 (186,272) 187 (157,217) 190 (190,190) 201 (179,222)
5/18/2020 205 28 (-317,372) 190 (161,219) 97 (-114,308) 239 (187,291) 187 (155,219) 190 (190,190) 206 (171,240)
5/19/2020 208 28 (-319,374) 190 (155,225) 98 (-114,310) 249 (189,310) 187 (152,222) 190 (190,190) 211 (161,261)
5/20/2020 217 28 (-324,379) 190 (137,243) 99 (-117,315) 260 (194,326) 187 (146,228) 190 (190,190) 216 (148,283)
5/21/2020 220 28 (-329,384) 190 (131,249) 100 (-119,320) 271 (198,343) 187 (141,233) 190 (190,190) 221 (134,307)
5/22/2020 225 28 (-333,388) 190 (121,259) 101 (-121,324) 282 (203,362) 187 (136,238) 190 (190,190) 226 (119,333)
5/23/2020 238 28 (-340,395) 190 (96,284) 103 (-126,331) 294 (210,377) 187 (128,246) 190 (190,190) 230 (101,360)
5/24/2020 250 28 (-348,403) 190 (72,308) 104 (-132,339) 305 (219,392) 187 (118,256) 190 (190,190) 235 (83,388)
5/25/2020 256 28 (-356,411) 190 (61,319) 105 (-138,347) 318 (227,408) 187 (109,265) 190 (190,190) 240 (63,417)
5/26/2020 261 28 (-363,418) 190 (51,329) 106 (-143,355) 330 (234,426) 187 (100,274) 190 (190,190) 245 (42,448)
5/27/2020 272 28 (-371,427) 190 (29,351) 107 (-149,363) 343 (243,443) 187 (91,283) 190 (190,190) 250 (20,480)
5/28/2020 279 28 (-379,435) 190 (16,364) 108 (-154,371) 356 (251,460) 187 (82,292) 190 (190,190) 255 (-3,513)
5/29/2020 279 28 (-386,441) 190 (16,364) 109 (-159,378) 369 (258,480) 187 (75,299) 190 (190,190) 260 (-27,548)
5/30/2020 283 28 (-392,448) 190 (8,372) 110 (-163,384) 383 (264,501) 187 (68,306) 190 (190,190) 265 (-52,583)
5/31/2020 285 28 (-398,453) 190 (4,376) 112 (-166,390) 397 (269,524) 187 (63,311) 190 (190,190) 270 (-79,619)
6/1/2020 293 28 (-404,460) 190 (-12,392) 113 (-170,396) 411 (275,546) 187 (56,318) 190 (190,190) 275 (-106,656)
6/2/2020 294 28 (-410,465) 190 (-14,394) 114 (-173,401) 425 (280,570) 187 (51,323) 190 (190,190) 280 (-134,694)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 202 195 (185,206) 196 (189,203) 175 (121,228) 195 (185,206) 195 (188,202) 99 (-103,301)
5/17/2020 203 200 (181,219) 202 (191,213) 174 (119,229) 201 (179,222) 201 (190,212) 104 (-95,302)
5/18/2020 205 204 (174,234) 208 (194,222) 174 (116,231) 206 (171,241) 206 (192,220) 107 (-90,303)
5/19/2020 208 209 (166,251) 214 (197,232) 172 (112,233) 211 (161,262) 211 (194,229) 110 (-86,305)
5/20/2020 217 213 (156,270) 221 (200,241) 171 (103,238) 216 (149,284) 217 (195,238) 111 (-87,309)
5/21/2020 220 217 (145,290) 227 (203,250) 169 (95,243) 222 (135,308) 222 (197,247) 116 (-83,315)
5/22/2020 225 221 (133,310) 233 (207,260) 167 (86,248) 227 (120,334) 227 (199,256) 119 (-81,319)
5/23/2020 238 226 (119,332) 240 (210,270) 165 (75,256) 232 (104,361) 233 (201,265) 123 (-81,326)
5/24/2020 250 230 (105,355) 246 (213,279) 164 (61,266) 238 (87,389) 238 (202,274) 127 (-81,335)
5/25/2020 256 234 (89,378) 253 (216,289) 162 (49,275) 243 (68,418) 244 (204,283) 131 (-81,344)
5/26/2020 261 238 (73,402) 259 (219,299) 161 (37,284) 248 (48,448) 249 (205,292) 135 (-80,350)
5/27/2020 272 242 (56,427) 266 (223,309) 159 (25,293) 254 (27,480) 254 (207,302) 137 (-83,357)
5/28/2020 279 246 (39,453) 273 (226,320) 158 (13,303) 259 (5,513) 260 (208,311) 140 (-84,365)
5/29/2020 279 250 (20,479) 279 (229,330) 157 (3,310) 264 (-18,546) 265 (209,321) 144 (-84,371)
5/30/2020 283 253 (1,505) 286 (232,341) 156 (-6,318) 269 (-42,581) 270 (210,331) 146 (-84,377)
5/31/2020 285 257 (-18,533) 293 (235,351) 155 (-14,324) 275 (-67,616) 276 (211,340) 148 (-85,381)
6/1/2020 293 261 (-38,560) 300 (238,362) 154 (-22,331) 280 (-93,653) 281 (212,350) 151 (-85,387)
6/2/2020 294 265 (-59,588) 307 (241,373) 154 (-30,337) 285 (-120,690) 286 (213,360) 156 (-82,394)

Table A.60 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Ethiopia.

Table A.61.

Actual and Predicted Cases with 95% Confidence Intervals for Ethiopia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 306 50 (-451,552) 287 (250,324) 159 (-128,447) 282 (235,329) 287 (250,324) 287 (287,287) 298 (277,318)
5/17/2020 317 50 (-462,562) 287 (228,346) 161 (-135,458) 292 (244,340) 287 (238,336) 287 (287,287) 309 (251,366)
5/18/2020 352 50 (-490,590) 287 (160,414) 163 (-160,486) 302 (232,371) 287 (203,371) 287 (287,287) 320 (212,428)
5/19/2020 365 50 (-510,610) 287 (134,440) 165 (-176,506) 312 (232,391) 287 (182,392) 287 (287,287) 331 (164,499)
5/20/2020 389 50 (-532,633) 287 (87,487) 167 (-195,529) 322 (229,414) 287 (157,417) 287 (287,287) 342 (107,578)
5/21/2020 399 50 (-550,651) 287 (67,507) 169 (-210,547) 332 (232,432) 287 (138,436) 287 (287,287) 354 (43,664)
5/22/2020 433 50 (-574,674) 287 (1,573) 171 (-230,571) 343 (229,457) 287 (112,462) 287 (287,287) 365 (-27,757)
5/23/2020 494 50 (-610,710) 287 (-119,693) 172 (-264,609) 354 (209,498) 287 (69,505) 287 (287,287) 376 (-104,856)
5/24/2020 582 50 (-662,763) 287 (-291,865) 174 (-316,664) 365 (168,561) 287 (5,569) 287 (287,287) 387 (-186,961)
5/25/2020 655 50 (-723,823) 287 (-434,1008) 176 (-375,728) 376 (122,630) 287 (-64,638) 287 (287,287) 399 (-274,1072)
5/26/2020 701 50 (-781,881) 287 (-524,1098) 178 (-432,788) 388 (83,693) 287 (-128,702) 287 (287,287) 410 (-367,1187)
5/27/2020 731 50 (-834,934) 287 (-583,1157) 180 (-482,842) 400 (53,747) 287 (-183,757) 287 (287,287) 421 (-465,1307)
5/28/2020 831 50 (-899,1000) 287 (-779,1353) 182 (-546,909) 412 (8,816) 287 (-253,827) 287 (287,287) 432 (-567,1432)
5/29/2020 968 50 (-983,1084) 287 (-1048,1622) 183 (-629,996) 424 (-58,906) 287 (-344,918) 287 (287,287) 444 (-674,1562)
5/30/2020 1063 50 (-1072,1173) 287 (-1234,1808) 185 (-717,1087) 436 (-127,1000) 287 (-438,1012) 287 (287,287) 455 (-786,1695)
5/31/2020 1172 50 (-1168,1268) 287 (-1448,2022) 187 (-811,1185) 449 (-201,1100) 287 (-538,1112) 287 (287,287) 466 (-901,1833)
6/1/2020 1257 50 (-1263,1364) 287 (-1614,2188) 189 (-904,1282) 462 (-273,1198) 287 (-637,1211) 287 (287,287) 477 (-1020,1975)
6/2/2020 1344 50 (-1359,1460) 287 (-1785,2359) 191 (-997,1379) 475 (-344,1295) 287 (-735,1309) 287 (287,287) 488 (-1144,2121)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 306 298 (277,318) 298 (291,305) 257 (161,353) 298 (276,321) 298 (291,305) 153 (-145,452)
5/17/2020 317 309 (251,366) 310 (298,322) 260 (156,364) 310 (203,417) 309 (297,321) 162 (-139,463)
5/18/2020 352 320 (212,428) 322 (305,338) 261 (128,395) 321 (107,536) 320 (304,337) 169 (-153,490)
5/19/2020 365 331 (164,499) 334 (312,355) 262 (108,415) 333 (-10,676) 331 (309,353) 178 (-155,512)
5/20/2020 389 342 (107,578) 346 (319,372) 261 (84,438) 344 (-146,835) 342 (315,370) 183 (-166,532)
5/21/2020 399 354 (43,664) 358 (325,390) 260 (63,456) 356 (-297,1009) 354 (320,387) 191 (-168,550)
5/22/2020 433 365 (-27,757) 370 (332,408) 258 (35,482) 367 (-463,1198) 365 (325,404) 193 (-184,570)
5/23/2020 494 376 (-104,856) 382 (338,427) 256 (-9,522) 379 (-643,1401) 376 (330,422) 203 (-203,609)
5/24/2020 582 387 (-186,961) 395 (344,445) 254 (-75,584) 390 (-835,1616) 387 (334,440) 216 (-236,667)
5/25/2020 655 399 (-274,1072) 407 (350,465) 252 (-148,652) 402 (-1039,1843) 398 (338,458) 236 (-265,737)
5/26/2020 701 410 (-367,1187) 420 (356,484) 250 (-216,715) 413 (-1255,2082) 409 (342,477) 250 (-297,797)
5/27/2020 731 421 (-465,1307) 433 (361,504) 248 (-275,771) 425 (-1481,2331) 421 (345,496) 253 (-336,842)
5/28/2020 831 432 (-567,1432) 446 (366,525) 245 (-349,840) 436 (-1718,2591) 432 (348,515) 249 (-400,897)
5/29/2020 968 444 (-674,1562) 459 (372,545) 243 (-444,931) 448 (-1964,2860) 443 (351,535) 260 (-467,987)
5/30/2020 1063 455 (-786,1695) 472 (377,566) 241 (-543,1025) 459 (-2221,3139) 454 (354,554) 283 (-522,1089)
5/31/2020 1172 466 (-901,1833) 485 (382,588) 239 (-647,1125) 471 (-2486,3427) 465 (356,574) 301 (-588,1190)
6/1/2020 1257 477 (-1020,1975) 498 (387,610) 237 (-750,1223) 482 (-2760,3724) 477 (358,595) 309 (-664,1282)
6/2/2020 1344 488 (-1144,2121) 511 (391,632) 234 (-853,1322) 494 (-3043,4030) 488 (360,615) 306 (-754,1366)

Table A.61 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Fiji.

Table A.62.

Actual and Predicted Cases with 95% Confidence Intervals for Fiji using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 18 7 (-15,29) 18 (18,18) 20 (17,23) 19 (17,22) 18 (18,18) 18 (18,18) 18 (18,18)
5/17/2020 18 7 (-15,29) 18 (18,18) 20 (17,23) 19 (17,22) 18 (18,18) 18 (18,18) 18 (18,18)
5/18/2020 18 7 (-15,29) 18 (18,18) 20 (17,23) 19 (17,22) 18 (18,18) 18 (18,18) 18 (18,18)
5/19/2020 18 7 (-15,29) 18 (18,18) 20 (17,24) 19 (17,22) 18 (18,18) 18 (18,18) 18 (18,18)
5/20/2020 18 7 (-15,29) 18 (18,18) 20 (17,24) 19 (17,22) 18 (18,18) 18 (18,18) 18 (18,18)
5/21/2020 18 7 (-15,29) 18 (18,18) 21 (16,25) 19 (17,22) 18 (18,18) 18 (18,18) 18 (18,18)
5/22/2020 18 7 (-15,29) 18 (18,18) 21 (16,25) 19 (16,21) 18 (18,18) 18 (18,18) 18 (18,18)
5/23/2020 18 7 (-15,29) 18 (18,18) 21 (16,26) 19 (16,21) 18 (18,18) 18 (18,18) 18 (18,18)
5/24/2020 18 7 (-15,29) 18 (18,18) 21 (16,26) 19 (16,21) 18 (18,18) 18 (18,18) 18 (18,18)
5/25/2020 18 7 (-15,29) 18 (18,18) 21 (16,27) 18 (16,21) 18 (18,18) 18 (18,18) 18 (18,18)
5/26/2020 18 7 (-15,29) 18 (18,18) 22 (16,27) 18 (16,20) 18 (18,18) 18 (18,18) 18 (18,18)
5/27/2020 18 7 (-15,29) 18 (18,18) 22 (16,27) 18 (16,20) 18 (18,18) 18 (18,18) 18 (18,18)
5/28/2020 18 7 (-15,29) 18 (18,18) 22 (16,28) 18 (16,20) 18 (18,18) 18 (18,18) 18 (18,18)
5/29/2020 18 7 (-15,29) 18 (18,18) 22 (16,28) 18 (16,19) 18 (18,18) 18 (18,18) 18 (18,18)
5/30/2020 18 7 (-15,29) 18 (18,18) 23 (16,29) 17 (15,19) 18 (18,18) 18 (18,18) 18 (18,18)
5/31/2020 18 7 (-15,29) 18 (18,18) 23 (16,29) 17 (15,19) 18 (18,18) 18 (18,18) 18 (18,18)
6/1/2020 18 7 (-15,29) 18 (18,18) 23 (16,30) 17 (15,19) 18 (18,18) 18 (18,18) 18 (18,18)
6/2/2020 18 7 (-15,29) 18 (18,18) 23 (16,30) 16 (14,18) 18 (18,18) 18 (18,18) 18 (18,18)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 18 18 (18,18) 18 (17,19) 18 (18,19) 18 (18,18) 18 (17,19) 9 (-9,27)
5/17/2020 18 18 (18,18) 18 (17,20) 18 (18,19) 18 (18,18) 18 (17,19) 9 (-8,27)
5/18/2020 18 18 (18,18) 18 (16,20) 18 (18,19) 18 (18,18) 18 (16,20) 9 (-8,27)
5/19/2020 18 18 (18,18) 18 (16,21) 18 (18,19) 18 (18,18) 18 (15,21) 9 (-8,27)
5/20/2020 18 18 (18,18) 19 (16,22) 18 (18,19) 18 (18,18) 18 (15,21) 9 (-8,27)
5/21/2020 18 18 (18,18) 19 (15,22) 18 (18,19) 18 (18,18) 18 (14,22) 9 (-8,27)
5/22/2020 18 18 (18,18) 19 (15,23) 18 (18,19) 18 (18,18) 18 (14,22) 9 (-8,27)
5/23/2020 18 18 (18,18) 19 (15,23) 18 (18,19) 18 (18,18) 18 (14,22) 10 (-8,27)
5/24/2020 18 18 (18,18) 19 (15,24) 18 (18,19) 18 (18,18) 18 (13,23) 10 (-7,27)
5/25/2020 18 18 (18,18) 19 (15,24) 18 (18,19) 18 (18,18) 18 (13,23) 10 (-7,27)
5/26/2020 18 18 (18,18) 20 (15,25) 18 (18,19) 18 (18,18) 18 (13,23) 10 (-7,27)
5/27/2020 18 18 (18,18) 20 (14,25) 18 (18,19) 18 (18,18) 18 (12,24) 10 (-7,27)
5/28/2020 18 18 (18,18) 20 (14,25) 18 (18,19) 18 (18,18) 18 (12,24) 10 (-7,27)
5/29/2020 18 18 (18,18) 20 (14,26) 18 (18,19) 18 (18,18) 18 (12,24) 10 (-7,27)
5/30/2020 18 18 (18,18) 20 (14,26) 18 (18,19) 18 (18,18) 18 (12,24) 10 (-6,27)
5/31/2020 18 18 (18,18) 20 (14,27) 18 (18,19) 18 (18,18) 18 (11,25) 10 (-6,27)
6/1/2020 18 18 (18,18) 21 (14,27) 18 (18,19) 18 (18,18) 18 (11,25) 10 (-6,27)
6/2/2020 18 18 (18,18) 21 (14,27) 18 (18,19) 18 (18,18) 18 (11,25) 10 (-6,27)

Table A.62 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Finland.

Table A.63.

Actual and Predicted Cases with 95% Confidence Intervals for Finland using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 6286 1725 (-7215,10665) 6228 (6114,6342) 5162 (2960,7365) 7049 (5554,8543) 6228 (6114,6342) 6228 (6228,6228) 6298 (6161,6435)
5/17/2020 6347 1725 (-7275,10725) 6228 (5995,6461) 5221 (3016,7426) 7192 (5615,8769) 6228 (6045,6411) 6228 (6228,6228) 6371 (4658,8084)
5/18/2020 6380 1725 (-7317,10766) 6228 (5930,6526) 5279 (3090,7468) 7336 (5654,9019) 6228 (6000,6456) 6228 (6228,6228) 6444 (2721,10166)
5/19/2020 6399 1725 (-7347,10796) 6228 (5893,6563) 5337 (3174,7500) 7482 (5679,9284) 6228 (5969,6487) 6228 (6228,6228) 6517 (361,12673)
5/20/2020 6443 1725 (-7382,10832) 6228 (5807,6649) 5395 (3254,7537) 7628 (5710,9546) 6228 (5929,6527) 6228 (6228,6228) 6590 (-2363,15543)
5/21/2020 6493 1725 (-7423,10872) 6228 (5709,6747) 5454 (3329,7578) 7775 (5746,9804) 6228 (5883,6573) 6228 (6228,6228) 6663 (-5410,18735)
5/22/2020 6537 1725 (-7464,10913) 6228 (5622,6834) 5512 (3404,7620) 7923 (5782,10064) 6228 (5835,6621) 6228 (6228,6228) 6736 (-8749,22220)
5/23/2020 6568 1725 (-7502,10952) 6228 (5562,6894) 5570 (3481,7660) 8072 (5815,10330) 6228 (5791,6665) 6228 (6228,6228) 6808 (-12357,25974)
5/24/2020 6579 1725 (-7535,10984) 6228 (5540,6916) 5629 (3563,7694) 8222 (5838,10606) 6228 (5757,6699) 6228 (6228,6228) 6881 (-16217,29979)
5/25/2020 6599 1725 (-7564,11014) 6228 (5501,6955) 5687 (3647,7726) 8373 (5858,10888) 6228 (5725,6731) 6228 (6228,6228) 6954 (-20312,34221)
5/26/2020 6628 1725 (-7594,11044) 6228 (5444,7012) 5745 (3732,7759) 8525 (5878,11172) 6228 (5693,6763) 6228 (6228,6228) 7027 (-24631,38686)
5/27/2020 6692 1725 (-7630,11079) 6228 (5319,7137) 5803 (3811,7796) 8677 (5905,11449) 6228 (5653,6803) 6228 (6228,6228) 7100 (-29163,43364)
5/28/2020 6743 1725 (-7667,11117) 6228 (5219,7237) 5862 (3888,7835) 8831 (5936,11725) 6228 (5608,6848) 6228 (6228,6228) 7173 (-33898,48245)
5/29/2020 6776 1725 (-7705,11154) 6228 (5154,7302) 5920 (3966,7873) 8985 (5965,12005) 6228 (5566,6890) 6228 (6228,6228) 7246 (-38829,53321)
5/30/2020 6826 1725 (-7744,11193) 6228 (5056,7400) 5978 (4043,7914) 9140 (5996,12283) 6228 (5520,6936) 6228 (6228,6228) 7319 (-43947,58585)
5/31/2020 6859 1725 (-7782,11231) 6228 (4991,7465) 6036 (4120,7953) 9295 (6026,12565) 6228 (5476,6980) 6228 (6228,6228) 7392 (-49246,64030)
6/1/2020 6885 1725 (-7819,11268) 6228 (4940,7516) 6095 (4197,7992) 9452 (6053,12851) 6228 (5434,7022) 6228 (6228,6228) 7465 (-54720,69650)
6/2/2020 6887 1725 (-7851,11301) 6228 (4936,7520) 6153 (4278,8028) 9609 (6075,13144) 6228 (5399,7057) 6228 (6228,6228) 7538 (-60365,75441)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 6286 6297 (6162,6432) 6302 (6232,6372) 5719 (4607,6831) 6317 (6142,6492) 6299 (6229,6369) 3189 (-2882,9259)
5/17/2020 6347 6369 (4691,8048) 6377 (6272,6482) 5686 (4478,6893) 6375 (3139,9612) 6371 (6266,6477) 3227 (-2865,9320)
5/18/2020 6380 6441 (2796,10087) 6453 (6307,6599) 5659 (4379,6939) 6444 (-1130,14018) 6443 (6295,6591) 3260 (-2840,9360)
5/19/2020 6399 6513 (490,12537) 6529 (6342,6716) 5631 (4291,6971) 6503 (-6034,19041) 6515 (6325,6704) 3290 (-2809,9388)
5/20/2020 6443 6585 (-2170,15341) 6606 (6375,6837) 5602 (4195,7009) 6572 (-11947,25091) 6587 (6351,6822) 3322 (-2780,9424)
5/21/2020 6493 6657 (-5141,18456) 6683 (6406,6961) 5574 (4094,7054) 6640 (-18654,31935) 6659 (6375,6942) 3358 (-2752,9467)
5/22/2020 6537 6729 (-8395,21853) 6762 (6435,7088) 5546 (3992,7101) 6709 (-26075,39493) 6730 (6397,7064) 3400 (-2715,9515)
5/23/2020 6568 6800 (-11909,25510) 6841 (6463,7218) 5519 (3894,7145) 6798 (-34789,48385) 6802 (6415,7189) 3443 (-2673,9560)
5/24/2020 6579 6872 (-15663,29407) 6920 (6489,7351) 5494 (3805,7182) 6854 (-43573,57281) 6874 (6432,7316) 3481 (-2630,9592)
5/25/2020 6599 6943 (-19644,33530) 7000 (6514,7487) 5469 (3720,7217) 6919 (-52799,66637) 6946 (6446,7446) 3515 (-2590,9619)
5/26/2020 6628 7015 (-23838,37867) 7081 (6537,7625) 5445 (3637,7252) 6976 (-62237,76189) 7018 (6458,7577) 3551 (-2547,9649)
5/27/2020 6692 7086 (-28234,42405) 7163 (6559,7767) 5422 (3547,7296) 7042 (-72149,86233) 7089 (6468,7711) 3591 (-2505,9688)
5/28/2020 6743 7157 (-32823,47137) 7245 (6580,7911) 5400 (3457,7343) 7107 (-82503,96718) 7161 (6475,7847) 3641 (-2454,9736)
5/29/2020 6776 7228 (-37597,52053) 7328 (6599,8057) 5379 (3369,7389) 7173 (-93292,107638) 7233 (6481,7985) 3688 (-2404,9780)
5/30/2020 6826 7299 (-42549,57146) 7412 (6617,8206) 5359 (3280,7438) 7260 (-104964,119484) 7305 (6485,8125) 3731 (-2360,9821)
5/31/2020 6859 7369 (-47670,62409) 7496 (6634,8358) 5340 (3194,7487) 7313 (-116713,131339) 7377 (6486,8267) 3770 (-2318,9858)
6/1/2020 6885 7440 (-52957,67837) 7581 (6650,8512) 5322 (3111,7533) 7376 (-128761,143513) 7448 (6486,8410) 3810 (-2275,9894)
6/2/2020 6887 7510 (-58402,73423) 7666 (6665,8668) 5305 (3035,7574) 7430 (-140938,155798) 7520 (6484,8556) 3851 (-2226,9928)

Table A.63 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for France.

Table A.64.

Actual and Predicted Cases with 95% Confidence Intervals for France using the Time Series Models.



Predicted Cases (95% Confidence Interval)


Date Actual Cases SA SMA LT QT ST
5/16/2020 179630 58695 (-178338,295728) 179630 (179630,179630) 173112 (160337,185887) 206727 (153617,259837) 174918 (165682,184154)
5/17/2020 179693 58695 (-178400,295790) 179630 (179507,179753) 175052 (163962,186141) 209085 (153680,264490) 174918 (165621,184215)
5/18/2020 180051 58695 (-178655,296044) 179630 (178805,180455) 176991 (167297,186685) 211386 (153907,268865) 174918 (165359,184477)
5/19/2020 180933 58695 (-179216,296606) 179630 (177076,182184) 178930 (170308,187552) 213628 (154429,272826) 174918 (164756,185080)
5/20/2020 181700 58695 (-179855,297245) 179630 (175573,183687) 180869 (173123,188615) 215809 (155002,276615) 174918 (164057,185779)
5/21/2020 181951 58695 (-180363,297753) 179630 (175081,184179) 182809 (175704,189913) 217927 (155398,280456) 174918 (163518,186318)
5/22/2020 182354 58695 (-180839,298229) 179630 (174291,184969) 184748 (177936,191560) 219981 (155729,284233) 174918 (163012,186824)
5/23/2020 182694 58695 (-181280,298670) 179630 (173625,185635) 186687 (179740,193634) 221969 (155991,287946) 174918 (162546,187290)
5/24/2020 182709 58695 (-181626,299015) 179630 (173595,185665) 188626 (181021,196232) 223888 (156116,291661) 174918 (162191,187645)
5/25/2020 183067 58695 (-181973,299363) 179630 (172893,186367) 190566 (181983,199148) 225738 (156216,295260) 174918 (161831,188005)
5/26/2020 182847 58695 (-182217,299607) 179630 (173325,185935) 192505 (182528,202482) 227516 (156167,298866) 174918 (161589,188247)
5/27/2020 183038 58695 (-182452,299841) 179630 (172950,186310) 194444 (182916,205972) 229221 (156082,302360) 174918 (161355,188481)
5/28/2020 186364 58695 (-183163,300552) 179630 (166431,192829) 196384 (184041,208726) 230850 (156536,305165) 174918 (160477,189359)
5/29/2020 186923 58695 (-183851,301241) 179630 (165336,193924) 198323 (185014,211631) 232403 (156933,307873) 174918 (159648,190188)
5/30/2020 188752 58695 (-184695,302085) 179630 (161751,197509) 200262 (186147,214377) 233877 (157473,310280) 174918 (158589,191247)
5/31/2020 189009 58695 (-185464,302854) 179630 (161247,198013) 202201 (187083,217320) 235270 (157897,312642) 174918 (157665,192171)
6/1/2020 189348 58695 (-186181,303571) 179630 (160583,198677) 204141 (187875,220407) 236580 (158232,314929) 174918 (156829,193007)
6/2/2020 188450 58695 (-186716,304105) 179630 (162343,196917) 206080 (188298,223862) 237807 (158325,317289) 174918 (156260,193576)



Predicted Cases (95% Confidence Interval)
Date Actual Cases SES HLT DT ARIMA

5/16/2020 179630 179630 (179630,179630) 180304 (178983,181625) 180185 (179097,181273) 180194 (174919,185470)
5/17/2020 179693 179630 (179630,179630) 180967 (39700,322234) 180741 (83047,278435) 180773 (173027,188520)
5/18/2020 180051 179630 (179630,179630) 181631 (-133296,496557) 181284 (-34313,396882) 181359 (171036,191682)
5/19/2020 180933 179630 (179630,179630) 182294 (-343998,708586) 181814 (-175101,538729) 181951 (168827,195074)
5/20/2020 181700 179630 (179630,179630) 182957 (-586903,952817) 182331 (-334995,699658) 182547 (166401,198693)
5/21/2020 181951 179630 (179630,179630) 183620 (-858299,1225539) 182836 (-511007,876679) 183149 (163773,202525)
5/22/2020 182354 179630 (179630,179630) 184284 (-1155504,1524072) 183329 (-700926,1067585) 183756 (160955,206557)
5/23/2020 182694 179630 (179630,179630) 184947 (-1476471,1846364) 183810 (-903030,1270650) 184368 (157960,210777)
5/24/2020 182709 179630 (179630,179630) 185610 (-1819567,2190787) 184280 (-1115923,1484482) 184986 (154795,215177)
5/25/2020 183067 179630 (179630,179630) 186273 (-2183459,2556006) 184738 (-1338444,1707920) 185609 (151469,219748)
5/26/2020 182847 179630 (179630,179630) 186937 (-2567026,2940899) 185185 (-1569607,1939978) 186237 (147988,224485)
5/27/2020 183038 179630 (179630,179630) 187600 (-2969311,3344511) 185622 (-1808564,2179808) 186870 (144360,229380)
5/28/2020 186364 179630 (179630,179630) 188263 (-3389484,3766010) 186048 (-2054568,2426665) 187508 (140589,234428)
5/29/2020 186923 179630 (179630,179630) 188926 (-3826816,4204668) 186465 (-2306965,2679894) 188152 (136680,239624)
5/30/2020 188752 179630 (179630,179630) 189590 (-4280660,4659839) 186871 (-2565168,2938909) 188801 (132637,244965)
5/31/2020 189009 179630 (179630,179630) 190253 (-4750439,5130945) 187267 (-2828653,3203187) 189455 (128465,250445)
6/1/2020 189348 179630 (179630,179630) 190916 (-5235630,5617462) 187654 (-3096944,3472253) 190114 (124167,256062)
6/2/2020 188450 179630 (179630,179630) 191579 (-5735761,6118919) 188032 (-3369613,3745677) 190779 (119747,261812)
Predicted Cases (95% Confidence Interval)
Date Actual Cases LSTM HWA SSM Sutte-Arima
5/16/2020 179630 178892 (177445,180339) 179556 (179411,179701) 180171 (174461,185881) 90311 (-84754,265376)
5/17/2020 179693 179093 (177774,180411) 180816 (135540,226093) 180726 (172367,189084) 90628 (-84188,265444)
5/18/2020 180051 179287 (177907,180668) 181062 (110542,251582) 181283 (170155,192410) 90796 (-84061,265653)
5/19/2020 180933 179460 (177585,181334) 181736 (76411,287061) 181840 (167698,195982) 91046 (-84143,266234)
5/20/2020 181700 179615 (177135,182095) 181604 (53177,310030) 182397 (165000,199794) 91491 (-84023,267005)
5/21/2020 181951 179754 (176888,182621) 182429 (17750,347109) 182955 (162077,203833) 91910 (-83766,267585)
5/22/2020 182354 179881 (176657,183106) 182716 (-17204,382636) 183512 (158943,208081) 92195 (-83628,268019)
5/23/2020 182694 179996 (176447,183545) 182586 (-44967,410138) 184069 (155610,212529) 92421 (-83542,268384)
5/24/2020 182709 180100 (176345,183855) 183739 (-88808,456286) 184627 (152089,217164) 92659 (-83364,268681)
5/25/2020 183067 180190 (176207,184174) 183881 (-129704,497466) 185184 (148388,221980) 92931 (-83156,269018)
5/26/2020 182847 180271 (176180,184363) 184455 (-174991,543902) 185742 (144515,226968) 93237 (-82809,269283)
5/27/2020 183038 180344 (176141,184548) 184227 (-212329,580783) 186299 (140476,232122) 93460 (-82546,269467)
5/28/2020 186364 180411 (175236,185586) 184960 (-256406,626326) 186856 (136277,237435) 93809 (-82619,270237)
5/29/2020 186923 180472 (174447,186496) 185157 (-299753,670068) 187414 (131924,242903) 94631 (-82120,271381)
5/30/2020 188752 180526 (173371,187682) 184941 (-336994,706875) 187971 (127421,248521) 95085 (-82130,272300)
5/31/2020 189009 180576 (172509,188643) 186010 (-384925,756946) 188528 (122772,254285) 95686 (-81890,273263)
6/1/2020 189348 180621 (171764,189479) 186072 (-430812,802956) 189086 (117982,260190) 95500 (-82457,273457)
6/2/2020 188450 180661 (171332,189991) 186569 (-479591,852729) 189643 (113054,266233) 95795 (-82366,273957)

Table A.64 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Gabon.

Table A.65.

Actual and Predicted Cases with 95% Confidence Intervals for Gabon using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 1320 111 (-2260,2481) 1209 (991,1427) 390 (-1432,2213) 1003 (381,1624) 661 (-631,1953) 1209 (1209,1209) 1289 (1133,1445)
5/17/2020 1320 111 (-2260,2481) 1209 (991,1427) 395 (-1423,2213) 1052 (476,1627) 661 (-631,1953) 1209 (1209,1209) 1375 (-906,3656)
5/18/2020 1432 111 (-2335,2556) 1209 (772,1646) 400 (-1489,2288) 1102 (501,1702) 661 (-708,2030) 1209 (1209,1209) 1461 (-3518,6440)
5/19/2020 1502 111 (-2408,2630) 1209 (635,1783) 405 (-1553,2362) 1154 (531,1776) 661 (-783,2105) 1209 (1209,1209) 1547 (-6702,9796)
5/20/2020 1567 111 (-2479,2700) 1209 (507,1911) 409 (-1614,2433) 1207 (567,1847) 661 (-855,2177) 1209 (1209,1209) 1633 (-10376,13642)
5/21/2020 1567 111 (-2525,2746) 1209 (507,1911) 414 (-1651,2479) 1261 (628,1895) 661 (-901,2223) 1209 (1209,1209) 1719 (-14484,17922)
5/22/2020 1728 111 (-2608,2829) 1209 (192,2226) 419 (-1725,2562) 1317 (657,1978) 661 (-987,2309) 1209 (1209,1209) 1805 (-18986,22597)
5/23/2020 1934 111 (-2729,2950) 1209 (-212,2630) 423 (-1839,2685) 1375 (646,2104) 661 (-1115,2437) 1209 (1209,1209) 1892 (-23851,27634)
5/24/2020 1934 111 (-2819,3041) 1209 (-212,2630) 428 (-1920,2777) 1434 (673,2195) 661 (-1209,2531) 1209 (1209,1209) 1978 (-29055,33010)
5/25/2020 2135 111 (-2939,3160) 1209 (-606,3024) 433 (-2032,2898) 1495 (671,2319) 661 (-1334,2656) 1209 (1209,1209) 2064 (-34576,38704)
5/26/2020 2238 111 (-3057,3279) 1209 (-808,3226) 438 (-2142,3018) 1557 (675,2440) 661 (-1458,2780) 1209 (1209,1209) 2150 (-40399,44699)
5/27/2020 2319 111 (-3170,3391) 1209 (-967,3385) 442 (-2246,3131) 1621 (689,2554) 661 (-1574,2896) 1209 (1209,1209) 2236 (-46508,50980)
5/28/2020 2431 111 (-3284,3505) 1209 (-1186,3604) 447 (-2352,3246) 1687 (704,2670) 661 (-1692,3014) 1209 (1209,1209) 2322 (-52890,57535)
5/29/2020 2613 111 (-3413,3635) 1209 (-1543,3961) 452 (-2473,3377) 1754 (705,2803) 661 (-1826,3148) 1209 (1209,1209) 2408 (-59536,64353)
5/30/2020 2655 111 (-3529,3751) 1209 (-1625,4043) 457 (-2581,3494) 1823 (726,2920) 661 (-1945,3267) 1209 (1209,1209) 2495 (-66434,71423)
5/31/2020 2655 111 (-3628,3849) 1209 (-1625,4043) 461 (-2670,3593) 1893 (767,3019) 661 (-2045,3367) 1209 (1209,1209) 2581 (-73576,78738)
6/1/2020 2655 111 (-3712,3934) 1209 (-1625,4043) 466 (-2745,3677) 1965 (825,3106) 661 (-2130,3452) 1209 (1209,1209) 2667 (-80955,86288)
6/2/2020 2803 111 (-3807,4029) 1209 (-1915,4333) 471 (-2830,3772) 2039 (876,3203) 1209 (-1602,4020) 1209 (1209,1209) 2753 (-88562,94068)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 1320 1289 (1133,1445) 1333 (1301,1364) 1144 (800,1489) 1310 (1112,1509) 1333 (1301,1365) 727 (-434,1889)
5/17/2020 1320 1375 (-906,3656) 1465 (1423,1506) 1248 (985,1511) 1407 (-4708,7522) 1464 (1421,1507) 787 (-317,1892)
5/18/2020 1432 1461 (-3518,6440) 1604 (1553,1655) 1361 (1132,1590) 1516 (-12757,15789) 1602 (1548,1656) 839 (-284,1963)
5/19/2020 1502 1547 (-6702,9796) 1749 (1686,1811) 1485 (1286,1685) 1620 (-22458,25699) 1746 (1679,1813) 913 (-218,2044)
5/20/2020 1567 1633 (-10376,13642) 1898 (1821,1976) 1623 (1439,1808) 1727 (-33723,37177) 1894 (1810,1978) 981 (-155,2116)
5/21/2020 1567 1719 (-14484,17922) 2052 (1955,2149) 1778 (1539,2016) 1833 (-46324,49990) 2046 (1941,2150) 1068 (-42,2179)
5/22/2020 1728 1805 (-18986,22597) 2209 (2089,2329) 1954 (1677,2231) 1940 (-60180,64060) 2200 (2070,2331) 1128 (8,2248)
5/23/2020 1934 1892 (-23851,27634) 2369 (2222,2517) 2157 (1855,2459) 2043 (-75052,79139) 2357 (2197,2518) 1224 (66,2381)
5/24/2020 1934 1978 (-29055,33010) 2532 (2353,2711) 2395 (1981,2809) 2140 (-90648,94927) 2517 (2322,2711) 1330 (170,2491)
5/25/2020 2135 2064 (-34576,38704) 2697 (2483,2911) 2678 (2161,3196) 2249 (-107396,111893) 2677 (2444,2911) 1413 (224,2601)
5/26/2020 2238 2150 (-40399,44699) 2864 (2611,3117) 3019 (2344,3695) 2353 (-125065,129771) 2839 (2563,3116) 1503 (290,2717)
5/27/2020 2319 2236 (-46508,50980) 3033 (2737,3329) 3437 (2532,4342) 2460 (-143667,148587) 3002 (2679,3325) 1569 (332,2806)
5/28/2020 2431 2322 (-52890,57535) 3204 (2862,3545) 3959 (2756,5161) 2566 (-163129,168261) 3166 (2792,3540) 1668 (410,2927)
5/29/2020 2613 2408 (-59536,64353) 3376 (2986,3766) 4625 (3059,6192) 2673 (-183442,188788) 3331 (2903,3759) 1738 (442,3035)
5/30/2020 2655 2495 (-66434,71423) 3550 (3108,3992) 5501 (3412,7590) 2776 (-204474,210026) 3496 (3010,3982) 1839 (521,3158)
5/31/2020 2655 2581 (-73576,78738) 3725 (3229,4222) 6694 (3864,9524) 2873 (-226018,231763) 3661 (3115,4208) 1920 (594,3247)
6/1/2020 2655 2667 (-80955,86288) 3902 (3349,4456) 8389 (4520,12258) 2982 (-248401,254364) 3827 (3216,4438) 1990 (664,3315)
6/2/2020 2803 2753 (-88562,94068) 4081 (3467,4694) 10926 (5614,16239) 3086 (-271483,277655) 3994 (3315,4672) 2048 (713,3382)

Table A.65 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Gambia.

Table A.66.

Actual and Predicted Cases with 95% Confidence Intervals for Gambia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 23 5 (-31,40) 23 (23,23) 15 (-1,31) 25 (21,29) 17 (5,29) 23 (23,23) 24 (22,25)
5/17/2020 23 5 (-31,40) 23 (23,23) 15 (0,31) 26 (21,31) 23 (15,31) 23 (23,23) 24 (22,26)
5/18/2020 24 5 (-31,41) 23 (21,25) 15 (-1,31) 27 (22,32) 23 (16,30) 23 (23,23) 25 (23,27)
5/19/2020 24 5 (-32,41) 23 (21,25) 16 (-1,32) 27 (22,33) 23 (17,29) 23 (23,23) 25 (23,28)
5/20/2020 24 5 (-32,42) 23 (21,25) 16 (0,32) 28 (22,34) 23 (18,28) 23 (23,23) 26 (23,29)
5/21/2020 24 5 (-32,42) 23 (21,25) 16 (0,32) 29 (22,36) 23 (18,28) 23 (23,23) 26 (23,30)
5/22/2020 25 5 (-32,42) 23 (19,27) 16 (0,32) 30 (23,37) 23 (18,28) 23 (23,23) 27 (23,30)
5/23/2020 25 5 (-33,42) 23 (19,27) 16 (0,33) 31 (23,39) 23 (18,28) 23 (23,23) 27 (23,31)
5/24/2020 25 5 (-33,43) 23 (19,27) 16 (0,33) 32 (23,41) 23 (18,28) 23 (23,23) 28 (23,32)
5/25/2020 25 5 (-33,43) 23 (19,27) 17 (0,33) 33 (23,42) 23 (18,28) 23 (23,23) 28 (23,33)
5/26/2020 25 5 (-33,43) 23 (19,27) 17 (0,33) 34 (23,44) 23 (18,28) 23 (23,23) 29 (23,34)
5/27/2020 25 5 (-33,43) 23 (19,27) 17 (0,33) 35 (23,46) 23 (18,28) 23 (23,23) 29 (23,35)
5/28/2020 25 5 (-34,43) 23 (19,27) 17 (1,33) 36 (23,48) 23 (19,27) 23 (23,23) 30 (24,36)
5/29/2020 25 5 (-34,43) 23 (19,27) 17 (1,34) 37 (23,50) 23 (19,27) 23 (23,23) 30 (24,37)
5/30/2020 25 5 (-34,43) 23 (19,27) 17 (1,34) 38 (23,52) 23 (19,27) 23 (23,23) 31 (24,38)
5/31/2020 25 5 (-34,43) 23 (19,27) 18 (2,34) 39 (23,54) 23 (19,27) 23 (23,23) 31 (24,39)
6/1/2020 25 5 (-34,43) 23 (19,27) 18 (2,34) 40 (23,56) 23 (19,27) 23 (23,23) 32 (24,40)
6/2/2020 25 5 (-34,44) 23 (19,27) 18 (2,34) 41 (23,58) 23 (19,27) 23 (23,23) 32 (24,41)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 23 23 (23,24) 24 (22,25) 21 (18,25) 24 (22,25) 23 (22,25) 12 (-10,34)
5/17/2020 23 24 (23,24) 24 (22,26) 21 (18,25) 24 (22,26) 24 (22,26) 12 (-9,34)
5/18/2020 24 24 (23,25) 25 (22,27) 21 (17,25) 24 (22,27) 24 (22,27) 12 (-10,34)
5/19/2020 24 24 (23,25) 25 (22,28) 21 (17,26) 25 (22,28) 25 (22,28) 13 (-9,35)
5/20/2020 24 24 (23,25) 26 (23,29) 21 (16,26) 25 (22,29) 25 (22,29) 13 (-9,35)
5/21/2020 24 24 (23,26) 26 (23,30) 21 (16,26) 26 (22,30) 26 (22,30) 13 (-8,35)
5/22/2020 25 24 (23,26) 27 (23,31) 21 (16,26) 26 (22,31) 26 (22,31) 14 (-8,35)
5/23/2020 25 24 (23,26) 28 (24,32) 21 (15,27) 27 (23,32) 27 (22,32) 14 (-8,36)
5/24/2020 25 25 (23,26) 28 (24,32) 21 (15,27) 27 (22,32) 27 (22,33) 14 (-7,36)
5/25/2020 25 25 (23,27) 29 (24,33) 21 (15,27) 28 (23,33) 28 (22,33) 15 (-7,36)
5/26/2020 25 25 (23,27) 30 (25,34) 21 (14,27) 28 (23,34) 28 (22,34) 15 (-7,36)
5/27/2020 25 25 (23,27) 30 (25,35) 21 (14,27) 29 (23,35) 29 (22,35) 15 (-6,36)
5/28/2020 25 25 (23,27) 31 (26,36) 21 (14,28) 29 (23,35) 29 (22,36) 15 (-6,36)
5/29/2020 25 25 (22,27) 31 (26,37) 21 (14,28) 30 (23,36) 30 (22,37) 16 (-5,37)
5/30/2020 25 25 (22,28) 32 (27,38) 21 (14,28) 31 (24,37) 30 (22,38) 16 (-5,37)
5/31/2020 25 25 (22,28) 33 (27,38) 21 (13,28) 31 (24,38) 31 (22,39) 16 (-4,37)
6/1/2020 25 25 (22,28) 33 (28,39) 21 (13,28) 31 (24,39) 31 (23,40) 17 (-4,37)
6/2/2020 25 25 (22,28) 34 (28,40) 20 (13,28) 32 (24,39) 32 (23,40) 17 (-3,37)

Table A.66 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Georgia.

Table A.67.

Actual and Predicted Cases with 95% Confidence Intervals for Georgia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 683 177 (-815,1169) 671 (647,695) 537 (251,823) 788 (582,993) 671 (647,695) 671 (671,671) 679 (663,696)
5/17/2020 695 177 (-827,1181) 671 (624,718) 543 (251,835) 807 (594,1020) 671 (634,708) 671 (671,671) 688 (649,726)
5/18/2020 701 177 (-835,1189) 671 (612,730) 549 (256,843) 827 (602,1051) 671 (625,717) 671 (671,671) 696 (628,764)
5/19/2020 707 177 (-842,1196) 671 (600,742) 555 (261,850) 846 (609,1084) 671 (618,724) 671 (671,671) 704 (601,807)
5/20/2020 713 177 (-848,1202) 671 (589,753) 561 (266,857) 866 (615,1118) 671 (611,731) 671 (671,671) 712 (569,855)
5/21/2020 721 177 (-855,1209) 671 (573,769) 568 (272,864) 886 (622,1151) 671 (603,739) 671 (671,671) 720 (533,907)
5/22/2020 723 177 (-861,1215) 671 (569,773) 574 (278,869) 907 (626,1187) 671 (597,745) 671 (671,671) 728 (494,962)
5/23/2020 728 177 (-866,1220) 671 (559,783) 580 (285,875) 928 (631,1224) 671 (592,750) 671 (671,671) 736 (451,1022)
5/24/2020 730 177 (-871,1225) 671 (555,787) 586 (292,879) 949 (635,1262) 671 (587,755) 671 (671,671) 744 (404,1084)
5/25/2020 731 177 (-875,1229) 671 (553,789) 592 (300,884) 970 (637,1302) 671 (583,759) 671 (671,671) 752 (355,1150)
5/26/2020 732 177 (-878,1232) 671 (551,791) 598 (309,887) 991 (639,1343) 671 (580,762) 671 (671,671) 760 (303,1218)
5/27/2020 735 177 (-882,1235) 671 (546,796) 604 (318,891) 1013 (641,1385) 671 (576,766) 671 (671,671) 768 (247,1289)
5/28/2020 738 177 (-885,1238) 671 (540,802) 610 (327,894) 1035 (643,1427) 671 (573,769) 671 (671,671) 777 (190,1363)
5/29/2020 746 177 (-889,1242) 671 (524,818) 616 (335,898) 1057 (646,1469) 671 (569,773) 671 (671,671) 785 (129,1440)
5/30/2020 757 177 (-894,1247) 671 (502,840) 623 (342,903) 1080 (650,1509) 671 (563,779) 671 (671,671) 793 (67,1519)
5/31/2020 783 177 (-901,1255) 671 (451,891) 629 (347,911) 1102 (658,1547) 671 (553,789) 671 (671,671) 801 (1,1600)
6/1/2020 794 177 (-910,1263) 671 (430,912) 635 (351,919) 1125 (666,1585) 671 (542,800) 671 (671,671) 809 (-66,1684)
6/2/2020 796 177 (-917,1271) 671 (426,916) 641 (356,926) 1149 (674,1624) 671 (533,809) 671 (671,671) 817 (-136,1770)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 683 679 (663,695) 682 (671,692) 674 (656,692) 679 (663,695) 681 (671,692) 346 (-315,1007)
5/17/2020 695 687 (651,723) 688 (672,705) 679 (654,705) 687 (642,732) 687 (670,704) 350 (-318,1019)
5/18/2020 701 695 (631,758) 700 (676,723) 684 (656,712) 695 (613,777) 698 (674,722) 354 (-317,1026)
5/19/2020 707 702 (606,799) 707 (677,737) 689 (660,719) 703 (578,828) 704 (674,734) 358 (-316,1033)
5/20/2020 713 710 (577,843) 718 (681,754) 694 (663,725) 711 (537,886) 714 (677,751) 363 (-314,1040)
5/21/2020 721 718 (545,891) 725 (683,768) 698 (665,732) 719 (490,948) 721 (677,765) 366 (-315,1046)
5/22/2020 723 725 (509,942) 736 (687,786) 703 (668,737) 727 (440,1014) 731 (680,781) 372 (-310,1053)
5/23/2020 728 733 (470,996) 744 (688,801) 707 (671,742) 735 (384,1086) 738 (680,795) 375 (-308,1058)
5/24/2020 730 740 (428,1053) 755 (692,819) 710 (674,746) 743 (325,1161) 747 (682,812) 380 (-303,1063)
5/25/2020 731 748 (383,1112) 764 (693,834) 714 (678,750) 751 (263,1239) 754 (682,827) 383 (-300,1066)
5/26/2020 732 755 (336,1174) 774 (696,852) 717 (682,753) 759 (196,1322) 764 (683,844) 389 (-294,1071)
5/27/2020 735 762 (287,1238) 783 (698,869) 721 (686,755) 767 (126,1408) 771 (683,859) 392 (-289,1074)
5/28/2020 738 770 (236,1304) 794 (701,887) 724 (690,758) 775 (53,1497) 780 (684,877) 398 (-282,1078)
5/29/2020 746 777 (182,1372) 803 (702,904) 727 (692,761) 783 (-23,1589) 788 (683,893) 403 (-277,1082)
5/30/2020 757 784 (127,1442) 814 (705,923) 730 (694,766) 791 (-103,1685) 797 (683,911) 409 (-270,1089)
5/31/2020 783 791 (69,1514) 824 (706,941) 732 (689,775) 799 (-185,1783) 804 (682,927) 415 (-267,1098)
6/1/2020 794 798 (10,1587) 834 (708,961) 735 (684,785) 807 (-270,1884) 813 (682,945) 425 (-260,1110)
6/2/2020 796 806 (-51,1662) 844 (709,979) 737 (681,793) 815 (-358,1988) 821 (680,962) 430 (-257,1117)

Table A.67 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Germany.

Table A.68.

Actual and Predicted Cases with 95% Confidence Intervals for Germany using the Time Series Models.



Predicted Cases (95% Confidence Interval)


Date Actual Cases SA SMA LT QT ST
5/16/2020 175752 61569 (-162228,285367) 175233 (174216,176250) 176182 (175339,177025) 187725 (164258,211192) 173171 (168112,178230)
5/17/2020 176369 61569 (-162834,285973) 175233 (173006,177460) 178124 (175620,180629) 188468 (164877,212060) 173171 (167475,178867)
5/18/2020 176551 61569 (-163154,286293) 175233 (172650,177816) 180067 (175593,184541) 189101 (165170,213033) 173171 (167150,179192)
5/19/2020 177778 61569 (-163919,287058) 175233 (170245,180221) 182010 (176334,187685) 189621 (165867,213375) 173171 (166273,180069)
5/20/2020 178473 61569 (-164653,287791) 175233 (168883,181583) 183952 (176964,190940) 190025 (166489,213561) 173171 (165447,180895)
5/21/2020 179021 61569 (-165321,288460) 175233 (167809,182657) 185895 (177472,194318) 190311 (167004,213619) 173171 (164708,181634)
5/22/2020 179710 61569 (-165993,289132) 175233 (166458,184008) 187837 (177985,197689) 190476 (167471,213482) 173171 (163959,182383)
5/23/2020 179986 61569 (-166565,289704) 175233 (165917,184549) 189780 (178335,201225) 190518 (167795,213242) 173171 (163345,182997)
5/24/2020 180328 61569 (-167084,290223) 175233 (165247,185219) 191723 (178613,204832) 190435 (168016,212853) 173171 (162794,183548)
5/25/2020 180600 61569 (-167553,290692) 175233 (164714,185752) 193665 (178824,208506) 190222 (168134,212311) 173171 (162303,184039)
5/26/2020 181200 61569 (-168045,291184) 175233 (163538,186928) 195608 (179094,212122) 189879 (168203,211555) 173171 (161774,184568)
5/27/2020 181524 61569 (-168508,291647) 175233 (162903,187563) 197550 (179323,215777) 189403 (168176,210630) 173171 (161279,185063)
5/28/2020 182196 61569 (-169003,292142) 175233 (161586,188880) 199493 (179616,219369) 188791 (168084,209497) 173171 (160737,185605)
5/29/2020 182922 61569 (-169530,292669) 175233 (160163,190303) 201436 (179967,222904) 188040 (167907,208173) 173171 (160146,186196)
5/30/2020 183189 61569 (-170022,293161) 175233 (159639,190827) 203378 (180257,226499) 187148 (167595,206701) 173171 (159605,186737)
5/31/2020 183410 61569 (-170480,293619) 175233 (159206,191260) 205321 (180493,230149) 186113 (167135,205091) 173171 (159110,187232)
6/1/2020 183594 61569 (-170905,294044) 175233 (158845,191621) 207263 (180678,233848) 184932 (166509,203355) 173171 (158658,187684)
6/2/2020 183879 61569 (-171314,294452) 175233 (158287,192179) 209206 (180844,237568) 183602 (165698,201506) 173171 (158224,188118)
Predicted Cases (95% Confidence Interval)
Date Actual Cases SES HLT DT ARIMA
5/16/2020 175752 175233 (175233,175233) 176002 (174495,177510) 175934 (174560,177307) 175841 (174702,176980)
5/17/2020 176369 175233 (175233,175233) 176751 (-5112,358614) 176620 (24755,328484) 176338 (173981,178695)
5/18/2020 176551 175233 (175233,175233) 177500 (-228069,583069) 177297 (-159577,514171) 176833 (173223,180442)
5/19/2020 177778 175233 (175233,175233) 178249 (-499621,856119) 177966 (-382281,738212) 177427 (172548,182305)
5/20/2020 178473 175233 (175233,175233) 178998 (-812672,1170668) 178626 (-636978,994231) 178149 (171898,184400)
5/21/2020 179021 175233 (175233,175233) 179747 (-1162437,1521931) 179278 (-919297,1277853) 178946 (171104,186788)
5/22/2020 179710 175233 (175233,175233) 180496 (-1545461,1906453) 179921 (-1226024,1585866) 179723 (170001,189444)
5/23/2020 179986 175233 (175233,175233) 181245 (-1959102,2321591) 180557 (-1554664,1915777) 180412 (168547,192278)
5/24/2020 180328 175233 (175233,175233) 181994 (-2401259,2765247) 181184 (-1903206,2265574) 181016 (166843,195188)
5/25/2020 180600 175233 (175233,175233) 182743 (-2870213,3235698) 181803 (-2269977,2633583) 181592 (165053,198132)
5/26/2020 181200 175233 (175233,175233) 183492 (-3364518,3731501) 182415 (-2653557,3018386) 182218 (163299,201137)
5/27/2020 181524 175233 (175233,175233) 184241 (-3882942,4251424) 183018 (-3052717,3418754) 182930 (161601,204259)
5/28/2020 182196 175233 (175233,175233) 184990 (-4424416,4794395) 183614 (-3466382,3833611) 183710 (159879,207541)
5/29/2020 182922 175233 (175233,175233) 185739 (-4987999,5359476) 184203 (-3893597,4262003) 184500 (158019,210980)
5/30/2020 183189 175233 (175233,175233) 186487 (-5572860,5945835) 184784 (-4333508,4703075) 185245 (155950,214539)
5/31/2020 183410 175233 (175233,175233) 187236 (-6178252,6552725) 185357 (-4785342,5156057) 185928 (153686,218171)
6/1/2020 183594 175233 (175233,175233) 187985 (-6803504,7179475) 185923 (-5248400,5620247) 186581 (151309,221852)
6/2/2020 183879 175233 (175233,175233) 188734 (-7448005,7825473) 186482 (-5722040,6095005) 187251 (148908,225594)
Predicted Cases (95% Confidence Interval)
Date Actual Cases LSTM HWA SSM Sutte-Arima
5/16/2020 175752 160979 (132024,189934) 175929 (174565,177292) 175833 (174693,176973) 88265 (-83210,259740)
5/17/2020 176369 159575 (128576,190574) 176589 (-678040,1031218) 176315 (173957,178673) 88445 (-83458,260348)
5/18/2020 176551 158346 (125712,190981) 177216 (-1693590,2048022) 176790 (173181,180399) 88732 (-83245,260709)
5/19/2020 177778 157137 (122381,191892) 177811 (-2891626,3247249) 177360 (172485,182236) 88933 (-83586,261453)
5/20/2020 178473 155974 (119160,192788) 178370 (-4222923,4579662) 178057 (171813,184301) 89413 (-83516,262342)
5/21/2020 179021 154871 (116106,193637) 178901 (-5662321,6020123) 178823 (170992,186655) 89824 (-83422,263071)
5/22/2020 179710 153836 (113147,194524) 179404 (-7188754,7547562) 179563 (169856,189271) 90274 (-83266,263814)
5/23/2020 179986 152870 (110424,195316) 179881 (-8784721,9144482) 180209 (168360,192058) 90529 (-83237,264295)
5/24/2020 180328 151975 (107877,196073) 180333 (-10438059,10798726) 180761 (166606,194915) 90760 (-83205,264726)
5/25/2020 180600 151144 (105498,196789) 180763 (-12138393,12499919) 181281 (164762,197799) 91014 (-83114,265143)
5/26/2020 181200 150369 (103188,197550) 181172 (-13877584,14239927) 181846 (162952,200739) 91257 (-83068,265583)
5/27/2020 181524 149648 (101008,198288) 181553 (-15644068,16007173) 182494 (161196,203793) 91668 (-82808,266143)
5/28/2020 182196 148982 (98883,199080) 181916 (-17433335,17797168) 183206 (159411,207002) 92055 (-82591,266701)
5/29/2020 182922 148366 (96808,199924) 182261 (-19240357,19604879) 183922 (157482,210363) 92516 (-82313,267346)
5/30/2020 183189 147794 (94861,200727) 182587 (-21059937,21425111) 184586 (155336,213836) 92910 (-82062,267881)
5/31/2020 183410 147264 (93038,201490) 182897 (-22888813,23254608) 185182 (152988,217377) 93242 (-81840,268324)
6/1/2020 183594 146769 (91326,202212) 183192 (-24723887,25090271) 185741 (150521,220961) 93493 (-81678,268664)
6/2/2020 183879 146301 (89693,202910) 183473 (-26562825,26929771) 186314 (148028,224599) 93738 (-81518,268993)

Table A.68 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Ghana.

Table A.69.

Actual and Predicted Cases with 95% Confidence Intervals for Ghana using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 5735 714 (-9126,10555) 5638 (5448,5828) 2452 (-3982,8886) 5713 (5671,5756) 4263 (1378,7148) 5638 (5638,5638) 5922 (5365,6479)
5/17/2020 5735 714 (-9126,10555) 5638 (5448,5828) 2482 (-3924,8887) 5972 (5642,6301) 4263 (1378,7148) 5638 (5638,5638) 6165 (-15947,28278)
5/18/2020 5735 714 (-9126,10555) 5638 (5448,5828) 2511 (-3866,8888) 6237 (5609,6865) 4263 (1378,7148) 5638 (5638,5638) 6408 (-42626,55443)
5/19/2020 6096 714 (-9308,10736) 5638 (4740,6536) 2541 (-3989,9070) 6509 (5831,7188) 4263 (1186,7340) 5638 (5638,5638) 6652 (-75110,88413)
5/20/2020 6269 714 (-9487,10915) 5638 (4401,6875) 2570 (-4110,9250) 6789 (6030,7548) 4263 (997,7529) 5638 (5638,5638) 6895 (-112557,126347)
5/21/2020 6269 714 (-9604,11033) 5638 (4401,6875) 2599 (-4169,9368) 7077 (6129,8024) 4263 (877,7649) 5638 (5638,5638) 7138 (-154400,168676)
5/22/2020 6486 714 (-9752,11181) 5638 (3976,7300) 2629 (-4258,9516) 7372 (6276,8467) 4263 (722,7804) 5638 (5638,5638) 7381 (-200225,214987)
5/23/2020 6617 714 (-9896,11325) 5638 (3719,7557) 2658 (-4343,9660) 7674 (6415,8934) 4263 (571,7955) 5638 (5638,5638) 7625 (-249717,264966)
5/24/2020 6683 714 (-10022,11451) 5638 (3590,7686) 2688 (-4411,9786) 7985 (6524,9445) 4263 (440,8086) 5638 (5638,5638) 7868 (-302624,318360)
5/25/2020 6808 714 (-10149,11578) 5638 (3345,7931) 2717 (-4479,9913) 8303 (6636,9970) 4263 (308,8218) 5638 (5638,5638) 8111 (-358742,374964)
5/26/2020 7117 714 (-10313,11742) 5638 (2739,8537) 2747 (-4584,10078) 8629 (6806,10452) 4263 (132,8394) 5638 (5638,5638) 8354 (-417898,434606)
5/27/2020 7303 714 (-10482,11911) 5638 (2375,8901) 2776 (-4695,10248) 8963 (6981,10945) 4263 (-50,8576) 5638 (5638,5638) 8597 (-479943,497138)
5/28/2020 7303 714 (-10624,12052) 5638 (2375,8901) 2806 (-4778,10389) 9305 (7112,11499) 4263 (-198,8724) 5638 (5638,5638) 8841 (-544750,562431)
5/29/2020 7616 714 (-10794,12223) 5638 (1761,9515) 2835 (-4890,10560) 9656 (7287,12024) 4263 (-381,8907) 5638 (5638,5638) 9084 (-612207,630374)
5/30/2020 7768 714 (-10963,12391) 5638 (1463,9813) 2865 (-5000,10729) 10014 (7459,12569) 4263 (-561,9087) 5638 (5638,5638) 9327 (-682213,700867)
5/31/2020 8070 714 (-11152,12581) 5638 (871,10405) 2894 (-5132,10920) 10382 (7661,13102) 4263 (-767,9293) 5638 (5638,5638) 9570 (-754680,773821)
6/1/2020 8070 714 (-11317,12746) 5638 (871,10405) 2923 (-5238,11085) 10757 (7825,13690) 4263 (-942,9468) 5638 (5638,5638) 9814 (-829527,849154)
6/2/2020 8297 714 (-11492,12921) 5638 (426,10850) 2953 (-5354,11260) 11141 (8003,14279) 4263 (-1127,9653) 5638 (5638,5638) 10057 (-906681,926795)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 5735 5922 (5365,6479) 6025 (5824,6226) 6132 (5354,6911) 6018 (5274,6761) 6003 (5801,6204) 3099 (-2067,8265)
5/17/2020 5735 6165 (-15947,28278) 6261 (6014,6509) 6485 (5309,7662) 6238 (-30843,43318) 6211 (5963,6459) 3186 (-1896,8268)
5/18/2020 5735 6408 (-42626,55443) 6500 (6191,6810) 6854 (5265,8444) 6458 (-76130,89046) 6419 (6104,6735) 3285 (-1706,8275)
5/19/2020 6096 6652 (-75110,88413) 6741 (6356,7126) 7236 (5463,9009) 6678 (-131282,144637) 6628 (6229,7026) 3387 (-1686,8459)
5/20/2020 6269 6895 (-112557,126347) 6984 (6513,7455) 7638 (5650,9627) 6897 (-194861,208656) 6836 (6342,7331) 3554 (-1569,8677)
5/21/2020 6269 7138 (-154400,168676) 7229 (6664,7794) 8061 (5748,10374) 7117 (-265893,280128) 7045 (6443,7646) 3706 (-1401,8812)
5/22/2020 6486 7381 (-200225,214987) 7476 (6808,8144) 8510 (5896,11125) 7337 (-343685,358360) 7253 (6535,7971) 3829 (-1292,8951)
5/23/2020 6617 7625 (-249717,264966) 7725 (6948,8503) 8979 (6036,11921) 7557 (-427689,442803) 7461 (6618,8305) 3929 (-1211,9069)
5/24/2020 6683 7868 (-302624,318360) 7977 (7083,8870) 9476 (6155,12796) 7777 (-517478,533032) 7670 (6694,8646) 4047 (-1096,9190)
5/25/2020 6808 8111 (-358742,374964) 8230 (7214,9246) 10000 (6280,13720) 7997 (-612708,628702) 7878 (6763,8994) 4185 (-958,9328)
5/26/2020 7117 8354 (-417898,434606) 8485 (7342,9629) 10558 (6469,14646) 8217 (-713079,729513) 8087 (6825,9349) 4297 (-882,9476)
5/27/2020 7303 8597 (-479943,497138) 8743 (7466,10020) 11138 (6662,15613) 8437 (-818343,835217) 8295 (6880,9710) 4456 (-757,9670)
5/28/2020 7303 8841 (-544750,562431) 9002 (7587,10417) 11753 (6819,16686) 8656 (-928281,945594) 8503 (6930,10077) 4606 (-613,9825)
5/29/2020 7616 9084 (-612207,630374) 9264 (7706,10822) 12410 (7033,17786) 8876 (-1042708,1060461) 8712 (6973,10450) 4716 (-538,9970)
5/30/2020 7768 9327 (-682213,700867) 9528 (7822,11234) 13106 (7252,18961) 9096 (-1161447,1179638) 8920 (7012,10829) 4849 (-438,10135)
5/31/2020 8070 9570 (-754680,773821) 9794 (7935,11652) 13847 (7511,20183) 9316 (-1284346,1302977) 9129 (7044,11213) 4976 (-362,10314)
6/1/2020 8070 9814 (-829527,849154) 10062 (8046,12077) 14638 (7743,21532) 9535 (-1411272,1430343) 9337 (7072,11602) 5161 (-199,10521)
6/2/2020 8297 10057 (-906681,926795) 10332 (8155,12508) 15488 (8009,22966) 9755 (-1542098,1561608) 9545 (7094,11997) 5243 (-154,10640)

Table A.69 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Greece.

Table A.70.

Actual and Predicted Cases with 95% Confidence Intervals for Greece using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 2819 1027 (-2485,4539) 2810 (2792,2828) 2863 (2776,2951) 2871 (2769,2974) 2810 (2792,2828) 2810 (2810,2810) 2823 (2798,2847)
5/17/2020 2834 1027 (-2500,4554) 2810 (2763,2857) 2895 (2790,2999) 2872 (2782,2962) 2810 (2774,2846) 2810 (2810,2810) 2840 (2748,2933)
5/18/2020 2836 1027 (-2506,4560) 2810 (2759,2861) 2926 (2793,3058) 2871 (2788,2954) 2810 (2769,2851) 2810 (2810,2810) 2858 (2674,3041)
5/19/2020 2840 1027 (-2511,4565) 2810 (2751,2869) 2957 (2795,3119) 2867 (2790,2944) 2810 (2764,2856) 2810 (2810,2810) 2876 (2583,3168)
5/20/2020 2850 1027 (-2518,4572) 2810 (2732,2888) 2988 (2799,3177) 2861 (2792,2930) 2810 (2756,2864) 2810 (2810,2810) 2893 (2476,3310)
5/21/2020 2853 1027 (-2523,4578) 2810 (2726,2894) 3019 (2801,3237) 2853 (2790,2916) 2810 (2750,2870) 2810 (2810,2810) 2911 (2356,3466)
5/22/2020 2874 1027 (-2533,4588) 2810 (2685,2935) 3050 (2810,3290) 2843 (2780,2906) 2810 (2737,2883) 2810 (2810,2810) 2929 (2222,3635)
5/23/2020 2876 1027 (-2541,4596) 2810 (2681,2939) 3081 (2815,3347) 2830 (2764,2897) 2810 (2728,2892) 2810 (2810,2810) 2946 (2078,3815)
5/24/2020 2878 1027 (-2548,4602) 2810 (2677,2943) 3112 (2819,3406) 2815 (2740,2891) 2810 (2721,2899) 2810 (2810,2810) 2964 (1922,4005)
5/25/2020 2882 1027 (-2554,4608) 2810 (2669,2951) 3144 (2821,3466) 2798 (2710,2886) 2810 (2714,2906) 2810 (2810,2810) 2982 (1757,4206)
5/26/2020 2892 1027 (-2561,4615) 2810 (2649,2971) 3175 (2825,3525) 2778 (2671,2886) 2810 (2707,2913) 2810 (2810,2810) 2999 (1582,4417)
5/27/2020 2903 1027 (-2568,4623) 2810 (2628,2992) 3206 (2830,3582) 2756 (2624,2888) 2810 (2698,2922) 2810 (2810,2810) 3017 (1398,4636)
5/28/2020 2906 1027 (-2575,4629) 2810 (2622,2998) 3237 (2833,3641) 2731 (2573,2890) 2810 (2690,2930) 2810 (2810,2810) 3035 (1205,4865)
5/29/2020 2909 1027 (-2581,4636) 2810 (2616,3004) 3268 (2836,3700) 2704 (2517,2891) 2810 (2683,2937) 2810 (2810,2810) 3052 (1003,5101)
5/30/2020 2915 1027 (-2587,4642) 2810 (2604,3016) 3299 (2839,3760) 2674 (2457,2892) 2810 (2677,2943) 2810 (2810,2810) 3070 (794,5346)
5/31/2020 2917 1027 (-2593,4647) 2810 (2600,3020) 3330 (2841,3820) 2642 (2391,2892) 2810 (2671,2949) 2810 (2810,2810) 3088 (576,5599)
6/1/2020 2918 1027 (-2598,4653) 2810 (2598,3022) 3361 (2842,3881) 2606 (2322,2891) 2810 (2665,2955) 2810 (2810,2810) 3105 (351,5859)
6/2/2020 2937 1027 (-2605,4659) 2810 (2561,3059) 3393 (2845,3940) 2568 (2244,2893) 2810 (2658,2962) 2810 (2810,2810) 3123 (119,6127)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 2819 2821 (2799,2844) 2827 (2781,2873) 2714 (2509,2919) 2824 (2796,2853) 2827 (2781,2872) 1425 (-1308,4158)
5/17/2020 2834 2838 (2758,2918) 2852 (2782,2921) 2713 (2491,2935) 2846 (2617,3076) 2851 (2781,2920) 1436 (-1301,4173)
5/18/2020 2836 2854 (2697,3011) 2873 (2774,2973) 2711 (2482,2941) 2854 (2477,3231) 2871 (2771,2971) 1447 (-1284,4179)
5/19/2020 2840 2870 (2622,3119) 2896 (2766,3027) 2709 (2473,2946) 2881 (2215,3547) 2893 (2763,3023) 1453 (-1276,4181)
5/20/2020 2850 2886 (2534,3238) 2919 (2755,3083) 2707 (2461,2953) 2896 (1940,3851) 2914 (2750,3079) 1463 (-1264,4190)
5/21/2020 2853 2902 (2436,3368) 2942 (2743,3142) 2705 (2451,2958) 2913 (1636,4190) 2936 (2736,3136) 1474 (-1249,4197)
5/22/2020 2874 2917 (2328,3507) 2965 (2728,3203) 2702 (2435,2969) 2935 (1279,4592) 2958 (2720,3196) 1486 (-1237,4208)
5/23/2020 2876 2933 (2212,3654) 2989 (2711,3266) 2700 (2422,2978) 2950 (911,4988) 2979 (2701,3257) 1500 (-1219,4219)
5/24/2020 2878 2948 (2087,3808) 3013 (2693,3332) 2697 (2410,2985) 2969 (515,5423) 3001 (2681,3321) 1511 (-1204,4226)
5/25/2020 2882 2963 (1956,3970) 3036 (2673,3400) 2695 (2399,2991) 2974 (142,5806) 3022 (2658,3387) 1522 (-1188,4232)
5/26/2020 2892 2978 (1818,4137) 3060 (2651,3469) 2693 (2387,2999) 2999 (-275,6272) 3044 (2634,3454) 1532 (-1175,4238)
5/27/2020 2903 2992 (1674,4310) 3085 (2628,3541) 2691 (2374,3007) 3011 (-704,6725) 3066 (2608,3523) 1545 (-1157,4247)
5/28/2020 2906 3006 (1524,4489) 3109 (2604,3615) 2689 (2362,3015) 3026 (-1144,7196) 3087 (2580,3594) 1559 (-1139,4256)
5/29/2020 2909 3021 (1369,4673) 3134 (2578,3690) 2687 (2351,3022) 3046 (-1615,7707) 3109 (2551,3666) 1571 (-1121,4263)
5/30/2020 2915 3035 (1208,4861) 3159 (2550,3767) 2685 (2341,3029) 3058 (-2093,8209) 3130 (2520,3740) 1582 (-1105,4269)
5/31/2020 2917 3048 (1043,5054) 3184 (2521,3846) 2683 (2331,3036) 3075 (-2587,8737) 3152 (2488,3816) 1594 (-1088,4275)
6/1/2020 2918 3062 (873,5251) 3209 (2491,3926) 2682 (2322,3042) 3078 (-3064,9219) 3173 (2454,3893) 1606 (-1069,4281)
6/2/2020 2937 3076 (700,5452) 3234 (2460,4009) 2680 (2311,3050) 3100 (-3564,9764) 3195 (2419,3971) 1619 (-1051,4289)

Table A.70 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Grenada.

Table A.71.

Actual and Predicted Cases with 95% Confidence Intervals for Grenada using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 22 7 (-23,36) 22 (22,22) 20 (17,24) 24 (20,28) 21 (19,23) 22 (22,22) 22 (22,22)
5/17/2020 22 7 (-23,36) 22 (22,22) 21 (17,24) 24 (20,28) 21 (19,23) 22 (22,22) 22 (22,22)
5/18/2020 22 7 (-23,36) 22 (22,22) 21 (18,24) 24 (20,29) 21 (19,23) 22 (22,22) 22 (22,22)
5/19/2020 22 7 (-23,36) 22 (22,22) 21 (18,24) 25 (20,29) 21 (19,23) 22 (22,22) 23 (23,23)
5/20/2020 22 7 (-23,36) 22 (22,22) 21 (19,24) 25 (20,30) 21 (19,23) 22 (22,22) 23 (23,23)
5/21/2020 22 7 (-23,36) 22 (22,22) 21 (19,24) 25 (20,30) 21 (19,23) 22 (22,22) 23 (23,23)
5/22/2020 22 7 (-23,36) 22 (22,22) 22 (19,24) 25 (20,31) 21 (19,23) 22 (22,22) 23 (23,23)
5/23/2020 22 7 (-23,36) 22 (22,22) 22 (20,24) 26 (20,31) 21 (19,23) 22 (22,22) 23 (23,23)
5/24/2020 22 7 (-23,36) 22 (22,22) 22 (20,24) 26 (20,32) 21 (19,23) 22 (22,22) 23 (23,24)
5/25/2020 23 7 (-23,37) 22 (20,24) 22 (20,24) 26 (20,32) 21 (19,23) 22 (22,22) 24 (24,24)
5/26/2020 23 7 (-23,37) 22 (20,24) 23 (21,24) 26 (20,32) 21 (19,23) 22 (22,22) 24 (24,24)
5/27/2020 23 7 (-23,37) 22 (20,24) 23 (21,25) 26 (20,32) 21 (18,24) 22 (22,22) 24 (24,24)
5/28/2020 23 7 (-23,37) 22 (20,24) 23 (21,25) 27 (21,33) 21 (18,24) 22 (22,22) 24 (24,24)
5/29/2020 23 7 (-23,37) 22 (20,24) 23 (22,25) 27 (21,33) 21 (18,24) 22 (22,22) 24 (24,24)
5/30/2020 23 7 (-23,37) 22 (20,24) 23 (22,25) 27 (21,33) 21 (18,24) 22 (22,22) 25 (25,25)
5/31/2020 23 7 (-24,37) 22 (20,24) 24 (22,25) 27 (21,33) 21 (18,24) 22 (22,22) 25 (25,25)
6/1/2020 23 7 (-24,37) 22 (20,24) 24 (22,25) 27 (21,34) 21 (18,24) 22 (22,22) 25 (25,25)
6/2/2020 23 7 (-24,37) 22 (20,24) 24 (22,26) 27 (21,34) 21 (18,24) 22 (22,22) 25 (25,25)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 22 22 (22,22) 22 (21,24) 22 (21,22) 22 (22,22) 22 (21,23) 11 (-9,32)
5/17/2020 22 22 (22,22) 23 (21,25) 22 (21,22) 22 (22,22) 22 (20,24) 12 (-9,32)
5/18/2020 22 22 (22,22) 23 (21,25) 22 (21,22) 22 (22,22) 22 (20,25) 12 (-9,32)
5/19/2020 22 22 (22,22) 24 (21,26) 22 (21,22) 22 (22,22) 23 (20,25) 12 (-9,32)
5/20/2020 22 22 (22,23) 24 (21,27) 22 (21,22) 22 (22,22) 23 (19,26) 12 (-8,32)
5/21/2020 22 23 (22,23) 24 (21,28) 22 (22,22) 22 (22,22) 23 (19,27) 12 (-8,32)
5/22/2020 22 23 (22,23) 25 (22,28) 22 (22,22) 22 (22,23) 23 (19,28) 12 (-7,32)
5/23/2020 22 23 (22,23) 25 (22,29) 22 (22,23) 23 (22,23) 23 (18,28) 13 (-7,32)
5/24/2020 22 23 (23,23) 26 (22,30) 22 (22,23) 23 (22,23) 23 (18,29) 13 (-7,32)
5/25/2020 23 23 (23,23) 26 (22,30) 22 (22,23) 22 (22,23) 24 (18,30) 13 (-6,33)
5/26/2020 23 23 (23,23) 27 (22,31) 22 (22,23) 22 (22,23) 24 (17,31) 13 (-6,33)
5/27/2020 23 23 (23,23) 27 (23,31) 22 (22,23) 22 (22,23) 24 (17,31) 14 (-6,33)
5/28/2020 23 23 (23,23) 28 (23,32) 22 (22,23) 23 (22,23) 24 (16,32) 14 (-5,33)
5/29/2020 23 23 (23,23) 28 (23,33) 23 (22,23) 23 (23,23) 24 (16,33) 14 (-5,33)
5/30/2020 23 23 (23,23) 28 (24,33) 23 (22,23) 23 (23,23) 25 (15,34) 14 (-5,33)
5/31/2020 23 23 (23,23) 29 (24,34) 23 (22,23) 23 (23,23) 25 (15,35) 14 (-4,33)
6/1/2020 23 23 (23,24) 29 (24,35) 23 (22,23) 23 (22,23) 25 (14,35) 15 (-4,33)
6/2/2020 23 23 (23,24) 30 (25,35) 23 (22,23) 23 (22,23) 25 (14,36) 15 (-4,33)

Table A.71 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Guatemala.

Table A.72.

Actual and Predicted Cases with 95% Confidence Intervals for Guatemala using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 1763 196 (-2875,3267) 1643 (1408,1878) 666 (-1483,2816) 1489 (951,2026) 1643 (1408,1878) 1643 (1643,1643) 1734 (1555,1914)
5/17/2020 1763 196 (-2875,3267) 1643 (1408,1878) 674 (-1467,2816) 1553 (1075,2032) 1643 (1408,1878) 1643 (1643,1643) 1837 (-1250,4923)
5/18/2020 1912 196 (-2976,3368) 1643 (1116,2170) 682 (-1552,2917) 1620 (1108,2132) 1643 (1283,2003) 1643 (1643,1643) 1939 (-4825,8704)
5/19/2020 2133 196 (-3143,3535) 1643 (683,2603) 690 (-1706,3087) 1688 (1067,2310) 1643 (1071,2215) 1643 (1643,1643) 2042 (-9182,13266)
5/20/2020 2265 196 (-3298,3690) 1643 (424,2862) 698 (-1847,3244) 1758 (1047,2470) 1643 (895,2391) 1643 (1643,1643) 2144 (-14210,18499)
5/21/2020 2512 196 (-3493,3885) 1643 (-60,3346) 706 (-2030,3443) 1830 (982,2679) 1643 (668,2618) 1643 (1643,1643) 2247 (-19832,24326)
5/22/2020 2743 196 (-3706,4098) 1643 (-513,3799) 714 (-2231,3660) 1904 (903,2906) 1643 (427,2859) 1643 (1643,1643) 2349 (-25993,30691)
5/23/2020 3054 196 (-3956,4348) 1643 (-1123,4409) 722 (-2472,3917) 1980 (783,3176) 1643 (143,3143) 1643 (1643,1643) 2452 (-32650,37553)
5/24/2020 3424 196 (-4251,4643) 1643 (-1848,5134) 730 (-2758,4218) 2057 (619,3496) 1643 (-188,3474) 1643 (1643,1643) 2554 (-39769,44877)
5/25/2020 3760 196 (-4566,4958) 1643 (-2506,5792) 738 (-3064,4541) 2137 (441,3832) 1643 (-534,3820) 1643 (1643,1643) 2657 (-47323,52636)
5/26/2020 3954 196 (-4858,5250) 1643 (-2887,6173) 746 (-3345,4837) 2218 (304,4133) 1643 (-842,4128) 1643 (1643,1643) 2759 (-55289,60807)
5/27/2020 4145 196 (-5134,5526) 1643 (-3261,6547) 754 (-3607,5116) 2302 (193,4411) 1643 (-1125,4411) 1643 (1643,1643) 2862 (-63645,69369)
5/28/2020 4348 196 (-5400,5792) 1643 (-3659,6945) 762 (-3860,5384) 2387 (97,4677) 1643 (-1396,4682) 1643 (1643,1643) 2964 (-72376,78305)
5/29/2020 4607 196 (-5671,6063) 1643 (-4166,7452) 770 (-4116,5656) 2474 (1,4947) 1643 (-1672,4958) 1643 (1643,1643) 3067 (-81466,87599)
5/30/2020 4739 196 (-5921,6313) 1643 (-4425,7711) 778 (-4350,5906) 2564 (-67,5194) 1643 (-1922,5208) 1643 (1643,1643) 3169 (-90902,97240)
5/31/2020 5087 196 (-6193,6585) 1643 (-5107,8393) 786 (-4608,6180) 2655 (-157,5467) 1643 (-2199,5485) 1643 (1643,1643) 3272 (-100671,107214)
6/1/2020 5336 196 (-6466,6858) 1643 (-5595,8881) 794 (-4867,6455) 2748 (-244,5741) 1643 (-2477,5763) 1643 (1643,1643) 3374 (-110762,117510)
6/2/2020 5586 196 (-6741,7133) 1643 (-6085,9371) 802 (-5127,6731) 2844 (-328,6016) 1643 (-2756,6042) 1643 (1643,1643) 3476 (-121166,128119)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 1763 1734 (1555,1914) 1765 (1742,1789) 1726 (1654,1798) 1777 (1515,2039) 1765 (1740,1789) 961 (-612,2533)
5/17/2020 1763 1837 (-1250,4923) 1893 (1844,1942) 1903 (1702,2104) 1910 (-26001,29822) 1890 (1840,1940) 1020 (-496,2535)
5/18/2020 1912 1939 (-4825,8704) 2022 (1946,2098) 2112 (1832,2391) 2044 (-60130,64218) 2016 (1937,2094) 1053 (-520,2627)
5/19/2020 2133 2042 (-9182,13266) 2152 (2047,2257) 2360 (2031,2689) 2178 (-101687,106042) 2142 (2033,2251) 1123 (-562,2807)
5/20/2020 2265 2144 (-14210,18499) 2284 (2148,2420) 2661 (2206,3116) 2311 (-149590,154212) 2268 (2126,2410) 1207 (-563,2976)
5/21/2020 2512 2247 (-19832,24326) 2416 (2247,2586) 3033 (2445,3622) 2445 (-203105,207995) 2394 (2216,2572) 1296 (-590,3181)
5/22/2020 2743 2349 (-25993,30691) 2550 (2346,2755) 3505 (2720,4289) 2579 (-261703,266861) 2520 (2304,2736) 1380 (-637,3397)
5/23/2020 3054 2452 (-32650,37553) 2685 (2443,2927) 4114 (3076,5152) 2712 (-324981,330405) 2646 (2390,2902) 1449 (-741,3639)
5/24/2020 3424 2554 (-39769,44877) 2821 (2540,3102) 4927 (3541,6314) 2846 (-392615,398306) 2772 (2474,3070) 1549 (-852,3950)
5/25/2020 3760 2657 (-47323,52636) 2958 (2636,3280) 6058 (4119,7997) 2979 (-464344,470302) 2898 (2556,3240) 1639 (-991,4269)
5/26/2020 3954 2759 (-55289,60807) 3097 (2732,3461) 7711 (4822,10600) 3113 (-539946,546171) 3024 (2636,3412) 1727 (-1105,4559)
5/27/2020 4145 2862 (-63645,69369) 3236 (2827,3645) 10265 (5833,14698) 3246 (-619233,625726) 3150 (2714,3586) 1775 (-1250,4800)
5/28/2020 4348 2964 (-72376,78305) 3376 (2921,3832) 14477 (7517,21438) 3380 (-702040,708800) 3276 (2790,3762) 1813 (-1404,5029)
5/29/2020 4607 3067 (-81466,87599) 3518 (3015,4021) 21878 (10616,33141) 3513 (-788222,795249) 3402 (2864,3939) 1859 (-1558,5277)
5/30/2020 4739 3169 (-90902,97240) 3661 (3108,4213) 35540 (16531,54549) 3647 (-877651,884945) 3528 (2937,4119) 1942 (-1650,5534)
5/31/2020 5087 3272 (-100671,107214) 3805 (3202,4408) 60915 (27944,93886) 3780 (-970214,977775) 3654 (3008,4300) 2004 (-1788,5796)
6/1/2020 5336 3374 (-110762,117510) 3950 (3294,4605) 106406 (48687,164126) 3914 (-1065808,1073636) 3780 (3078,4482) 2102 (-1886,6089)
6/2/2020 5586 3476 (-121166,128119) 4096 (3387,4805) 184611 (84678,284545) 4047 (-1164339,1172434) 3906 (3146,4666) 2173 (-2011,6356)

Table A.72 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Guinea-Bissau.

Table A.73.

Actual and Predicted Cases with 95% Confidence Intervals for Guinea-Bissau using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 969 90 (-1632,1813) 913 (803,1023) 326 (-934,1586) 903 (773,1033) 913 (803,1023) 913 (913,913) 965 (863,1068)
5/17/2020 990 90 (-1653,1833) 913 (762,1064) 330 (-947,1607) 949 (840,1057) 913 (781,1045) 913 (913,913) 1009 (207,1810)
5/18/2020 1032 90 (-1688,1868) 913 (680,1146) 334 (-974,1642) 996 (899,1093) 913 (741,1085) 913 (913,913) 1052 (-655,2759)
5/19/2020 1038 90 (-1708,1888) 913 (668,1158) 338 (-986,1662) 1045 (961,1130) 913 (720,1106) 913 (913,913) 1095 (-1704,3895)
5/20/2020 1089 90 (-1741,1921) 913 (568,1258) 342 (-1011,1695) 1095 (1020,1171) 913 (681,1145) 913 (913,913) 1139 (-2915,5192)
5/21/2020 1109 90 (-1769,1950) 913 (529,1297) 346 (-1032,1724) 1147 (1072,1223) 913 (650,1176) 913 (913,913) 1182 (-4269,6633)
5/22/2020 1114 90 (-1791,1972) 913 (519,1307) 350 (-1045,1746) 1200 (1106,1295) 913 (627,1199) 913 (913,913) 1225 (-5753,8203)
5/23/2020 1114 90 (-1807,1988) 913 (519,1307) 354 (-1053,1762) 1255 (1123,1387) 913 (612,1214) 913 (913,913) 1268 (-7356,9893)
5/24/2020 1114 90 (-1820,2000) 913 (519,1307) 358 (-1058,1774) 1311 (1132,1490) 913 (600,1226) 913 (913,913) 1312 (-9071,11694)
5/25/2020 1178 90 (-1843,2024) 913 (394,1432) 362 (-1073,1797) 1369 (1162,1576) 913 (574,1252) 913 (913,913) 1355 (-10891,13601)
5/26/2020 1178 90 (-1862,2042) 913 (394,1432) 366 (-1084,1816) 1428 (1181,1675) 913 (554,1272) 913 (913,913) 1398 (-12810,15607)
5/27/2020 1195 90 (-1881,2061) 913 (360,1466) 370 (-1095,1835) 1489 (1200,1777) 913 (534,1292) 913 (913,913) 1442 (-14824,17707)
5/28/2020 1195 90 (-1896,2077) 913 (360,1466) 374 (-1102,1851) 1551 (1213,1889) 913 (518,1308) 913 (913,913) 1485 (-16929,19898)
5/29/2020 1256 90 (-1919,2100) 913 (241,1585) 378 (-1117,1873) 1615 (1239,1991) 913 (492,1334) 913 (913,913) 1528 (-19120,22176)
5/30/2020 1256 90 (-1939,2119) 913 (241,1585) 382 (-1128,1893) 1681 (1258,2103) 913 (471,1355) 913 (913,913) 1571 (-21395,24537)
5/31/2020 1256 90 (-1955,2136) 913 (241,1585) 386 (-1137,1910) 1748 (1273,2222) 913 (453,1373) 913 (913,913) 1615 (-23750,26979)
6/1/2020 1339 90 (-1981,2162) 913 (78,1748) 390 (-1155,1935) 1817 (1303,2330) 913 (423,1403) 913 (913,913) 1658 (-26184,29500)
6/2/2020 1339 90 (-2004,2184) 913 (78,1748) 394 (-1170,1958) 1887 (1328,2446) 913 (398,1428) 913 (913,913) 1701 (-28693,32095)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 969 965 (863,1068) 969 (933,1006) 764 (361,1166) 964 (864,1065) 968 (932,1004) 501 (-417,1419)
5/17/2020 990 1009 (207,1810) 1010 (965,1055) 747 (307,1188) 998 (115,1880) 1008 (963,1054) 528 (-384,1440)
5/18/2020 1032 1052 (-655,2759) 1044 (990,1098) 722 (219,1224) 1038 (-1033,3109) 1042 (988,1096) 535 (-398,1468)
5/19/2020 1038 1095 (-1704,3895) 1076 (1010,1141) 688 (134,1242) 1069 (-2291,4429) 1072 (1007,1138) 558 (-377,1493)
5/20/2020 1089 1139 (-2915,5192) 1106 (1025,1187) 649 (20,1277) 1108 (-3824,6040) 1102 (1020,1183) 565 (-389,1519)
5/21/2020 1109 1182 (-4269,6633) 1136 (1036,1235) 606 (-95,1306) 1143 (-5522,7809) 1130 (1030,1230) 585 (-382,1551)
5/22/2020 1114 1225 (-5753,8203) 1166 (1044,1287) 561 (-206,1328) 1173 (-7294,9640) 1158 (1036,1281) 596 (-378,1570)
5/23/2020 1114 1268 (-7356,9893) 1196 (1050,1342) 518 (-310,1346) 1204 (-9159,11566) 1187 (1040,1334) 611 (-364,1586)
5/24/2020 1114 1312 (-9071,11694) 1226 (1053,1400) 475 (-410,1361) 1234 (-11125,13594) 1215 (1040,1390) 617 (-358,1592)
5/25/2020 1178 1355 (-10891,13601) 1257 (1054,1460) 435 (-522,1393) 1272 (-13272,15816) 1243 (1039,1447) 629 (-356,1615)
5/26/2020 1178 1398 (-12810,15607) 1287 (1053,1522) 399 (-624,1421) 1300 (-15483,18084) 1271 (1035,1507) 655 (-335,1644)
5/27/2020 1195 1442 (-14824,17707) 1318 (1051,1586) 365 (-721,1451) 1337 (-17839,20513) 1299 (1030,1569) 670 (-323,1663)
5/28/2020 1195 1485 (-16929,19898) 1350 (1048,1652) 335 (-809,1478) 1370 (-20297,23036) 1327 (1023,1632) 689 (-304,1681)
5/29/2020 1256 1528 (-19120,22176) 1381 (1043,1719) 308 (-901,1517) 1397 (-22794,25588) 1356 (1014,1697) 693 (-308,1694)
5/30/2020 1256 1571 (-21395,24537) 1413 (1037,1789) 284 (-983,1551) 1425 (-25340,28190) 1384 (1004,1763) 720 (-285,1724)
5/31/2020 1256 1615 (-23750,26979) 1445 (1029,1860) 263 (-1057,1583) 1453 (-27942,30848) 1412 (993,1831) 733 (-273,1738)
6/1/2020 1339 1658 (-26184,29500) 1477 (1021,1933) 245 (-1137,1627) 1488 (-30662,33638) 1440 (980,1900) 749 (-266,1764)
6/2/2020 1339 1701 (-28693,32095) 1509 (1011,2007) 230 (-1208,1667) 1514 (-33422,36450) 1468 (965,1971) 769 (-252,1790)

Table A.73 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Guinea.

Table A.74.

Actual and Predicted Cases with 95% Confidence Intervals for Guinea using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 2658 400 (-4025,4825) 2473 (2110,2836) 1361 (-1182,3903) 2890 (2436,3344) 2473 (2110,2836) 2473 (2473,2473) 2557 (2393,2721)
5/17/2020 2658 400 (-4025,4825) 2473 (2110,2836) 1377 (-1150,3904) 3009 (2426,3591) 2473 (2110,2836) 2473 (2473,2473) 2626 (682,4569)
5/18/2020 2796 400 (-4117,4917) 2473 (1840,3106) 1393 (-1210,3996) 3131 (2523,3738) 2473 (2003,2943) 2473 (2473,2473) 2694 (-1523,6911)
5/19/2020 2863 400 (-4196,4997) 2473 (1709,3237) 1410 (-1257,4076) 3256 (2604,3908) 2473 (1914,3032) 2473 (2473,2473) 2763 (-4206,9731)
5/20/2020 2863 400 (-4243,5044) 2473 (1709,3237) 1426 (-1271,4123) 3384 (2643,4125) 2473 (1868,3078) 2473 (2473,2473) 2832 (-7299,12962)
5/21/2020 3067 400 (-4345,5146) 2473 (1309,3637) 1442 (-1342,4227) 3515 (2750,4281) 2473 (1744,3202) 2473 (2473,2473) 2900 (-10756,16557)
5/22/2020 3067 400 (-4417,5218) 2473 (1309,3637) 1458 (-1382,4298) 3650 (2820,4480) 2473 (1667,3279) 2473 (2473,2473) 2969 (-14544,20482)
5/23/2020 3176 400 (-4499,5300) 2473 (1095,3851) 1475 (-1432,4381) 3788 (2903,4672) 2473 (1576,3370) 2473 (2473,2473) 3038 (-18636,24712)
5/24/2020 3275 400 (-4586,5387) 2473 (901,4045) 1491 (-1487,4469) 3929 (2992,4866) 2473 (1478,3468) 2473 (2473,2473) 3106 (-23012,29225)
5/25/2020 3275 400 (-4655,5455) 2473 (901,4045) 1507 (-1523,4537) 4074 (3056,5091) 2473 (1406,3540) 2473 (2473,2473) 3175 (-27655,34005)
5/26/2020 3275 400 (-4710,5511) 2473 (901,4045) 1524 (-1545,4592) 4221 (3102,5341) 2473 (1351,3595) 2473 (2473,2473) 3244 (-32550,39038)
5/27/2020 3275 400 (-4756,5556) 2473 (901,4045) 1540 (-1558,4638) 4373 (3134,5612) 2473 (1307,3639) 2473 (2473,2473) 3312 (-37686,44310)
5/28/2020 3553 400 (-4842,5642) 2473 (356,4590) 1556 (-1612,4724) 4527 (3224,5830) 2473 (1208,3738) 2473 (2473,2473) 3381 (-43051,49813)
5/29/2020 3656 400 (-4931,5732) 2473 (154,4792) 1572 (-1670,4814) 4685 (3319,6052) 2473 (1105,3841) 2473 (2473,2473) 3450 (-48636,55536)
5/30/2020 3706 400 (-5015,5816) 2473 (56,4890) 1589 (-1722,4899) 4847 (3406,6288) 2473 (1012,3934) 2473 (2473,2473) 3518 (-54434,61471)
5/31/2020 3706 400 (-5088,5888) 2473 (56,4890) 1605 (-1762,4971) 5012 (3477,6547) 2473 (935,4011) 2473 (2473,2473) 3587 (-60436,67611)
6/1/2020 3844 400 (-5170,5970) 2473 (-214,5160) 1621 (-1811,5054) 5181 (3562,6800) 2473 (845,4101) 2473 (2473,2473) 3656 (-66637,73948)
6/2/2020 3886 400 (-5247,6048) 2473 (-296,5242) 1637 (-1856,5131) 5353 (3640,7067) 2473 (761,4185) 2473 (2473,2473) 3725 (-73029,80478)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 2658 2557 (2393,2721) 2565 (2517,2614) 2385 (1849,2920) 2558 (2391,2725) 2561 (2512,2610) 1312 (-1325,3950)
5/17/2020 2658 2626 (682,4569) 2638 (2573,2704) 2427 (1931,2923) 2616 (681,4552) 2629 (2563,2696) 1368 (-1215,3951)
5/18/2020 2796 2694 (-1523,6911) 2712 (2629,2795) 2468 (1919,3017) 2689 (-1917,7295) 2698 (2612,2784) 1388 (-1255,4031)
5/19/2020 2863 2763 (-4206,9731) 2786 (2685,2888) 2506 (1915,3096) 2763 (-5190,10717) 2767 (2660,2874) 1449 (-1227,4125)
5/20/2020 2863 2832 (-7299,12962) 2861 (2740,2983) 2543 (1944,3141) 2832 (-8894,14558) 2835 (2706,2964) 1466 (-1223,4154)
5/21/2020 3067 2900 (-10756,16557) 2937 (2794,3080) 2578 (1907,3250) 2908 (-13140,18955) 2904 (2752,3056) 1503 (-1252,4258)
5/22/2020 3067 2969 (-14544,20482) 3013 (2848,3178) 2613 (1906,3320) 2971 (-17624,23566) 2973 (2796,3150) 1553 (-1233,4339)
5/23/2020 3176 3038 (-18636,24712) 3090 (2902,3278) 2647 (1890,3403) 3035 (-22383,28452) 3041 (2839,3244) 1580 (-1251,4412)
5/24/2020 3275 3106 (-23012,29225) 3168 (2956,3380) 2680 (1867,3492) 3093 (-27324,33510) 3110 (2880,3340) 1638 (-1238,4513)
5/25/2020 3275 3175 (-27655,34005) 3246 (3009,3483) 2712 (1866,3558) 3166 (-32676,39008) 3179 (2921,3436) 1658 (-1248,4565)
5/26/2020 3275 3244 (-32550,39038) 3325 (3063,3587) 2745 (1880,3610) 3240 (-38435,44915) 3247 (2961,3534) 1698 (-1226,4621)
5/27/2020 3275 3312 (-37686,44310) 3405 (3116,3694) 2777 (1902,3652) 3309 (-44484,51101) 3316 (3000,3633) 1719 (-1215,4653)
5/28/2020 3553 3381 (-43051,49813) 3485 (3169,3801) 2809 (1877,3742) 3384 (-50897,57665) 3385 (3037,3732) 1742 (-1244,4729)
5/29/2020 3656 3450 (-48636,55536) 3566 (3221,3910) 2841 (1846,3836) 3447 (-57488,64382) 3453 (3074,3833) 1831 (-1201,4863)
5/30/2020 3706 3518 (-54434,61471) 3647 (3274,4021) 2872 (1822,3922) 3511 (-64266,71288) 3522 (3110,3934) 1889 (-1181,4959)
5/31/2020 3706 3587 (-60436,67611) 3729 (3326,4133) 2903 (1813,3993) 3570 (-71164,78304) 3591 (3145,4037) 1939 (-1157,5035)
6/1/2020 3844 3656 (-66637,73948) 3812 (3379,4246) 2933 (1790,4076) 3642 (-78354,85639) 3659 (3179,4140) 1932 (-1206,5070)
6/2/2020 3886 3725 (-73029,80478) 3896 (3431,4361) 2962 (1772,4152) 3717 (-85852,93285) 3728 (3212,4244) 1980 (-1195,5154)

Table A.74 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Guyana.

Table A.75.

Actual and Predicted Cases with 95% Confidence Intervals for Guyana using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 117 28 (-148,203) 116 (114,118) 85 (22,148) 128 (106,150) 113 (105,121) 116 (116,116) 118 (114,123)
5/17/2020 117 28 (-148,203) 116 (114,118) 86 (24,148) 131 (106,156) 113 (105,121) 116 (116,116) 121 (113,128)
5/18/2020 124 28 (-152,207) 116 (100,132) 87 (21,153) 135 (111,158) 113 (99,127) 116 (116,116) 123 (113,134)
5/19/2020 125 28 (-155,210) 116 (98,134) 88 (20,155) 138 (114,162) 113 (96,130) 116 (116,116) 126 (112,139)
5/20/2020 125 28 (-157,212) 116 (98,134) 89 (20,157) 142 (115,168) 113 (95,131) 116 (116,116) 128 (110,146)
5/21/2020 127 28 (-159,214) 116 (94,138) 90 (21,159) 145 (117,173) 113 (93,133) 116 (116,116) 130 (109,152)
5/22/2020 127 28 (-160,215) 116 (94,138) 91 (21,160) 149 (118,179) 113 (92,134) 116 (116,116) 133 (106,159)
5/23/2020 127 28 (-161,216) 116 (94,138) 92 (22,161) 152 (119,185) 113 (91,135) 116 (116,116) 135 (104,166)
5/24/2020 135 28 (-163,219) 116 (79,153) 93 (22,164) 156 (122,190) 113 (88,138) 116 (116,116) 137 (102,173)
5/25/2020 137 28 (-166,221) 116 (75,157) 94 (21,166) 159 (124,195) 113 (85,141) 116 (116,116) 140 (99,181)
5/26/2020 139 28 (-168,223) 116 (71,161) 95 (21,169) 163 (127,200) 113 (82,144) 116 (116,116) 142 (96,189)
5/27/2020 139 28 (-170,225) 116 (71,161) 96 (21,171) 167 (129,205) 113 (80,146) 116 (116,116) 145 (93,197)
5/28/2020 150 28 (-174,229) 116 (49,183) 97 (19,174) 171 (132,209) 113 (75,151) 116 (116,116) 147 (89,205)
5/29/2020 150 28 (-177,232) 116 (49,183) 97 (18,177) 175 (135,214) 113 (72,154) 116 (116,116) 149 (85,213)
5/30/2020 152 28 (-180,235) 116 (45,187) 98 (17,180) 179 (138,219) 113 (69,157) 116 (116,116) 152 (82,222)
5/31/2020 153 28 (-182,237) 116 (43,189) 99 (16,183) 183 (141,224) 113 (66,160) 116 (116,116) 154 (77,231)
6/1/2020 153 28 (-184,240) 116 (43,189) 100 (16,185) 187 (143,230) 113 (63,163) 116 (116,116) 157 (73,240)
6/2/2020 153 28 (-186,242) 116 (43,189) 101 (16,187) 191 (145,237) 113 (61,165) 116 (116,116) 159 (69,249)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 117 118 (114,122) 119 (113,124) 112 (101,122) 118 (114,121) 118 (113,124) 60 (-52,172)
5/17/2020 117 120 (114,126) 121 (114,129) 113 (104,122) 121 (115,126) 120 (112,128) 61 (-49,172)
5/18/2020 124 122 (114,130) 124 (115,133) 114 (101,128) 123 (116,130) 122 (113,132) 63 (-51,177)
5/19/2020 125 124 (113,135) 127 (117,137) 115 (100,130) 125 (116,133) 125 (113,136) 65 (-50,180)
5/20/2020 125 126 (112,139) 129 (118,141) 116 (101,132) 127 (117,137) 127 (113,140) 66 (-49,181)
5/21/2020 127 128 (111,144) 132 (120,145) 117 (101,133) 129 (117,140) 129 (114,144) 67 (-48,183)
5/22/2020 127 129 (110,149) 135 (122,148) 118 (102,135) 131 (118,144) 131 (115,148) 68 (-47,183)
5/23/2020 127 131 (109,153) 138 (124,152) 119 (103,135) 133 (118,147) 133 (115,152) 69 (-46,184)
5/24/2020 135 133 (107,158) 141 (126,156) 120 (102,138) 136 (120,152) 136 (116,155) 71 (-46,187)
5/25/2020 137 134 (105,163) 144 (128,160) 121 (101,141) 138 (120,156) 138 (116,159) 73 (-44,190)
5/26/2020 139 136 (104,168) 147 (130,163) 122 (101,143) 140 (120,159) 140 (117,163) 75 (-43,193)
5/27/2020 139 137 (102,173) 150 (132,167) 123 (100,145) 142 (121,163) 142 (117,167) 77 (-42,195)
5/28/2020 150 139 (100,178) 153 (134,171) 124 (98,149) 144 (121,167) 144 (118,171) 77 (-43,197)
5/29/2020 150 140 (97,183) 156 (137,174) 124 (96,153) 146 (121,171) 146 (118,174) 80 (-42,202)
5/30/2020 152 142 (95,188) 159 (139,178) 125 (95,156) 148 (122,174) 149 (119,178) 81 (-42,204)
5/31/2020 153 143 (93,193) 162 (141,182) 126 (94,158) 151 (123,179) 151 (119,182) 83 (-41,207)
6/1/2020 153 144 (90,199) 165 (144,186) 127 (93,161) 153 (123,183) 153 (120,186) 83 (-42,208)
6/2/2020 153 146 (88,204) 168 (146,189) 127 (93,162) 155 (123,186) 155 (120,190) 84 (-41,210)

Table A.75 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Haiti.

Table A.76.

Actual and Predicted Cases with 95% Confidence Intervals for Haiti using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 358 34 (-602,669) 310 (216,404) 112 (-370,594) 244 (19,468) 209 (-83,501) 310 (310,310) 328 (292,364)
5/17/2020 456 34 (-705,772) 310 (24,596) 113 (-471,698) 254 (-68,576) 209 (-191,609) 310 (310,310) 351 (187,515)
5/18/2020 533 34 (-793,860) 310 (-127,747) 115 (-558,787) 265 (-137,666) 209 (-282,700) 310 (310,310) 374 (40,709)
5/19/2020 533 34 (-833,900) 310 (-127,747) 116 (-596,827) 276 (-154,705) 209 (-322,740) 310 (310,310) 397 (-142,936)
5/20/2020 596 34 (-885,952) 310 (-251,871) 117 (-645,880) 287 (-183,757) 209 (-374,792) 310 (310,310) 420 (-353,1193)
5/21/2020 734 34 (-975,1042) 310 (-521,1141) 119 (-734,971) 299 (-254,851) 209 (-469,887) 310 (310,310) 443 (-591,1476)
5/22/2020 812 34 (-1064,1131) 310 (-674,1294) 120 (-821,1061) 311 (-322,943) 209 (-562,980) 310 (310,310) 466 (-852,1783)
5/23/2020 865 34 (-1144,1211) 310 (-778,1398) 121 (-899,1141) 323 (-378,1023) 209 (-643,1061) 310 (310,310) 489 (-1135,2112)
5/24/2020 865 34 (-1202,1269) 310 (-778,1398) 123 (-955,1200) 335 (-410,1081) 209 (-702,1120) 310 (310,310) 511 (-1438,2461)
5/25/2020 958 34 (-1271,1338) 310 (-960,1580) 124 (-1021,1269) 348 (-454,1150) 209 (-772,1190) 310 (310,310) 534 (-1761,2829)
5/26/2020 1174 34 (-1381,1449) 310 (-1383,2003) 125 (-1130,1381) 361 (-542,1264) 209 (-886,1304) 310 (310,310) 557 (-2102,3216)
5/27/2020 1320 34 (-1504,1571) 310 (-1670,2290) 127 (-1252,1505) 375 (-642,1391) 209 (-1014,1432) 310 (310,310) 580 (-2460,3620)
5/28/2020 1320 34 (-1601,1668) 310 (-1670,2290) 128 (-1347,1603) 389 (-712,1489) 209 (-1112,1530) 310 (310,310) 603 (-2835,4041)
5/29/2020 1584 34 (-1739,1806) 310 (-2187,2807) 129 (-1483,1742) 403 (-825,1630) 209 (-1253,1671) 310 (310,310) 626 (-3226,4477)
5/30/2020 1865 34 (-1913,1980) 310 (-2738,3358) 131 (-1658,1919) 417 (-977,1811) 209 (-1434,1852) 310 (310,310) 649 (-3632,4929)
5/31/2020 2124 34 (-2112,2179) 310 (-3245,3865) 132 (-1856,2119) 432 (-1152,2016) 209 (-1638,2056) 310 (310,310) 672 (-4053,5396)
6/1/2020 2226 34 (-2294,2361) 310 (-3445,4065) 133 (-2037,2303) 447 (-1307,2201) 209 (-1823,2241) 310 (310,310) 694 (-4488,5877)
6/2/2020 2226 34 (-2445,2512) 310 (-3445,4065) 135 (-2185,2454) 462 (-1427,2352) 209 (-1975,2393) 310 (310,310) 717 (-4937,6372)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 358 328 (292,364) 339 (332,346) 275 (112,438) 338 (284,391) 339 (332,346) 188 (-146,522)
5/17/2020 456 351 (187,515) 394 (381,407) 299 (53,545) 381 (-939,1702) 391 (378,405) 219 (-185,624)
5/18/2020 533 374 (40,709) 446 (425,466) 324 (13,634) 420 (-2372,3213) 441 (421,461) 256 (-199,711)
5/19/2020 533 397 (-142,936) 474 (444,505) 350 (26,673) 447 (-3830,4724) 469 (439,499) 278 (-189,745)
5/20/2020 596 420 (-353,1193) 517 (475,558) 377 (30,724) 487 (-5648,6622) 510 (468,551) 291 (-206,787)
5/21/2020 734 443 (-591,1476) 577 (525,629) 408 (-2,818) 532 (-7845,8909) 566 (514,618) 313 (-251,878)
5/22/2020 812 466 (-852,1783) 616 (551,681) 443 (-25,911) 561 (-10072,11193) 603 (539,667) 345 (-282,971)
5/23/2020 865 489 (-1135,2112) 648 (569,727) 483 (-29,995) 592 (-12396,13579) 633 (555,711) 374 (-304,1052)
5/24/2020 865 511 (-1438,2461) 705 (612,798) 530 (0,1060) 636 (-15015,16286) 685 (593,777) 401 (-307,1108)
5/25/2020 958 534 (-1761,2829) 759 (652,866) 586 (33,1139) 675 (-17829,19179) 734 (628,840) 402 (-352,1157)
5/26/2020 1174 557 (-2102,3216) 790 (666,913) 655 (45,1265) 702 (-20649,22052) 763 (641,884) 420 (-426,1266)
5/27/2020 1320 580 (-2460,3620) 835 (695,975) 740 (71,1410) 741 (-23658,25140) 803 (665,942) 474 (-467,1414)
5/28/2020 1320 603 (-2835,4041) 898 (741,1054) 849 (156,1541) 786 (-26914,28486) 859 (704,1013) 531 (-470,1531)
5/29/2020 1584 626 (-3226,4477) 939 (765,1113) 991 (255,1727) 815 (-30203,31833) 896 (724,1067) 535 (-575,1645)
5/30/2020 1865 649 (-3632,4929) 973 (781,1166) 1184 (394,1974) 846 (-33551,35243) 927 (737,1117) 560 (-699,1820)
5/31/2020 2124 672 (-4053,5396) 1033 (822,1245) 1457 (625,2289) 890 (-37106,38886) 978 (770,1187) 615 (-811,2041)
6/1/2020 2226 694 (-4488,5877) 1089 (859,1320) 1867 (1042,2692) 929 (-40811,42669) 1026 (799,1254) 689 (-875,2254)
6/2/2020 2226 717 (-4937,6372) 1122 (871,1373) 2529 (1715,3343) 956 (-44524,46435) 1056 (809,1303) 675 (-1006,2356)

Table A.76 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Holy See.

Table A.77.

Actual and Predicted Cases with 95% Confidence Intervals for Holy See using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 12 4 (-11,20) 12 (12,12) 12 (11,12) 13 (11,14) 12 (12,12) 12 (12,12) 12 (12,12)
5/17/2020 12 4 (-11,20) 12 (12,12) 12 (11,12) 13 (11,14) 12 (12,12) 12 (12,12) 12 (12,12)
5/18/2020 12 4 (-11,20) 12 (12,12) 12 (11,12) 13 (11,14) 12 (12,12) 12 (12,12) 12 (12,12)
5/19/2020 12 4 (-11,20) 12 (12,12) 12 (12,12) 13 (11,15) 12 (12,12) 12 (12,12) 12 (12,12)
5/20/2020 12 4 (-11,20) 12 (12,12) 12 (12,13) 13 (11,15) 12 (12,12) 12 (12,12) 12 (12,12)
5/21/2020 12 4 (-11,20) 12 (12,12) 12 (12,13) 13 (11,15) 12 (12,12) 12 (12,12) 12 (12,12)
5/22/2020 12 4 (-11,20) 12 (12,12) 12 (12,13) 13 (11,15) 12 (12,12) 12 (12,12) 12 (12,12)
5/23/2020 12 4 (-11,20) 12 (12,12) 13 (12,13) 13 (11,15) 12 (12,12) 12 (12,12) 12 (12,13)
5/24/2020 12 4 (-11,20) 12 (12,12) 13 (12,13) 13 (11,15) 12 (12,12) 12 (12,12) 12 (12,13)
5/25/2020 12 4 (-11,20) 12 (12,12) 13 (12,14) 13 (11,15) 12 (12,12) 12 (12,12) 12 (12,13)
5/26/2020 12 4 (-11,20) 12 (12,12) 13 (12,14) 13 (11,15) 12 (12,12) 12 (12,12) 12 (12,13)
5/27/2020 12 4 (-11,20) 12 (12,12) 13 (12,14) 13 (11,15) 12 (12,12) 12 (12,12) 12 (12,13)
5/28/2020 12 4 (-11,20) 12 (12,12) 13 (12,14) 13 (11,15) 12 (12,12) 12 (12,12) 13 (12,13)
5/29/2020 12 4 (-11,20) 12 (12,12) 13 (12,15) 13 (11,16) 12 (12,12) 12 (12,12) 13 (12,13)
5/30/2020 12 4 (-11,20) 12 (12,12) 13 (12,15) 13 (11,16) 12 (12,12) 12 (12,12) 13 (12,13)
5/31/2020 12 4 (-11,20) 12 (12,12) 14 (12,15) 13 (11,16) 12 (12,12) 12 (12,12) 13 (12,13)
6/1/2020 12 4 (-11,20) 12 (12,12) 14 (12,16) 13 (11,16) 12 (12,12) 12 (12,12) 13 (12,13)
6/2/2020 12 4 (-11,20) 12 (12,12) 14 (12,16) 13 (11,16) 12 (12,12) 12 (12,12) 13 (12,13)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 12 12 (12,12) 12 (11,13) 12 (11,12) 12 (12,12) 12 (11,13) 6 (-6,18)
5/17/2020 12 12 (12,12) 12 (11,13) 11 (10,12) 12 (12,12) 12 (11,13) 6 (-6,18)
5/18/2020 12 12 (12,12) 12 (11,14) 11 (10,12) 12 (12,13) 12 (11,14) 6 (-5,18)
5/19/2020 12 12 (12,12) 12 (11,14) 11 (10,12) 12 (12,13) 12 (11,14) 6 (-5,18)
5/20/2020 12 12 (12,12) 13 (11,14) 11 (10,12) 12 (12,13) 12 (11,14) 6 (-5,18)
5/21/2020 12 12 (12,12) 13 (11,14) 11 (10,12) 13 (12,13) 12 (10,14) 6 (-5,18)
5/22/2020 12 12 (12,12) 13 (11,15) 11 (10,12) 13 (12,13) 13 (10,15) 6 (-5,18)
5/23/2020 12 12 (12,12) 13 (11,15) 11 (10,12) 13 (12,13) 13 (10,15) 6 (-5,18)
5/24/2020 12 12 (12,12) 13 (11,15) 11 (10,13) 13 (12,13) 13 (10,15) 6 (-5,18)
5/25/2020 12 12 (12,12) 13 (11,15) 11 (9,13) 13 (12,13) 13 (10,15) 7 (-5,18)
5/26/2020 12 12 (12,12) 13 (11,15) 11 (9,13) 13 (12,14) 13 (10,16) 7 (-5,18)
5/27/2020 12 12 (12,12) 13 (11,16) 11 (9,13) 13 (12,14) 13 (10,16) 7 (-5,18)
5/28/2020 12 12 (12,12) 13 (11,16) 11 (9,13) 13 (12,14) 13 (10,16) 7 (-4,18)
5/29/2020 12 12 (12,12) 13 (11,16) 11 (9,13) 13 (12,14) 13 (9,16) 7 (-4,18)
5/30/2020 12 12 (12,12) 14 (11,16) 11 (9,13) 13 (12,14) 13 (9,17) 7 (-4,18)
5/31/2020 12 12 (12,12) 14 (11,16) 11 (9,13) 13 (12,14) 13 (9,17) 7 (-4,18)
6/1/2020 12 12 (12,12) 14 (11,17) 11 (9,13) 13 (12,14) 13 (9,17) 7 (-4,18)
6/2/2020 12 12 (12,12) 14 (11,17) 11 (9,13) 14 (13,14) 13 (9,17) 7 (-4,18)

Table A.77 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Honduras.

Table A.78.

Actual and Predicted Cases with 95% Confidence Intervals for Honduras using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 2565 342 (-4014,4699) 2460 (2254,2666) 1137 (-1661,3936) 2427 (2157,2697) 2460 (2254,2666) 2460 (2460,2460) 2557 (2367,2748)
5/17/2020 2646 342 (-4094,4779) 2460 (2095,2825) 1151 (-1714,4016) 2529 (2280,2779) 2460 (2164,2756) 2460 (2460,2460) 2662 (-697,6022)
5/18/2020 2798 342 (-4223,4908) 2460 (1798,3122) 1164 (-1818,4146) 2634 (2359,2910) 2460 (2008,2912) 2460 (2460,2460) 2767 (-4599,10133)
5/19/2020 2955 342 (-4368,5053) 2460 (1490,3430) 1178 (-1937,4292) 2742 (2425,3059) 2460 (1836,3084) 2460 (2460,2460) 2872 (-9353,15097)
5/20/2020 2955 342 (-4453,5138) 2460 (1490,3430) 1191 (-1995,4377) 2852 (2555,3150) 2460 (1753,3167) 2460 (2460,2460) 2977 (-14838,20791)
5/21/2020 3204 342 (-4598,5283) 2460 (1002,3918) 1205 (-2115,4524) 2966 (2634,3298) 2460 (1582,3338) 2460 (2460,2460) 3081 (-20970,27133)
5/22/2020 3477 342 (-4787,5472) 2460 (467,4453) 1218 (-2281,4717) 3082 (2657,3506) 2460 (1352,3568) 2460 (2460,2460) 3186 (-27689,34062)
5/23/2020 3477 342 (-4924,5609) 2460 (467,4453) 1232 (-2393,4856) 3201 (2760,3642) 2460 (1207,3713) 2460 (2460,2460) 3291 (-34949,41532)
5/24/2020 3950 342 (-5154,5839) 2460 (-460,5380) 1245 (-2602,5092) 3323 (2739,3906) 2460 (929,3991) 2460 (2460,2460) 3396 (-42713,49505)
5/25/2020 4189 342 (-5391,6076) 2460 (-929,5849) 1259 (-2818,5335) 3448 (2728,4167) 2460 (655,4265) 2460 (2460,2460) 3501 (-50951,57953)
5/26/2020 4401 342 (-5628,6312) 2460 (-1344,6264) 1272 (-3032,5576) 3576 (2734,4417) 2460 (392,4528) 2460 (2460,2460) 3606 (-59637,66848)
5/27/2020 4640 342 (-5869,6554) 2460 (-1813,6733) 1286 (-3252,5823) 3706 (2743,4670) 2460 (127,4793) 2460 (2460,2460) 3710 (-68750,76170)
5/28/2020 4752 342 (-6089,6774) 2460 (-2032,6952) 1299 (-3447,6045) 3840 (2790,4891) 2460 (-104,5024) 2460 (2460,2460) 3815 (-78270,85900)
5/29/2020 4752 342 (-6271,6956) 2460 (-2032,6952) 1312 (-3603,6228) 3977 (2887,5068) 2460 (-287,5207) 2460 (2460,2460) 3920 (-88181,96021)
5/30/2020 5094 342 (-6485,7169) 2460 (-2703,7623) 1326 (-3791,6443) 4118 (2954,5281) 2460 (-510,5430) 2460 (2460,2460) 4025 (-98469,106519)
5/31/2020 5202 342 (-6684,7368) 2460 (-2914,7834) 1339 (-3965,6643) 4261 (3044,5478) 2460 (-714,5634) 2460 (2460,2460) 4130 (-109121,117380)
6/1/2020 5362 342 (-6879,7564) 2460 (-3228,8148) 1353 (-4134,6840) 4408 (3143,5673) 2460 (-914,5834) 2460 (2460,2460) 4234 (-120123,128592)
6/2/2020 5527 342 (-7073,7758) 2460 (-3551,8471) 1366 (-4302,7035) 4558 (3249,5866) 2460 (-1112,6032) 2460 (2460,2460) 4339 (-131467,140145)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 2565 2557 (2367,2748) 2555 (2497,2614) 2472 (2290,2654) 2549 (2374,2724) 2553 (2495,2612) 1343 (-1052,3738)
5/17/2020 2646 2662 (-697,6022) 2665 (2580,2749) 2563 (2391,2736) 2648 (-3940,9235) 2661 (2575,2746) 1385 (-1048,3819)
5/18/2020 2798 2767 (-4599,10133) 2784 (2669,2899) 2652 (2435,2869) 2756 (-12438,17949) 2778 (2662,2894) 1448 (-1058,3954)
5/19/2020 2955 2872 (-9353,15097) 2902 (2746,3059) 2738 (2455,3022) 2846 (-21955,27646) 2892 (2734,3051) 1509 (-1084,4101)
5/20/2020 2955 2977 (-14838,20791) 3019 (2816,3223) 2822 (2543,3101) 2956 (-33612,39525) 3005 (2798,3212) 1576 (-1038,4191)
5/21/2020 3204 3081 (-20970,27133) 3138 (2883,3393) 2906 (2556,3255) 3060 (-46664,52784) 3118 (2859,3377) 1622 (-1080,4324)
5/22/2020 3477 3186 (-27689,34062) 3258 (2948,3568) 2988 (2502,3473) 3161 (-60855,67177) 3231 (2916,3547) 1699 (-1128,4526)
5/23/2020 3477 3291 (-34949,41532) 3379 (3010,3747) 3068 (2533,3604) 3266 (-76294,82826) 3345 (2969,3720) 1780 (-1114,4674)
5/24/2020 3950 3396 (-42713,49505) 3501 (3070,3932) 3148 (2421,3876) 3360 (-92460,99180) 3458 (3018,3898) 1841 (-1216,4898)
5/25/2020 4189 3501 (-50951,57953) 3624 (3127,4120) 3228 (2316,4139) 3463 (-109694,116621) 3571 (3064,4078) 1943 (-1274,5160)
5/26/2020 4401 3606 (-59637,66848) 3747 (3182,4313) 3306 (2223,4390) 3548 (-127343,134440) 3684 (3107,4262) 1999 (-1381,5378)
5/27/2020 4640 3710 (-68750,76170) 3872 (3235,4509) 3384 (2127,4641) 3654 (-146095,153404) 3798 (3146,4449) 2097 (-1444,5638)
5/28/2020 4752 3815 (-78270,85900) 3998 (3287,4710) 3461 (2063,4858) 3753 (-165677,173184) 3911 (3183,4639) 2117 (-1574,5809)
5/29/2020 4752 3920 (-88181,96021) 4125 (3336,4914) 3536 (2046,5026) 3850 (-185966,193665) 4024 (3217,4831) 2159 (-1649,5966)
5/30/2020 5094 4025 (-98469,106519) 4253 (3384,5121) 3610 (1987,5234) 3950 (-207070,214971) 4137 (3248,5027) 2186 (-1776,6148)
5/31/2020 5202 4130 (-109121,117380) 4382 (3431,5333) 3683 (1944,5422) 4039 (-228648,236727) 4251 (3277,5224) 2269 (-1828,6365)
6/1/2020 5362 4234 (-120123,128592) 4512 (3476,5547) 3755 (1903,5607) 4138 (-250954,259230) 4364 (3303,5425) 2333 (-1894,6560)
6/2/2020 5527 4339 (-131467,140145) 4643 (3520,5766) 3825 (1861,5789) 4219 (-273514,281952) 4477 (3327,5628) 2426 (-1925,6776)

Table A.78 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Hungary.

Table A.79.

Actual and Predicted Cases with 95% Confidence Intervals for Hungary using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 3473 869 (-4235,5973) 3417 (3307,3527) 2704 (1198,4211) 4118 (2854,5381) 3313 (2999,3627) 3417 (3417,3417) 3453 (3382,3524)
5/17/2020 3509 869 (-4271,6008) 3417 (3237,3597) 2736 (1225,4247) 4224 (2890,5558) 3313 (2962,3664) 3417 (3417,3417) 3490 (3015,3964)
5/18/2020 3535 869 (-4299,6037) 3417 (3186,3648) 2767 (1257,4276) 4332 (2918,5746) 3313 (2932,3694) 3417 (3417,3417) 3526 (2524,4528)
5/19/2020 3556 869 (-4324,6062) 3417 (3145,3689) 2798 (1294,4301) 4441 (2941,5942) 3313 (2906,3720) 3417 (3417,3417) 3562 (1925,5200)
5/20/2020 3598 869 (-4356,6094) 3417 (3062,3772) 2829 (1325,4333) 4552 (2971,6134) 3313 (2872,3754) 3417 (3417,3417) 3599 (1233,5965)
5/21/2020 3641 869 (-4391,6129) 3417 (2978,3856) 2860 (1351,4369) 4665 (3005,6324) 3380 (2926,3834) 3417 (3417,3417) 3635 (458,6812)
5/22/2020 3678 869 (-4427,6165) 3417 (2905,3929) 2891 (1378,4405) 4779 (3039,6518) 3380 (2905,3855) 3417 (3417,3417) 3671 (-392,7735)
5/23/2020 3713 869 (-4463,6200) 3417 (2837,3997) 2922 (1404,4440) 4894 (3073,6715) 3380 (2880,3880) 3417 (3417,3417) 3708 (-1311,8727)
5/24/2020 3741 869 (-4496,6234) 3417 (2782,4052) 2953 (1432,4474) 5011 (3104,6918) 3380 (2853,3907) 3417 (3417,3417) 3744 (-2295,9783)
5/25/2020 3756 869 (-4527,6264) 3417 (2753,4081) 2984 (1464,4505) 5130 (3130,7129) 3380 (2828,3932) 3417 (3417,3417) 3780 (-3340,10901)
5/26/2020 3771 869 (-4554,6292) 3417 (2723,4111) 3016 (1499,4532) 5250 (3152,7347) 3380 (2805,3955) 3417 (3417,3417) 3817 (-4442,12075)
5/27/2020 3793 869 (-4580,6318) 3417 (2680,4154) 3047 (1535,4559) 5371 (3174,7569) 3380 (2782,3978) 3417 (3417,3417) 3853 (-5599,13305)
5/28/2020 3816 869 (-4606,6344) 3417 (2635,4199) 3078 (1571,4585) 5495 (3194,7795) 3380 (2759,4001) 3417 (3417,3417) 3889 (-6808,14587)
5/29/2020 3841 869 (-4632,6370) 3417 (2586,4248) 3109 (1607,4611) 5620 (3215,8024) 3380 (2734,4026) 3417 (3417,3417) 3926 (-8068,15919)
5/30/2020 3867 869 (-4658,6395) 3417 (2535,4299) 3140 (1643,4637) 5746 (3236,8256) 3380 (2709,4051) 3417 (3417,3417) 3962 (-9375,17300)
5/31/2020 3876 869 (-4681,6419) 3417 (2517,4317) 3171 (1681,4661) 5874 (3254,8494) 3380 (2687,4073) 3417 (3417,3417) 3999 (-10730,18727)
6/1/2020 3892 869 (-4704,6442) 3417 (2486,4348) 3202 (1720,4685) 6003 (3271,8736) 3417 (2707,4127) 3417 (3417,3417) 4035 (-12130,20200)
6/2/2020 3921 869 (-4728,6465) 3417 (2429,4405) 3233 (1758,4709) 6135 (3289,8981) 3417 (2689,4145) 3417 (3417,3417) 4071 (-13573,21716)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 3473 3452 (3384,3519) 3452 (3407,3496) 3424 (3329,3520) 3434 (3400,3468) 3451 (3406,3496) 1743 (-1647,5134)
5/17/2020 3509 3486 (3049,3923) 3486 (3410,3562) 3447 (3337,3556) 3466 (3061,3871) 3484 (3407,3560) 1765 (-1639,5169)
5/18/2020 3535 3521 (2603,4439) 3520 (3414,3625) 3468 (3351,3585) 3490 (2683,4297) 3516 (3409,3623) 1781 (-1634,5197)
5/19/2020 3556 3555 (2061,5050) 3553 (3417,3689) 3488 (3367,3609) 3525 (2151,4900) 3548 (3411,3685) 1796 (-1627,5220)
5/20/2020 3598 3590 (1436,5743) 3587 (3420,3754) 3507 (3373,3642) 3558 (1521,5596) 3579 (3410,3748) 1807 (-1634,5248)
5/21/2020 3641 3624 (740,6507) 3620 (3421,3819) 3525 (3371,3679) 3592 (806,6378) 3610 (3409,3812) 1825 (-1636,5286)
5/22/2020 3678 3657 (-21,7336) 3653 (3421,3885) 3541 (3367,3716) 3632 (-30,7293) 3641 (3405,3876) 1844 (-1636,5325)
5/23/2020 3713 3691 (-841,8223) 3686 (3420,3952) 3557 (3361,3753) 3649 (-830,8127) 3671 (3400,3942) 1863 (-1635,5362)
5/24/2020 3741 3724 (-1715,9164) 3719 (3419,4019) 3572 (3356,3787) 3680 (-1683,9043) 3700 (3393,4007) 1879 (-1637,5395)
5/25/2020 3756 3757 (-2640,10155) 3751 (3416,4087) 3585 (3355,3815) 3705 (-2563,9972) 3729 (3385,4074) 1892 (-1638,5422)
5/26/2020 3771 3790 (-3612,11192) 3783 (3412,4155) 3598 (3356,3840) 3740 (-3517,10997) 3758 (3375,4141) 1905 (-1637,5446)
5/27/2020 3793 3823 (-4628,12274) 3816 (3407,4224) 3610 (3356,3864) 3773 (-4538,12083) 3786 (3364,4208) 1917 (-1636,5471)
5/28/2020 3816 3855 (-5687,13397) 3847 (3402,4293) 3622 (3356,3887) 3806 (-5619,13231) 3814 (3352,4276) 1932 (-1632,5496)
5/29/2020 3841 3888 (-6785,14560) 3879 (3395,4363) 3632 (3354,3911) 3846 (-6786,14478) 3841 (3339,4344) 1950 (-1625,5524)
5/30/2020 3867 3920 (-7921,15760) 3911 (3388,4433) 3642 (3350,3934) 3863 (-7939,15665) 3868 (3324,4413) 1967 (-1617,5552)
5/31/2020 3876 3952 (-9092,16996) 3942 (3381,4504) 3652 (3348,3955) 3894 (-9124,16913) 3895 (3308,4482) 1983 (-1609,5576)
6/1/2020 3892 3983 (-10299,18265) 3973 (3373,4574) 3660 (3346,3975) 3919 (-10328,18166) 3921 (3291,4551) 1997 (-1603,5597)
6/2/2020 3921 4015 (-11538,19568) 4005 (3364,4645) 3669 (3342,3996) 3954 (-11585,19492) 3947 (3273,4621) 2011 (-1597,5619)

Table A.79 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Iceland.

Table A.80.

Actual and Predicted Cases with 95% Confidence Intervals for Iceland using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 1802 769 (-1255,2794) 1802 (1802,1802) 2085 (1531,2638) 1727 (1579,1874) 1801 (1799,1803) 1802 (1802,1802) 1802 (1802,1803)
5/17/2020 1802 769 (-1255,2794) 1802 (1802,1802) 2107 (1531,2683) 1699 (1522,1876) 1801 (1799,1803) 1802 (1802,1802) 1803 (1802,1804)
5/18/2020 1802 769 (-1255,2794) 1802 (1802,1802) 2129 (1531,2728) 1669 (1460,1878) 1801 (1799,1803) 1802 (1802,1802) 1803 (1802,1804)
5/19/2020 1802 769 (-1255,2794) 1802 (1802,1802) 2151 (1530,2773) 1636 (1393,1879) 1801 (1799,1803) 1802 (1802,1802) 1803 (1802,1805)
5/20/2020 1803 769 (-1256,2794) 1802 (1800,1804) 2174 (1530,2817) 1601 (1320,1881) 1801 (1799,1803) 1802 (1802,1802) 1804 (1802,1805)
5/21/2020 1803 769 (-1256,2794) 1802 (1800,1804) 2196 (1530,2863) 1563 (1243,1883) 1801 (1798,1804) 1802 (1802,1802) 1804 (1802,1806)
5/22/2020 1803 769 (-1256,2794) 1802 (1800,1804) 2218 (1529,2908) 1523 (1161,1884) 1801 (1798,1804) 1802 (1802,1802) 1804 (1802,1806)
5/23/2020 1804 769 (-1257,2795) 1802 (1798,1806) 2241 (1528,2953) 1479 (1073,1886) 1801 (1798,1804) 1802 (1802,1802) 1805 (1802,1807)
5/24/2020 1804 769 (-1257,2795) 1802 (1798,1806) 2263 (1527,2998) 1433 (980,1887) 1801 (1797,1805) 1802 (1802,1802) 1805 (1802,1807)
5/25/2020 1804 769 (-1257,2795) 1802 (1798,1806) 2285 (1526,3044) 1385 (882,1887) 1801 (1797,1805) 1802 (1802,1802) 1805 (1803,1808)
5/26/2020 1804 769 (-1257,2796) 1802 (1798,1806) 2308 (1525,3090) 1333 (779,1887) 1801 (1797,1805) 1802 (1802,1802) 1805 (1803,1808)
5/27/2020 1805 769 (-1258,2796) 1802 (1796,1808) 2330 (1524,3136) 1279 (670,1887) 1801 (1796,1806) 1802 (1802,1802) 1806 (1803,1809)
5/28/2020 1805 769 (-1258,2796) 1802 (1796,1808) 2352 (1523,3181) 1221 (556,1886) 1801 (1796,1806) 1802 (1802,1802) 1806 (1803,1809)
5/29/2020 1805 769 (-1258,2796) 1802 (1796,1808) 2374 (1521,3227) 1161 (437,1885) 1801 (1796,1806) 1802 (1802,1802) 1806 (1803,1810)
5/30/2020 1806 769 (-1259,2797) 1802 (1794,1810) 2397 (1520,3273) 1098 (312,1884) 1801 (1795,1807) 1802 (1802,1802) 1807 (1803,1810)
5/31/2020 1806 769 (-1259,2797) 1802 (1794,1810) 2419 (1519,3319) 1031 (181,1882) 1801 (1795,1807) 1802 (1802,1802) 1807 (1803,1811)
6/1/2020 1806 769 (-1259,2797) 1802 (1794,1810) 2441 (1517,3366) 962 (44,1879) 1801 (1795,1807) 1802 (1802,1802) 1807 (1803,1811)
6/2/2020 1806 769 (-1259,2798) 1802 (1794,1810) 2464 (1515,3412) 889 (-98,1876) 1801 (1794,1808) 1802 (1802,1802) 1808 (1803,1812)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 1802 1802 (1802,1803) 1802 (1777,1827) 1798 (1791,1806) 1802 (1802,1802) 1802 (1777,1827) 901 (-864,2667)
5/17/2020 1802 1803 (1802,1803) 1802 (1758,1847) 1798 (1790,1806) 1802 (1802,1803) 1802 (1758,1847) 901 (-864,2667)
5/18/2020 1802 1803 (1802,1804) 1802 (1737,1868) 1798 (1790,1806) 1802 (1802,1803) 1802 (1737,1868) 901 (-864,2667)
5/19/2020 1802 1803 (1802,1804) 1803 (1713,1892) 1797 (1789,1806) 1803 (1802,1803) 1803 (1713,1892) 901 (-864,2667)
5/20/2020 1803 1803 (1802,1805) 1803 (1687,1918) 1797 (1788,1806) 1803 (1802,1803) 1803 (1687,1918) 901 (-865,2667)
5/21/2020 1803 1803 (1802,1805) 1803 (1660,1946) 1797 (1787,1806) 1803 (1802,1804) 1803 (1660,1946) 902 (-864,2668)
5/22/2020 1803 1804 (1802,1805) 1803 (1630,1976) 1796 (1786,1807) 1803 (1802,1804) 1803 (1630,1976) 902 (-864,2668)
5/23/2020 1804 1804 (1802,1806) 1803 (1599,2007) 1796 (1785,1807) 1803 (1802,1804) 1803 (1599,2007) 902 (-865,2668)
5/24/2020 1804 1804 (1802,1806) 1803 (1566,2041) 1796 (1784,1808) 1803 (1802,1804) 1803 (1566,2041) 902 (-865,2668)
5/25/2020 1804 1804 (1802,1806) 1803 (1531,2076) 1796 (1784,1808) 1803 (1802,1804) 1803 (1531,2076) 902 (-865,2669)
5/26/2020 1804 1805 (1802,1807) 1804 (1495,2112) 1796 (1783,1808) 1804 (1802,1805) 1803 (1495,2112) 902 (-865,2669)
5/27/2020 1805 1805 (1803,1807) 1804 (1458,2150) 1795 (1782,1809) 1804 (1802,1805) 1804 (1457,2150) 902 (-865,2669)
5/28/2020 1805 1805 (1803,1807) 1804 (1419,2189) 1795 (1781,1809) 1804 (1802,1805) 1804 (1419,2189) 902 (-865,2669)
5/29/2020 1805 1805 (1803,1808) 1804 (1378,2230) 1795 (1781,1809) 1804 (1803,1805) 1804 (1378,2230) 902 (-865,2670)
5/30/2020 1806 1805 (1803,1808) 1804 (1337,2272) 1795 (1780,1810) 1804 (1803,1806) 1804 (1337,2272) 902 (-866,2670)
5/31/2020 1806 1806 (1803,1808) 1804 (1294,2315) 1795 (1779,1810) 1804 (1803,1806) 1804 (1294,2315) 902 (-866,2670)
6/1/2020 1806 1806 (1803,1809) 1804 (1250,2359) 1795 (1779,1811) 1804 (1803,1806) 1804 (1249,2359) 902 (-866,2671)
6/2/2020 1806 1806 (1803,1809) 1805 (1204,2405) 1795 (1778,1811) 1804 (1803,1806) 1804 (1204,2405) 902 (-866,2671)

Table A.80 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for India.

Table A.81.

Actual and Predicted Cases with 95% Confidence Intervals for India using the Time Series Models.



Predicted Cases (95% Confidence Interval)


Date Actual Cases SA SMA LT QT ST
5/16/2020 90648 11853 (-142584,166291) 85784 (76251,95317) 40333 (-58284,138950) 88892 (85449,92334) 81997 (65041,98953)
5/17/2020 95698 11853 (-147610,171317) 85784 (66353,105215) 40816 (-62375,144006) 92705 (87895,97515) 81997 (59540,104454)
5/18/2020 100328 11853 (-152390,176097) 85784 (57278,114290) 41298 (-66223,148820) 96620 (90873,102367) 81997 (54311,109683)
5/19/2020 106475 11853 (-157943,181650) 85784 (45230,126338) 41781 (-70870,154432) 100638 (93056,108220) 81997 (48081,115913)
5/20/2020 112028 11853 (-163574,187280) 85784 (34346,137222) 42264 (-75599,160126) 104761 (95457,114065) 81997 (41833,122161)
5/21/2020 118226 11853 (-169503,193210) 85784 (22198,149370) 42747 (-80639,166132) 108990 (97731,120248) 81997 (35256,128738)
5/22/2020 124794 11853 (-175742,199448) 85784 (9324,162244) 43229 (-86000,172459) 113325 (99878,126773) 81997 (28352,135642)
5/23/2020 131423 11853 (-182204,205911) 85784 (-3668,175236) 43712 (-91591,179015) 117769 (102029,133509) 81997 (21242,142752)
5/24/2020 138536 11853 (-188956,212662) 85784 (-17610,189178) 44195 (-97481,185870) 122323 (104090,140555) 81997 (13839,150155)
5/25/2020 144950 11853 (-195745,219452) 85784 (-30181,201749) 44677 (-103401,192756) 126987 (106417,147557) 81997 (6476,157518)
5/26/2020 150793 11853 (-202438,226145) 85784 (-41634,213202) 45160 (-109212,199532) 131763 (109155,154372) 81997 (-694,164688)
5/27/2020 158086 11853 (-209370,233077) 85784 (-55928,227496) 45643 (-115269,206554) 136653 (111842,161465) 81997 (-8122,172116)
5/28/2020 165386 11853 (-216491,240198) 85784 (-70236,241804) 46126 (-121516,213767) 141658 (114554,168762) 81997 (-15735,179729)
5/29/2020 173491 11853 (-223913,247620) 85784 (-86122,257690) 46608 (-128074,221291) 146779 (117149,176409) 81997 (-23674,187668)
5/30/2020 181827 11853 (-231620,255327) 85784 (-102460,274028) 47091 (-134923,229105) 152017 (119659,184374) 81997 (-31908,195902)
5/31/2020 190609 11853 (-239635,263342) 85784 (-119673,291241) 47574 (-142086,237233) 157373 (122063,192683) 81997 (-40460,204454)
6/1/2020 198370 11853 (-247737,271444) 85784 (-134885,306453) 48056 (-149328,245441) 162850 (124659,201041) 81997 (-49053,213047)
6/2/2020 207191 11853 (-256078,279785) 85784 (-152174,323742) 48539 (-156809,253888) 168447 (127242,209653) 81997 (-57878,221872)
Predicted Cases (95% Confidence Interval)
Date Actual Cases SES HLT DT ARIMA

5/16/2020 90648 85784 (85784,85784) 89327 (82383,96271) 89327 (82383,96271) 89681 (89206,90157)
5/17/2020 95698 85784 (85784,85784) 92938 (-3924942,4110819) 92938 (-3924942,4110819) 93603 (92815,94391)
5/18/2020 100328 85784 (85784,85784) 96550 (-8882725,9075824) 96550 (-8882725,9075824) 97559 (96369,98749)
5/19/2020 106475 85784 (85784,85784) 100161 (-14921473,15121795) 100161 (-14921473,15121795) 101549 (99891,103207)
5/20/2020 112028 85784 (85784,85784) 103772 (-21882750,22090294) 103772 (-21882750,22090294) 105574 (103391,107756)
5/21/2020 118226 85784 (85784,85784) 107383 (-29660010,29874777) 107383 (-29660010,29874777) 109632 (106876,112388)
5/22/2020 124794 85784 (85784,85784) 110995 (-38176322,38398312) 110995 (-38176322,38398312) 113725 (110351,117098)
5/23/2020 131423 85784 (85784,85784) 114606 (-47372943,47602155) 114606 (-47372943,47602155) 117852 (113819,121885)
5/24/2020 138536 85784 (85784,85784) 118217 (-57203167,57439602) 118217 (-57203167,57439602) 122013 (117283,126744)
5/25/2020 144950 85784 (85784,85784) 121829 (-67628725,67872383) 121829 (-67628725,67872383) 126209 (120743,131674)
5/26/2020 150793 85784 (85784,85784) 125440 (-78617522,78868402) 125440 (-78617522,78868402) 130438 (124204,136673)
5/27/2020 158086 85784 (85784,85784) 129051 (-90142139,90400242) 129051 (-90142139,90400242) 134702 (127665,141739)
5/28/2020 165386 85784 (85784,85784) 132663 (-102178805,102444131) 132663 (-102178805,102444131) 139000 (131128,146872)
5/29/2020 173491 85784 (85784,85784) 136274 (-114706651,114979199) 136274 (-114706651,114979199) 143333 (134595,152070)
5/30/2020 181827 85784 (85784,85784) 139885 (-127707164,127986934) 139885 (-127707164,127986934) 147699 (138067,157331)
5/31/2020 190609 85784 (85784,85784) 143497 (-141163777,141450770) 143497 (-141163777,141450770) 152100 (141544,162656)
6/1/2020 198370 85784 (85784,85784) 147108 (-155061550,155355766) 147108 (-155061550,155355766) 156535 (145027,168042)
6/2/2020 207191 85784 (85784,85784) 150719 (-169386921,169688360) 150719 (-169386921,169688360) 161004 (148518,173490)



Predicted Cases (95% Confidence Interval)
Date Actual Cases LSTM HWA SSM Sutte-Arima

5/16/2020 90648 89169 (86270,92068) 89630 (82092,97168) 89630 (89141,90119) 46802 (-39136,132740)
5/17/2020 95698 93552 (89941,97164) 93476 (-17980021,18166972) 93480 (92653,94308) 48953 (-39871,137778)
5/18/2020 100328 98125 (94264,101987) 97321 (-40308823,40503465) 97331 (96056,98605) 51122 (-40312,142557)
5/19/2020 106475 102896 (98051,107742) 101165 (-67501837,67704167) 101181 (99381,102980) 53262 (-41552,148076)
5/20/2020 112028 107874 (102214,113535) 105009 (-98847710,99057729) 105031 (102641,107421) 55496 (-42724,153716)
5/21/2020 118226 113079 (106471,119687) 108854 (-133866174,134083881) 108881 (105844,111918) 57610 (-44331,159550)
5/22/2020 124794 118524 (110843,126205) 112697 (-172208417,172433811) 112731 (108995,116468) 59927 (-45981,165835)
5/23/2020 131423 124210 (115457,132963) 116540 (-213610512,213843592) 116582 (112098,121065) 62060 (-48053,172173)
5/24/2020 138536 130171 (120273,140069) 120383 (-257862758,258103525) 120432 (115157,125707) 64325 (-50254,178904)
5/25/2020 144950 136418 (125642,147195) 124226 (-304792007,305040459) 124282 (118173,130391) 66579 (-52480,185638)
5/26/2020 150793 142983 (131719,154247) 128067 (-354251708,354507843) 128132 (121149,135116) 68662 (-54797,192122)
5/27/2020 158086 149891 (138152,161630) 131909 (-406119762,406383580) 131983 (124086,139879) 70654 (-57483,198791)
5/28/2020 165386 157179 (145050,169308) 135750 (-460289238,460560739) 135833 (126987,144678) 72831 (-60164,205825)
5/29/2020 173491 164856 (152324,177388) 139591 (-516664701,516943883) 139683 (129853,149513) 75148 (-62976,213271)
5/30/2020 181827 172977 (160068,185887) 143431 (-575163166,575450029) 143533 (132684,154382) 77721 (-65743,221185)
5/31/2020 190609 181586 (168328,194844) 147272 (-635710557,636005101) 147383 (135482,159285) 80099 (-68991,229189)
6/1/2020 198370 190727 (177361,204092) 151112 (-698239083,698541306) 151234 (138248,164219) 82571 (-72189,237330)
6/2/2020 207191 200452 (187095,213809) 154950 (-762686111,762996012) 155084 (140984,169184) 84741 (-75944,245427)

Table A.81 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Indonesia.

Table A.82.

Actual and Predicted Cases with 95% Confidence Intervals for Indonesia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 17025 3271 (-23687,30229) 16496 (15459,17533) 10433 (-2487,23353) 18129 (15965,20293) 16496 (15459,17533) 16496 (16496,16496) 16960 (16051,17868)
5/17/2020 17514 3271 (-24171,30712) 16496 (14501,18491) 10554 (-2731,23840) 18723 (16454,20992) 16496 (14906,18086) 16496 (16496,16496) 17436 (-52535,87406)
5/18/2020 18010 3271 (-24662,31203) 16496 (13529,19463) 10676 (-2982,24334) 19329 (16950,21709) 16496 (14346,18646) 16496 (16496,16496) 17912 (-137886,173710)
5/19/2020 18496 3271 (-25151,31692) 16496 (12576,20416) 10797 (-3233,24827) 19948 (17444,22453) 16496 (13793,19199) 16496 (16496,16496) 18388 (-241843,278620)
5/20/2020 19189 3271 (-25728,32269) 16496 (11218,21774) 10919 (-3573,25411) 20580 (18030,23130) 16496 (13117,19875) 16496 (16496,16496) 18865 (-361694,399424)
5/21/2020 20162 3271 (-26452,32994) 16496 (9311,23681) 11040 (-4069,26149) 21224 (18746,23703) 16496 (12239,20753) 16496 (16496,16496) 19341 (-495611,534293)
5/22/2020 20796 3271 (-27156,33698) 16496 (8068,24924) 11161 (-4543,26866) 21882 (19450,24313) 16496 (11429,21563) 16496 (16496,16496) 19817 (-642269,681904)
5/23/2020 21745 3271 (-27937,34479) 16496 (6208,26784) 11283 (-5099,27664) 22552 (20210,24894) 16496 (10521,22471) 16496 (16496,16496) 20293 (-800659,841246)
5/24/2020 22271 3271 (-28664,35206) 16496 (5177,27815) 11404 (-5594,28403) 23236 (20939,25532) 16496 (9716,23276) 16496 (16496,16496) 20770 (-969975,1011515)
5/25/2020 22750 3271 (-29342,35884) 16496 (4238,28754) 11526 (-6037,29088) 23932 (21634,26231) 16496 (8986,24006) 16496 (16496,16496) 21246 (-1149559,1192051)
5/26/2020 23165 3271 (-29973,36514) 16496 (3425,29567) 11647 (-6429,29723) 24643 (22283,27002) 16496 (8323,24669) 16496 (16496,16496) 21722 (-1338857,1382302)
5/27/2020 23851 3271 (-30621,37162) 16496 (2080,30912) 11768 (-6839,30376) 25366 (22950,27782) 16496 (7633,25359) 16496 (16496,16496) 22199 (-1537398,1581795)
5/28/2020 24538 3271 (-31283,37824) 16496 (734,32258) 11890 (-7265,31044) 26104 (23631,28576) 16496 (6924,26068) 16496 (16496,16496) 22675 (-1744771,1790121)
5/29/2020 25216 3271 (-31954,38496) 16496 (-595,33587) 12011 (-7700,31722) 26855 (24322,29387) 16496 (6203,26789) 16496 (16496,16496) 23151 (-1960617,2006919)
5/30/2020 25773 3271 (-32615,39156) 16496 (-1687,34679) 12133 (-8123,32388) 27620 (25001,30239) 16496 (5500,27492) 16496 (16496,16496) 23627 (-2184617,2231872)
5/31/2020 26473 3271 (-33288,39829) 16496 (-3059,36051) 12254 (-8559,33067) 28399 (25693,31105) 16496 (4780,28212) 16496 (16496,16496) 24104 (-2416484,2464692)
6/1/2020 26940 3271 (-33938,40480) 16496 (-3974,36966) 12375 (-8970,33721) 29192 (26357,32027) 16496 (4093,28899) 16496 (16496,16496) 24580 (-2655963,2705123)
6/2/2020 27549 3271 (-34589,41131) 16496 (-5168,38160) 12497 (-9382,34375) 30000 (27021,32978) 16496 (3405,29587) 16496 (16496,16496) 25056 (-2902818,2952930)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 17025 16960 (16051,17868) 17004 (16896,17111) 16702 (16070,17335) 17010 (16003,18016) 17010 (16899,17120) 8799 (-7325,24922)
5/17/2020 17514 17436 (-52535,87406) 17570 (17389,17751) 17131 (16437,17825) 17523 (-173894,208940) 17583 (17392,17773) 9054 (-7301,25408)
5/18/2020 18010 17912 (-137886,173710) 18150 (17914,18386) 17564 (16806,18323) 18036 (-409056,445129) 18163 (17907,18419) 9330 (-7247,25907)
5/19/2020 18496 18388 (-241843,278620) 18714 (18417,19011) 17999 (17181,18817) 18550 (-695469,732569) 18719 (18389,19048) 9613 (-7176,26402)
5/20/2020 19189 18865 (-361694,399424) 19275 (18901,19648) 18433 (17446,19420) 19063 (-1025589,1063716) 19263 (18841,19685) 9886 (-7202,26974)
5/21/2020 20162 19341 (-495611,534293) 19846 (19385,20306) 18869 (17497,20241) 19577 (-1394387,1433540) 19816 (19289,20343) 10206 (-7309,27722)
5/22/2020 20796 19817 (-642269,681904) 20428 (19876,20979) 19306 (17623,20989) 20090 (-1798209,1838389) 20376 (19738,21013) 10580 (-7316,28475)
5/23/2020 21745 20293 (-800659,841246) 21013 (20367,21659) 19743 (17645,21841) 20603 (-2234264,2275470) 20934 (20182,21687) 10898 (-7452,29247)
5/24/2020 22271 20770 (-969975,1011515) 21601 (20855,22346) 20181 (17777,22585) 21116 (-2700336,2742569) 21489 (20615,22364) 11235 (-7507,29978)
5/25/2020 22750 21246 (-1149559,1192051) 22193 (21342,23044) 20620 (17985,23255) 21629 (-3194605,3237864) 22043 (21040,23047) 11454 (-7655,30564)
5/26/2020 23165 21722 (-1338857,1382302) 22791 (21830,23752) 21060 (18257,23864) 22142 (-3715570,3759855) 22599 (21460,23738) 11727 (-7707,31160)
5/27/2020 23851 22199 (-1537398,1581795) 23394 (22319,24470) 21502 (18506,24497) 22655 (-4261902,4307213) 23156 (21876,24435) 11936 (-7854,31726)
5/28/2020 24538 22675 (-1744771,1790121) 24002 (22808,25197) 21943 (18738,25148) 23168 (-4832482,4878818) 23712 (22287,25137) 12268 (-7882,32417)
5/29/2020 25216 23151 (-1960617,2006919) 24615 (23298,25932) 22386 (18960,25812) 23681 (-5426314,5473677) 24267 (22691,25844) 12609 (-7899,33118)
5/30/2020 25773 23627 (-2184617,2231872) 25233 (23788,26677) 22831 (19202,26460) 24194 (-6042515,6090904) 24823 (23090,26556) 12963 (-7884,33810)
5/31/2020 26473 24104 (-2416484,2464692) 25855 (24280,27430) 23276 (19429,27123) 24707 (-6680299,6729713) 25379 (23485,27273) 13252 (-7947,34451)
6/1/2020 26940 24580 (-2655963,2705123) 26483 (24773,28192) 23721 (19687,27755) 25220 (-7338952,7389391) 25935 (23875,27994) 13568 (-7958,35094)
6/2/2020 27549 25056 (-2902818,2952930) 27115 (25267,28963) 24166 (19946,28386) 25732 (-8017846,8069311) 26491 (24261,28721) 13848 (-8008,35704)

Table A.82 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Iran.

Table A.83.

Actual and Predicted Cases with 95% Confidence Intervals for Iran using the Time Series Models.



Predicted Cases (95% Confidence Interval)


Date Actual Cases SA SMA LT QT ST
5/16/2020 118392 37902 (-119857,195662) 116635 (113191,120079) 106070 (81919,130221) 118244 (117955,118534) 110767 (95822,125712)
5/17/2020 120198 37902 (-121637,197442) 116635 (109652,123618) 107225 (82429,132022) 119263 (117952,120575) 110767 (93959,127575)
5/18/2020 122492 37902 (-123749,199554) 116635 (105155,128115) 108381 (82595,134167) 120242 (117481,123004) 110767 (91678,129856)
5/19/2020 124603 37902 (-125859,201664) 116635 (101018,132252) 109536 (82765,136307) 121180 (117060,125300) 110767 (89386,132148)
5/20/2020 126949 37902 (-128069,203874) 116635 (96420,136850) 110692 (82827,138556) 122075 (116434,127717) 110767 (86957,134577)
5/21/2020 129341 37902 (-130349,206154) 116635 (91731,141539) 111847 (82813,140881) 122927 (115657,130198) 110767 (84436,137098)
5/22/2020 131652 37902 (-132649,208454) 116635 (87202,146068) 113002 (82779,143225) 123735 (114807,132663) 110767 (81894,139640)
5/23/2020 133521 37902 (-134847,210652) 116635 (83538,149732) 114158 (82864,145451) 124497 (114063,134930) 110767 (79493,142041)
5/24/2020 135701 37902 (-137052,212857) 116635 (79266,154004) 115313 (82942,147685) 125212 (113224,137200) 110767 (77081,144453)
5/25/2020 137724 37902 (-139231,215035) 116635 (75301,157969) 116468 (83052,149885) 125879 (112343,139416) 110767 (74705,146829)
5/26/2020 139511 37902 (-141344,217149) 116635 (71798,161472) 117624 (83237,152011) 126498 (111474,141522) 110767 (72416,149118)
5/27/2020 141591 37902 (-143464,219269) 116635 (67721,165549) 118779 (83417,154142) 127067 (110501,143634) 110767 (70118,151416)
5/28/2020 143849 37902 (-145620,221425) 116635 (63296,169974) 119935 (83557,156312) 127586 (109379,145792) 110767 (67771,153763)
5/29/2020 146668 37902 (-147895,223700) 116635 (57770,175500) 121090 (83562,158618) 128052 (107980,148125) 110767 (65267,156267)
5/30/2020 148950 37902 (-150187,225992) 116635 (53298,179972) 122245 (83553,160937) 128465 (106477,150454) 110767 (62750,158784)
5/31/2020 151466 37902 (-152526,228331) 116635 (48366,184904) 123401 (83493,163308) 128825 (104817,152833) 110767 (60178,161356)
6/1/2020 154445 37902 (-154968,230773) 116635 (42527,190743) 124556 (83315,165797) 129129 (102913,155345) 110767 (57477,164057)
6/2/2020 157562 37902 (-157516,233321) 116635 (36418,196852) 125712 (83017,168406) 129377 (100765,157989) 110767 (54647,166887)



Predicted Cases (95% Confidence Interval)
Date Actual Cases SES HLT DT ARIMA

5/16/2020 118392 116635 (116635,116635) 118207 (115125,121289) 118205 (115128,121281) 118827 (118504,119151)
5/17/2020 120198 116635 (116635,116635) 119896 (-715381,955174) 119891 (-712492,952273) 121151 (120438,121864)
5/18/2020 122492 116635 (116635,116635) 121585 (-1743936,1987107) 121576 (-1737245,1980397) 123606 (122401,124810)
5/19/2020 124603 116635 (116635,116635) 123274 (-2996756,3243304) 123261 (-2985188,3231710) 126153 (124341,127964)
5/20/2020 126949 116635 (116635,116635) 124963 (-4441006,4690932) 124946 (-4423535,4673426) 128735 (126192,131279)
5/21/2020 129341 116635 (116635,116635) 126652 (-6054591,6307894) 126630 (-6030211,6283470) 131299 (127899,134699)
5/22/2020 131652 116635 (116635,116635) 128341 (-7821551,8078232) 128313 (-7789263,8045889) 133810 (129443,138177)
5/23/2020 133521 116635 (116635,116635) 130029 (-9729699,9989758) 129996 (-9688503,9948495) 136263 (130842,141684)
5/24/2020 135701 116635 (116635,116635) 131718 (-11769345,12032782) 131678 (-11718232,11981588) 138680 (132143,145218)
5/25/2020 137724 116635 (116635,116635) 133407 (-13932549,14199363) 133360 (-13870499,14137219) 141100 (133404,148795)
5/26/2020 139511 116635 (116635,116635) 135096 (-16212649,16482841) 135041 (-16138631,16408714) 143561 (134678,152444)
5/27/2020 141591 116635 (116635,116635) 136785 (-18603957,18877526) 136722 (-18516925,18790369) 146092 (135995,156188)
5/28/2020 143849 116635 (116635,116635) 138474 (-21101539,21378487) 138403 (-21000433,21277238) 148699 (137357,160042)
5/29/2020 146668 116635 (116635,116635) 140163 (-23701066,23981391) 140082 (-23584808,23864973) 151372 (138742,164002)
5/30/2020 148950 116635 (116635,116635) 141851 (-26398694,26682397) 141761 (-26266193,26549716) 154084 (140114,168055)
5/31/2020 151466 116635 (116635,116635) 143540 (-29190986,29478067) 143440 (-29041132,29328013) 156808 (141440,172176)
6/1/2020 154445 116635 (116635,116635) 145229 (-32074842,32365301) 145118 (-31906510,32196747) 159522 (142696,176348)
6/2/2020 157562 116635 (116635,116635) 146918 (-35047447,35341283) 146796 (-34859495,35153087) 162217 (143877,180557)



Predicted Cases (95% Confidence Interval)
Date Actual Cases LSTM HWA SSM Sutte-Arima

5/16/2020 118392 106743 (83910,129575) 118736 (114618,122854) 118818 (118490,119146) 60400 (-53264,174064)
5/17/2020 120198 106334 (81237,131431) 120837 (-8535134,8776809) 121122 (120396,121848) 61528 (-52803,175859)
5/18/2020 122492 106041 (78355,133726) 122939 (-19228345,19474222) 123541 (122309,124772) 62755 (-52501,178011)
5/19/2020 124603 105699 (75399,135999) 125039 (-32251908,32501987) 126032 (124177,127887) 64061 (-52057,180178)
5/20/2020 126949 105336 (72270,138402) 127140 (-47263691,47517971) 128533 (125929,131138) 65412 (-51619,182442)
5/21/2020 129341 104963 (69023,140902) 129240 (-64033336,64291816) 130988 (127511,134465) 66785 (-51194,184764)
5/22/2020 131652 104588 (65741,143435) 131341 (-82395970,82658652) 133362 (128904,137819) 68057 (-50897,187011)
5/23/2020 133521 104216 (62588,145843) 133441 (-102223156,102490037) 135652 (130128,141175) 69317 (-50519,189153)
5/24/2020 135701 103849 (59427,148272) 135540 (-123414928,123686008) 137883 (131232,144533) 70445 (-50314,191204)
5/25/2020 137724 103490 (56307,150674) 137640 (-145888822,146164102) 140097 (132279,147915) 71618 (-50050,193287)
5/26/2020 139511 103144 (53287,153001) 139739 (-169575208,169854687) 142337 (133320,151353) 72800 (-49722,195322)
5/27/2020 141591 102810 (50274,155346) 141839 (-194414780,194698457) 144629 (134386,154872) 74052 (-49322,197425)
5/28/2020 143849 102490 (47233,157746) 143937 (-220355903,220643777) 146982 (135478,158486) 75338 (-48908,199585)
5/29/2020 146668 102182 (44060,160304) 146036 (-247354300,247646373) 149381 (136573,162189) 76714 (-48495,201924)
5/30/2020 148950 101883 (40888,162877) 148135 (-275368876,275665146) 151798 (137633,165963) 78245 (-47900,204390)
5/31/2020 151466 101591 (37677,165506) 150233 (-304364407,304664873) 154204 (138623,169785) 79641 (-47468,206750)
6/1/2020 154445 101306 (34351,168260) 152331 (-334308758,334613420) 156575 (139518,173632) 81041 (-47114,209197)
6/2/2020 157562 101021 (30906,171136) 154429 (-365172387,365481245) 158904 (140316,177492) 82416 (-46877,211709)

Table A.83 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Iraq.

Table A.84.

Actual and Predicted Cases with 95% Confidence Intervals for Iraq using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 3260 769 (-4112,5651) 3193 (3062,3324) 2301 (422,4180) 3320 (3203,3436) 3143 (2914,3372) 3193 (3193,3193) 3280 (3109,3451)
5/17/2020 3404 769 (-4255,5794) 3193 (2779,3607) 2327 (329,4325) 3399 (3316,3482) 3143 (2747,3539) 3193 (3193,3193) 3362 (981,5743)
5/18/2020 3554 769 (-4404,5943) 3193 (2485,3901) 2353 (230,4476) 3480 (3372,3588) 3143 (2576,3710) 3193 (3193,3193) 3444 (-1747,8635)
5/19/2020 3611 769 (-4506,6044) 3193 (2374,4012) 2379 (180,4579) 3561 (3456,3667) 3143 (2471,3815) 3193 (3193,3193) 3526 (-5070,12121)
5/20/2020 3724 769 (-4613,6152) 3193 (2152,4234) 2405 (123,4687) 3644 (3527,3761) 3143 (2355,3931) 3193 (3193,3193) 3607 (-8903,16117)
5/21/2020 3877 769 (-4737,6276) 3193 (1852,4534) 2431 (48,4814) 3728 (3568,3888) 3143 (2215,4071) 3193 (3193,3193) 3689 (-13187,20565)
5/22/2020 3964 769 (-4851,6390) 3193 (1682,4704) 2457 (-15,4929) 3813 (3627,3999) 3143 (2090,4196) 3193 (3193,3193) 3771 (-17881,25423)
5/23/2020 4272 769 (-5022,6560) 3193 (1078,5308) 2483 (-141,5107) 3899 (3587,4210) 3143 (1885,4401) 3193 (3193,3193) 3853 (-22953,30658)
5/24/2020 4469 769 (-5201,6740) 3193 (692,5694) 2509 (-277,5295) 3986 (3554,4417) 3143 (1674,4612) 3193 (3193,3193) 3934 (-28377,36246)
5/25/2020 4632 769 (-5380,6919) 3193 (373,6013) 2535 (-410,5480) 4074 (3538,4610) 3143 (1472,4814) 3193 (3193,3193) 4016 (-34132,42164)
5/26/2020 4848 769 (-5570,7109) 3193 (-51,6437) 2561 (-555,5677) 4163 (3511,4815) 3143 (1258,5028) 3193 (3193,3193) 4098 (-40200,48396)
5/27/2020 5135 769 (-5784,7322) 3193 (-613,6999) 2587 (-727,5901) 4253 (3454,5052) 3143 (1015,5271) 3193 (3193,3193) 4180 (-46566,54925)
5/28/2020 5457 769 (-6023,7561) 3193 (-1244,7630) 2613 (-926,6152) 4344 (3367,5322) 3143 (743,5543) 3193 (3193,3193) 4261 (-53217,61740)
5/29/2020 5873 769 (-6301,7839) 3193 (-2060,8446) 2639 (-1169,6447) 4436 (3231,5642) 3143 (423,5863) 3193 (3193,3193) 4343 (-60142,68828)
5/30/2020 6179 769 (-6589,8128) 3193 (-2660,9046) 2665 (-1421,6751) 4530 (3097,5963) 3143 (99,6187) 3193 (3193,3193) 4425 (-67329,76179)
5/31/2020 6439 769 (-6878,8417) 3193 (-3169,9555) 2691 (-1671,7053) 4624 (2976,6272) 3143 (-217,6503) 3193 (3193,3193) 4507 (-74770,83783)
6/1/2020 6868 769 (-7196,8735) 3193 (-4010,10396) 2717 (-1953,7386) 4720 (2823,6617) 3143 (-567,6853) 3193 (3193,3193) 4588 (-82457,91634)
6/2/2020 7387 769 (-7553,9092) 3193 (-5027,11413) 2743 (-2277,7762) 4817 (2624,7009) 3143 (-961,7247) 3193 (3193,3193) 4670 (-90382,99722)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 3260 3280 (3109,3451) 3278 (3249,3307) 3025 (2564,3486) 3273 (3116,3430) 3278 (3249,3307) 1686 (-1398,4771)
5/17/2020 3404 3362 (981,5743) 3372 (3323,3422) 3060 (2483,3637) 3353 (-2089,8795) 3372 (3321,3422) 1725 (-1465,4914)
5/18/2020 3554 3444 (-1747,8635) 3455 (3385,3525) 3094 (2392,3796) 3433 (-8590,15456) 3451 (3380,3523) 1772 (-1522,5066)
5/19/2020 3611 3526 (-5070,12121) 3540 (3446,3634) 3124 (2352,3897) 3513 (-16504,23531) 3531 (3434,3629) 1831 (-1512,5175)
5/20/2020 3724 3607 (-8903,16117) 3629 (3508,3750) 3153 (2299,4006) 3593 (-25625,32811) 3616 (3490,3743) 1874 (-1528,5276)
5/21/2020 3877 3689 (-13187,20565) 3717 (3567,3867) 3179 (2221,4138) 3673 (-35816,43162) 3700 (3542,3857) 1913 (-1568,5393)
5/22/2020 3964 3771 (-17881,25423) 3806 (3625,3986) 3205 (2155,4256) 3753 (-46977,54483) 3782 (3591,3972) 1958 (-1591,5506)
5/23/2020 4272 3853 (-22953,30658) 3896 (3682,4109) 3230 (2011,4450) 3833 (-59030,66696) 3865 (3638,4091) 2008 (-1664,5679)
5/24/2020 4469 3934 (-28377,36246) 3986 (3739,4234) 3255 (1858,4651) 3913 (-71915,79741) 3948 (3684,4212) 2087 (-1708,5882)
5/25/2020 4632 4016 (-34132,42164) 4077 (3794,4361) 3279 (1711,4847) 3993 (-85581,93566) 4031 (3728,4334) 2140 (-1778,6058)
5/26/2020 4848 4098 (-40200,48396) 4169 (3848,4490) 3303 (1552,5055) 4073 (-99986,108132) 4113 (3769,4458) 2199 (-1851,6249)
5/27/2020 5135 4180 (-46566,54925) 4262 (3901,4622) 3327 (1363,5292) 4153 (-115095,123400) 4196 (3809,4583) 2229 (-1983,6441)
5/28/2020 5457 4261 (-53217,61740) 4355 (3954,4756) 3351 (1144,5559) 4233 (-130875,139340) 4279 (3848,4711) 2291 (-2106,6689)
5/29/2020 5873 4343 (-60142,68828) 4449 (4006,4892) 3376 (879,5873) 4312 (-147300,155924) 4362 (3885,4840) 2366 (-2253,6985)
5/30/2020 6179 4425 (-67329,76179) 4544 (4058,5031) 3400 (607,6192) 4392 (-164344,173129) 4445 (3920,4970) 2449 (-2396,7293)
5/31/2020 6439 4507 (-74770,83783) 4640 (4109,5171) 3424 (343,6505) 4472 (-181988,190932) 4528 (3954,5102) 2499 (-2573,7572)
6/1/2020 6868 4588 (-82457,91634) 4736 (4159,5314) 3448 (46,6851) 4552 (-200209,209314) 4611 (3986,5236) 2537 (-2798,7871)
6/2/2020 7387 4670 (-90382,99722) 4833 (4209,5458) 3473 (-296,7242) 4632 (-218992,228256) 4694 (4017,5370) 2587 (-3052,8226)

Table A.84 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Ireland.

Table A.85.

Actual and Predicted Cases with 95% Confidence Intervals for Ireland using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 24048 6321 (-28424,41066) 23956 (23776,24136) 19662 (11066,28258) 29242 (19062,39422) 23956 (23776,24136) 23956 (23956,23956) 24184 (23737,24631)
5/17/2020 24112 6321 (-28486,41129) 23956 (23650,24262) 19888 (11450,28327) 29955 (19120,40790) 23956 (23705,24207) 23956 (23956,23956) 24402 (8470,40334)
5/18/2020 24200 6321 (-28565,41207) 23956 (23478,24434) 20114 (11817,28412) 30677 (19188,42165) 23956 (23612,24300) 23956 (23956,23956) 24619 (-10675,59913)
5/19/2020 24251 6321 (-28629,41271) 23956 (23378,24534) 20341 (12197,28484) 31407 (19235,43579) 23956 (23541,24371) 23956 (23956,23956) 24837 (-33989,83663)
5/20/2020 24315 6321 (-28693,41335) 23956 (23252,24660) 20567 (12576,28557) 32146 (19275,45016) 23956 (23469,24443) 23956 (23956,23956) 25055 (-60869,110978)
5/21/2020 24391 6321 (-28760,41403) 23956 (23103,24809) 20793 (12951,28635) 32893 (19317,46469) 23956 (23392,24520) 23956 (23956,23956) 25272 (-90908,141452)
5/22/2020 24506 6321 (-28841,41483) 23956 (22878,25034) 21019 (13313,28725) 33649 (19371,47927) 23956 (23293,24619) 23956 (23956,23956) 25490 (-123808,174787)
5/23/2020 24582 6321 (-28920,41563) 23956 (22729,25183) 21245 (13675,28815) 34413 (19420,49406) 23956 (23199,24713) 23956 (23956,23956) 25707 (-159343,210757)
5/24/2020 24639 6321 (-28994,41637) 23956 (22617,25295) 21471 (14040,28903) 35187 (19461,50913) 23956 (23115,24797) 23956 (23956,23956) 25925 (-197332,249182)
5/25/2020 24698 6321 (-29065,41708) 23956 (22502,25410) 21697 (14406,28989) 35969 (19495,52442) 23956 (23035,24877) 23956 (23956,23956) 26142 (-237629,289914)
5/26/2020 24735 6321 (-29130,41772) 23956 (22429,25483) 21923 (14776,29071) 36759 (19520,53998) 23956 (22964,24948) 23956 (23956,23956) 26360 (-280108,332828)
5/27/2020 24803 6321 (-29195,41837) 23956 (22296,25616) 22150 (15143,29156) 37558 (19544,55573) 23956 (22892,25020) 23956 (23956,23956) 26578 (-324665,377820)
5/28/2020 24841 6321 (-29256,41898) 23956 (22221,25691) 22376 (15512,29239) 38366 (19562,57171) 23956 (22827,25085) 23956 (23956,23956) 26795 (-371206,424796)
5/29/2020 24876 6321 (-29313,41955) 23956 (22153,25759) 22602 (15882,29322) 39183 (19574,58792) 23956 (22766,25146) 23956 (23956,23956) 27013 (-419651,473677)
5/30/2020 24929 6321 (-29369,42012) 23956 (22049,25863) 22828 (16249,29407) 40008 (19585,60432) 23956 (22705,25207) 23956 (23956,23956) 27230 (-469929,524390)
5/31/2020 24990 6321 (-29426,42069) 23956 (21929,25983) 23054 (16614,29494) 40842 (19596,62088) 23956 (22643,25269) 23956 (23956,23956) 27448 (-521975,576871)
6/1/2020 25062 6321 (-29485,42127) 23956 (21788,26124) 23280 (16975,29585) 41685 (19611,63759) 23956 (22578,25334) 23956 (23956,23956) 27666 (-575732,631063)
6/2/2020 25066 6321 (-29538,42180) 23956 (21780,26132) 23506 (17337,29676) 42536 (19616,65457) 23956 (22522,25390) 23956 (23956,23956) 27883 (-631146,686913)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 24048 24168 (23753,24583) 24087 (23817,24357) 23721 (23080,24362) 24165 (23755,24575) 24083 (23813,24353) 12163 (-11131,35457)
5/17/2020 24112 24370 (10577,38164) 24319 (23806,24832) 23804 (23181,24427) 24374 (-16679,65428) 24309 (23795,24822) 12268 (-10986,35522)
5/18/2020 24200 24571 (-5830,54971) 24495 (23759,25232) 23883 (23260,24505) 24584 (-66841,116009) 24477 (23740,25215) 12295 (-10985,35576)
5/19/2020 24251 24768 (-25668,75205) 24707 (23715,25698) 23954 (23341,24567) 24793 (-127916,177502) 24679 (23686,25672) 12394 (-10876,35664)
5/20/2020 24315 24964 (-48381,98309) 24900 (23642,26159) 24019 (23413,24625) 25002 (-198329,248334) 24861 (23601,26122) 12484 (-10770,35738)
5/21/2020 24391 25158 (-73585,123900) 25107 (23560,26653) 24079 (23471,24686) 25211 (-276995,327417) 25055 (23506,26604) 12587 (-10647,35822)
5/22/2020 24506 25349 (-100998,151696) 25309 (23459,27159) 24133 (23507,24760) 25421 (-363128,413969) 25242 (23388,27096) 12686 (-10538,35911)
5/23/2020 24582 25538 (-130401,181477) 25516 (23345,27688) 24183 (23535,24831) 25630 (-456125,507384) 25433 (23257,27609) 12801 (-10407,36009)
5/24/2020 24639 25725 (-161617,213067) 25723 (23215,28232) 24227 (23560,24895) 25839 (-555528,607206) 25622 (23108,28136) 12906 (-10278,36091)
5/25/2020 24698 25910 (-194500,246320) 25933 (23072,28794) 24268 (23581,24955) 26048 (-660951,713047) 25812 (22944,28679) 13008 (-10150,36165)
5/26/2020 24735 26093 (-228925,281110) 26144 (22916,29372) 24307 (23605,25010) 26257 (-772065,824579) 26001 (22765,29237) 13104 (-10021,36229)
5/27/2020 24803 26273 (-264783,317330) 26357 (22748,29966) 24344 (23623,25064) 26466 (-888602,941535) 26191 (22573,29809) 13204 (-9889,36297)
5/28/2020 24841 26452 (-301981,354886) 26571 (22567,30576) 24377 (23640,25114) 26675 (-1010317,1063667) 26380 (22366,30394) 13313 (-9742,36368)
5/29/2020 24876 26629 (-340435,393693) 26788 (22375,31200) 24408 (23656,25159) 26884 (-1136992,1190761) 26570 (22146,30993) 13418 (-9595,36430)
5/30/2020 24929 26804 (-380070,433677) 27006 (22172,31839) 24436 (23668,25203) 27093 (-1268431,1322617) 26759 (21913,31605) 13526 (-9443,36495)
5/31/2020 24990 26976 (-420817,474770) 27226 (21958,32493) 24462 (23675,25249) 27302 (-1404477,1459081) 26949 (21668,32230) 13634 (-9291,36559)
6/1/2020 25062 27147 (-462616,516911) 27447 (21734,33160) 24486 (23675,25297) 27511 (-1544978,1600000) 27138 (21410,32866) 13748 (-9133,36630)
6/2/2020 25066 27316 (-505411,560043) 27670 (21500,33841) 24508 (23678,25337) 27720 (-1689795,1745234) 27328 (21141,33515) 13866 (-8965,36697)

Table A.85 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Israel.

Table A.86.

Actual and Predicted Cases with 95% Confidence Intervals for Israel using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 16608 5560 (-16093,27214) 16589 (16552,16626) 16379 (15930,16828) 19017 (14295,23738) 16589 (16552,16626) 16589 (16589,16589) 16627 (16553,16701)
5/17/2020 16617 5560 (-16102,27222) 16589 (16534,16644) 16562 (16236,16889) 19195 (14305,24085) 16589 (16542,16636) 16589 (16589,16589) 16659 (16216,17101)
5/18/2020 16643 5560 (-16122,27242) 16589 (16483,16695) 16746 (16455,17036) 19366 (14323,24409) 16589 (16517,16661) 16589 (16589,16589) 16690 (15765,17616)
5/19/2020 16659 5560 (-16139,27260) 16589 (16452,16726) 16929 (16564,17294) 19530 (14334,24725) 16589 (16496,16682) 16589 (16589,16589) 16722 (15215,18229)
5/20/2020 16667 5560 (-16153,27274) 16589 (16436,16742) 17112 (16603,17621) 19686 (14338,25033) 16589 (16481,16697) 16589 (16589,16589) 16754 (14581,18928)
5/21/2020 16683 5560 (-16168,27289) 16589 (16405,16773) 17296 (16620,17971) 19835 (14340,25329) 16589 (16465,16713) 16589 (16589,16589) 16786 (13870,19701)
5/22/2020 16690 5560 (-16180,27301) 16589 (16391,16787) 17479 (16623,18335) 19975 (14336,25614) 16589 (16452,16726) 16589 (16589,16589) 16818 (13092,20544)
5/23/2020 16712 5560 (-16195,27315) 16589 (16348,16830) 17662 (16626,18699) 20108 (14332,25884) 16589 (16435,16743) 16589 (16589,16589) 16850 (12250,21449)
5/24/2020 16717 5560 (-16207,27328) 16589 (16338,16840) 17846 (16621,19070) 20232 (14322,26143) 16589 (16422,16756) 16589 (16589,16589) 16882 (11350,22413)
5/25/2020 16734 5560 (-16220,27341) 16589 (16305,16873) 18029 (16617,19441) 20348 (14310,26386) 16589 (16407,16771) 16589 (16589,16589) 16913 (10394,23433)
5/26/2020 16757 5560 (-16235,27356) 16589 (16260,16918) 18213 (16615,19810) 20456 (14298,26613) 16589 (16389,16789) 16589 (16589,16589) 16945 (9385,24505)
5/27/2020 16793 5560 (-16254,27375) 16589 (16189,16989) 18396 (16618,20174) 20554 (14286,26822) 16589 (16365,16813) 16589 (16589,16589) 16977 (8327,25627)
5/28/2020 16872 5560 (-16281,27402) 16589 (16034,17144) 18579 (16635,20524) 20644 (14282,27005) 16589 (16325,16853) 16589 (16589,16589) 17009 (7221,26797)
5/29/2020 16987 5560 (-16321,27442) 16589 (15809,17369) 18763 (16671,20854) 20724 (14289,27159) 16589 (16260,16918) 16589 (16589,16589) 17041 (6069,28013)
5/30/2020 17012 5560 (-16359,27480) 16589 (15760,17418) 18946 (16701,21191) 20795 (14290,27300) 16589 (16206,16972) 16589 (16589,16589) 17073 (4873,29273)
5/31/2020 17071 5560 (-16400,27521) 16589 (15644,17534) 19129 (16733,21526) 20856 (14290,27422) 16589 (16149,17029) 16589 (16589,16589) 17104 (3634,30575)
6/1/2020 17169 5560 (-16447,27568) 16589 (15452,17726) 19313 (16774,21851) 20907 (14294,27520) 16589 (16081,17097) 16589 (16589,16589) 17136 (2354,31919)
6/2/2020 17285 5560 (-16503,27623) 16589 (15225,17953) 19496 (16826,22166) 20949 (14303,27594) 16589 (16000,17178) 16589 (16589,16589) 17168 (1034,33302)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 16608 16621 (16558,16685) 16608 (16378,16838) 16382 (15940,16825) 16588 (16586,16590) 16608 (16378,16837) 8314 (-7942,24570)
5/17/2020 16617 16649 (16315,16982) 16630 (16243,17018) 16368 (15901,16834) 16594 (16587,16602) 16629 (16242,17017) 8325 (-7929,24579)
5/18/2020 16643 16675 (15990,17361) 16649 (16104,17193) 16356 (15856,16857) 16580 (16570,16589) 16647 (16103,17192) 8331 (-7936,24597)
5/19/2020 16659 16702 (15597,17806) 16666 (15916,17416) 16345 (15814,16876) 16577 (16565,16589) 16664 (15914,17414) 8342 (-7933,24618)
5/20/2020 16667 16728 (15148,18307) 16686 (15696,17676) 16334 (15777,16892) 16642 (16591,16693) 16683 (15693,17673) 8352 (-7928,24631)
5/21/2020 16683 16753 (14651,18856) 16706 (15463,17949) 16324 (15739,16908) 16666 (16579,16753) 16702 (15459,17945) 8361 (-7924,24646)
5/22/2020 16690 16778 (14111,19446) 16725 (15214,18237) 16314 (15706,16923) 16666 (16554,16779) 16720 (15208,18232) 8369 (-7919,24658)
5/23/2020 16712 16803 (13533,20073) 16745 (14944,18546) 16305 (15670,16940) 16666 (16533,16798) 16738 (14937,18540) 8378 (-7917,24672)
5/24/2020 16717 16827 (12920,20734) 16765 (14657,18874) 16297 (15638,16956) 16670 (16518,16822) 16757 (14648,18865) 8390 (-7907,24687)
5/25/2020 16734 16851 (12277,21425) 16785 (14355,19215) 16289 (15606,16972) 16654 (16491,16818) 16775 (14345,19205) 8398 (-7903,24700)
5/26/2020 16757 16874 (11604,22144) 16805 (14039,19572) 16282 (15572,16991) 16650 (16477,16823) 16794 (14027,19560) 8410 (-7897,24717)
5/27/2020 16793 16897 (10906,22888) 16826 (13708,19944) 16275 (15535,17015) 16714 (16507,16920) 16812 (13694,19930) 8420 (-7895,24736)
5/28/2020 16872 16920 (10183,23656) 16846 (13363,20330) 16269 (15486,17051) 16735 (16490,16981) 16830 (13347,20313) 8436 (-7896,24768)
5/29/2020 16987 16942 (9438,24446) 16867 (13006,20729) 16263 (15419,17107) 16735 (16457,17013) 16849 (12987,20710) 8457 (-7904,24817)
5/30/2020 17012 16964 (8672,25256) 16888 (12635,21141) 16258 (15357,17158) 16733 (16426,17039) 16867 (12615,21119) 8482 (-7902,24867)
5/31/2020 17071 16985 (7886,26085) 16909 (12253,21565) 16253 (15293,17213) 16736 (16402,17070) 16885 (12229,21541) 8491 (-7920,24903)
6/1/2020 17169 17007 (7082,26931) 16930 (11859,22002) 16248 (15219,17277) 16718 (16364,17072) 16904 (11832,21975) 8498 (-7948,24945)
6/2/2020 17285 17027 (6261,27794) 16952 (11453,22451) 16244 (15134,17353) 16713 (16341,17084) 16922 (11423,22421) 8506 (-7983,24996)

Table A.86 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Italy.

Table A.87.

Actual and Predicted Cases with 95% Confidence Intervals for Italy using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST
5/16/2020 224760 81649 (-198848,362147) 223885 (222170,225600) 226467 (223122,229812) 232800 (217042,248557) 223885 (222170,225600)
5/17/2020 225435 81649 (-199511,362809) 223885 (220847,226923) 228921 (223542,234301) 233399 (217715,249082) 223885 (221418,226352)
5/18/2020 225886 81649 (-200027,363325) 223885 (219963,227807) 231376 (223767,238984) 233856 (218193,249518) 223885 (220854,226916)
5/19/2020 226699 81649 (-200684,363982) 223885 (218370,229400) 233830 (224225,243436) 234168 (218755,249581) 223885 (220078,227692)
5/20/2020 227364 81649 (-201341,364639) 223885 (217066,230704) 236285 (224668,247902) 234332 (219254,249411) 223885 (219314,228456)
5/21/2020 228006 81649 (-201990,365288) 223885 (215808,231962) 238739 (225093,252386) 234345 (219676,249015) 223885 (218567,229203)
5/22/2020 228658 81649 (-202637,365935) 223885 (214530,233240) 241194 (225514,256874) 234204 (220015,248394) 223885 (217823,229947)
5/23/2020 229327 81649 (-203287,366585) 223885 (213219,234551) 243649 (225939,261358) 233906 (220259,247553) 223885 (217075,230695)
5/24/2020 229858 81649 (-203910,367208) 223885 (212178,235592) 246103 (226319,265887) 233447 (220369,246526) 223885 (216372,231398)
5/25/2020 230158 81649 (-204466,367764) 223885 (211590,236180) 248558 (226595,270520) 232825 (220308,245342) 223885 (215766,232004)
5/26/2020 230555 81649 (-204993,368291) 223885 (210812,236958) 251012 (226833,275191) 232036 (220070,244003) 223885 (215198,232572)
5/27/2020 231139 81649 (-205528,368826) 223885 (209667,238103) 253467 (227094,279839) 231078 (219621,242535) 223885 (214610,233160)
5/28/2020 231732 81649 (-206071,369370) 223885 (208505,239265) 255921 (227374,284468) 229947 (218897,240997) 223885 (214006,233764)
5/29/2020 232248 81649 (-206610,369908) 223885 (207494,240276) 258376 (227651,289101) 228640 (217825,239455) 223885 (213405,234365)
5/30/2020 232664 81649 (-207132,370430) 223885 (206678,241092) 260830 (227902,293759) 227154 (216341,237968) 223885 (212829,234941)
5/31/2020 232997 81649 (-207630,370928) 223885 (206025,241745) 263285 (228117,298453) 225486 (214388,236585) 223885 (212286,235484)
6/1/2020 233197 81649 (-208091,371390) 223885 (205633,242137) 265739 (228278,303200) 223634 (211946,235321) 223885 (211793,235977)
6/2/2020 233515 81649 (-208537,371835) 223885 (205010,242760) 268194 (228419,307969) 221592 (208969,234216) 223885 (211320,236450)



Predicted Cases (95% Confidence Interval)
Date Actual Cases SES HLT DT ARIMA

5/16/2020 224760 223885 (223885,223885) 225029 (222786,227272) 224971 (222842,227100) 224733 (223989,225477)
5/17/2020 225435 223885 (223885,223885) 226096 (-158506,610698) 225985 (-120988,572957) 225557 (224062,227052)
5/18/2020 225886 223885 (223885,223885) 227163 (-631218,1085543) 226991 (-545082,999064) 226302 (224042,228562)
5/19/2020 226699 223885 (223885,223885) 228230 (-1206962,1663421) 227990 (-1059228,1515208) 226970 (223907,230032)
5/20/2020 227364 223885 (223885,223885) 229296 (-1870671,2329264) 228981 (-1649223,2107186) 227611 (223635,231587)
5/21/2020 228006 223885 (223885,223885) 230363 (-2612199,3072925) 229966 (-2305397,2765328) 228289 (223213,233365)
5/22/2020 228658 223885 (223885,223885) 231430 (-3424214,3887074) 230943 (-3020687,3482572) 229040 (222651,235429)
5/23/2020 229327 223885 (223885,223885) 232497 (-4301118,4766111) 231913 (-3789639,4253464) 229856 (221977,237736)
5/24/2020 229858 223885 (223885,223885) 233563 (-5238458,5705585) 232876 (-4607872,5073623) 230696 (221223,240168)
5/25/2020 230158 223885 (223885,223885) 234630 (-6232585,6701845) 233832 (-5471759,5939422) 231510 (220410,242610)
5/26/2020 230555 223885 (223885,223885) 235697 (-7280440,7751833) 234781 (-6378230,6847791) 232276 (219540,245012)
5/27/2020 231139 223885 (223885,223885) 236764 (-8379407,8852934) 235723 (-7324637,7796082) 233005 (218609,247401)
5/28/2020 231732 223885 (223885,223885) 237830 (-9527220,10002880) 236658 (-8308663,8781979) 233732 (217614,249850)
5/29/2020 232248 223885 (223885,223885) 238897 (-10721888,11199682) 237586 (-9328260,9803432) 234492 (216553,252431)
5/30/2020 232664 223885 (223885,223885) 239964 (-11961646,12441573) 238508 (-10381593,10858608) 235299 (215427,255171)
5/31/2020 232997 223885 (223885,223885) 241031 (-13244914,13726975) 239423 (-11467007,11945853) 236141 (214240,258042)
6/1/2020 233197 223885 (223885,223885) 242097 (-14570267,15054461) 240331 (-12583002,13063664) 236990 (212994,260985)
6/2/2020 233515 223885 (223885,223885) 243164 (-15936411,16422739) 241233 (-13728203,14210668) 237820 (211693,263947)



Predicted Cases (95% Confidence Interval)
Date Actual Cases LSTM HWA SSM Sutte-Arima

5/16/2020 224760 217569 (203474,231664) 224674 (223127,226222) 224575 (223757,225394) 112812 (-106605,332230)
5/17/2020 225435 217260 (202170,232350) 225463 (-996194,1447120) 225254 (223417,227092) 113222 (-106456,332900)
5/18/2020 225886 217031 (201149,232912) 226252 (-2504426,2956930) 226000 (222775,229225) 113541 (-106309,333392)
5/19/2020 226699 216779 (199935,233622) 227042 (-4342446,4796530) 226776 (221861,231690) 113819 (-106381,334019)
5/20/2020 227364 216519 (198705,234332) 227831 (-6461154,6916815) 227514 (220745,234283) 114129 (-106420,334678)
5/21/2020 228006 216257 (197474,235041) 228620 (-8827695,9284934) 228217 (219478,236957) 114466 (-106415,335348)
5/22/2020 228658 216000 (196243,235757) 229408 (-11418527,11877343) 228937 (218072,239802) 114874 (-106314,336062)
5/23/2020 229327 215749 (195011,236487) 230197 (-14216348,14676743) 229687 (216510,242864) 115255 (-106233,336744)
5/24/2020 229858 215505 (193820,237189) 230985 (-17206222,17668193) 230435 (214787,246082) 115675 (-106071,337422)
5/25/2020 230158 215269 (192722,237816) 231774 (-20376887,20840434) 231161 (212925,249396) 116064 (-105871,337999)
5/26/2020 230555 215043 (191672,238413) 232563 (-23719223,24184349) 231880 (210944,252816) 116388 (-105714,338490)
5/27/2020 231139 214826 (190621,239031) 233351 (-27224521,27691224) 232614 (208850,256378) 116707 (-105577,338992)
5/28/2020 231732 214619 (189572,239666) 234140 (-30885211,31353491) 233357 (206636,260077) 117080 (-105393,339553)
5/29/2020 232248 214421 (188542,240301) 234928 (-34694777,35164633) 234092 (204301,263883) 117509 (-105138,340155)
5/30/2020 232664 214234 (187549,240918) 235716 (-38647959,39119392) 234819 (201857,267781) 117932 (-104864,340728)
5/31/2020 232997 214054 (186600,241508) 236504 (-42739193,43212200) 235548 (199313,271783) 118325 (-104594,341244)
6/1/2020 233197 213881 (185708,242053) 237291 (-46964187,47438769) 236284 (196670,275898) 118706 (-104300,341712)
6/2/2020 233515 213710 (184843,242578) 238080 (-51319329,51795488) 237021 (193925,280116) 119068 (-104011,342147)

Table A.87 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Jamaica.

Table A.88.

Actual and Predicted Cases with 95% Confidence Intervals for Jamaica using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 517 110 (-687,907) 511 (499,523) 360 (52,668) 668 (372,965) 509 (493,525) 511 (511,511) 515 (507,524)
5/17/2020 520 110 (-690,910) 511 (493,529) 364 (57,671) 692 (374,1010) 509 (490,528) 511 (511,511) 519 (504,534)
5/18/2020 520 110 (-691,911) 511 (493,529) 368 (65,672) 717 (375,1058) 509 (489,529) 511 (511,511) 523 (500,545)
5/19/2020 520 110 (-691,912) 511 (493,529) 373 (72,673) 741 (374,1109) 509 (489,529) 511 (511,511) 527 (495,558)
5/20/2020 529 110 (-695,916) 511 (476,546) 377 (77,677) 767 (378,1156) 509 (484,534) 511 (511,511) 530 (488,572)
5/21/2020 534 110 (-699,920) 511 (466,556) 381 (81,681) 793 (382,1204) 509 (479,539) 511 (511,511) 534 (481,587)
5/22/2020 544 110 (-705,926) 511 (446,576) 385 (84,687) 819 (388,1251) 509 (471,547) 511 (511,511) 538 (473,603)
5/23/2020 550 110 (-711,932) 511 (435,587) 389 (86,693) 847 (393,1300) 509 (463,555) 511 (511,511) 541 (463,619)
5/24/2020 552 110 (-716,937) 511 (431,591) 394 (90,698) 874 (398,1351) 509 (458,560) 511 (511,511) 545 (454,636)
5/25/2020 556 110 (-721,942) 511 (423,599) 398 (93,702) 902 (402,1403) 509 (452,566) 511 (511,511) 549 (443,654)
5/26/2020 564 110 (-726,947) 511 (407,615) 402 (96,708) 931 (407,1455) 509 (446,572) 511 (511,511) 552 (432,673)
5/27/2020 569 110 (-732,952) 511 (397,625) 406 (100,713) 961 (412,1509) 509 (440,578) 511 (511,511) 556 (420,692)
5/28/2020 569 110 (-736,957) 511 (397,625) 411 (103,718) 991 (416,1566) 509 (435,583) 511 (511,511) 560 (407,712)
5/29/2020 575 110 (-741,962) 511 (386,636) 415 (107,722) 1021 (420,1623) 509 (430,588) 511 (511,511) 564 (394,733)
5/30/2020 581 110 (-746,967) 511 (374,648) 419 (111,727) 1053 (425,1681) 509 (424,594) 511 (511,511) 567 (381,754)
5/31/2020 586 110 (-751,972) 511 (364,658) 423 (114,732) 1085 (429,1740) 509 (419,599) 511 (511,511) 571 (366,776)
6/1/2020 588 110 (-755,976) 511 (360,662) 428 (118,737) 1117 (433,1801) 509 (414,604) 511 (511,511) 575 (352,798)
6/2/2020 590 110 (-760,980) 511 (356,666) 432 (122,741) 1150 (437,1863) 509 (409,609) 511 (511,511) 578 (336,820)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 517 514 (508,521) 514 (498,530) 471 (380,562) 513 (509,518) 514 (498,530) 258 (-250,766)
5/17/2020 520 517 (506,528) 516 (493,539) 467 (369,565) 516 (508,524) 516 (493,539) 259 (-250,769)
5/18/2020 520 520 (504,536) 517 (489,546) 463 (360,566) 518 (506,530) 517 (488,546) 260 (-249,770)
5/19/2020 520 523 (501,544) 519 (482,555) 459 (352,566) 516 (503,529) 519 (482,555) 261 (-248,770)
5/20/2020 529 525 (498,553) 520 (474,566) 456 (341,571) 520 (503,537) 520 (474,566) 261 (-252,773)
5/21/2020 534 528 (494,562) 522 (466,579) 452 (329,576) 522 (500,544) 522 (465,578) 263 (-253,778)
5/22/2020 544 531 (490,571) 524 (456,592) 449 (315,584) 522 (497,548) 523 (455,591) 264 (-256,785)
5/23/2020 550 533 (485,581) 525 (446,605) 447 (302,591) 524 (494,555) 525 (445,605) 267 (-258,792)
5/24/2020 552 535 (480,591) 527 (435,620) 444 (290,598) 527 (491,562) 526 (434,619) 267 (-262,796)
5/25/2020 556 538 (474,601) 529 (423,635) 442 (280,604) 528 (487,569) 528 (422,634) 267 (-265,800)
5/26/2020 564 540 (469,611) 531 (411,651) 440 (269,611) 526 (481,570) 529 (409,649) 267 (-270,804)
5/27/2020 569 542 (463,622) 532 (398,667) 438 (258,618) 530 (480,579) 531 (396,666) 268 (-273,810)
5/28/2020 569 544 (456,632) 534 (384,684) 436 (249,623) 532 (476,587) 533 (383,682) 270 (-275,815)
5/29/2020 575 546 (450,643) 536 (370,701) 435 (240,629) 531 (471,592) 534 (368,700) 270 (-279,819)
5/30/2020 581 548 (443,654) 537 (356,719) 433 (231,636) 533 (468,599) 536 (354,718) 271 (-283,824)
5/31/2020 586 550 (436,664) 539 (341,738) 432 (222,642) 535 (464,607) 537 (338,736) 272 (-286,829)
6/1/2020 588 552 (429,675) 541 (325,757) 431 (214,648) 536 (459,614) 539 (323,755) 273 (-288,834)
6/2/2020 590 554 (422,686) 543 (309,777) 430 (207,654) 534 (452,616) 540 (306,774) 274 (-291,838)

Table A.88 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Japan.

Table A.89.

Actual and Predicted Cases with 95% Confidence Intervals for Japan using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 16237 4475 (-18579,27529) 16203 (16136,16270) 13601 (8433,18768) 20065 (12562,27569) 15253 (13324,17182) 16203 (16203,16203) 16315 (16095,16535)
5/17/2020 16285 4475 (-18627,27576) 16203 (16042,16364) 13755 (8692,18819) 20556 (12607,28504) 15253 (13277,17229) 16203 (16203,16203) 16419 (12576,20263)
5/18/2020 16305 4475 (-18655,27605) 16203 (16003,16403) 13910 (8966,18854) 21052 (12627,29477) 15253 (13248,17258) 16203 (16203,16203) 16523 (8097,24950)
5/19/2020 16367 4475 (-18700,27650) 16203 (15882,16524) 14065 (9225,18904) 21555 (12662,30447) 15253 (13202,17304) 16203 (16203,16203) 16628 (2643,30612)
5/20/2020 16367 4475 (-18727,27676) 16203 (15882,16524) 14219 (9499,18940) 22064 (12672,31455) 15253 (13175,17331) 16203 (16203,16203) 16732 (-3647,37110)
5/21/2020 16424 4475 (-18764,27713) 16203 (15770,16636) 14374 (9764,18985) 22579 (12692,32466) 15253 (13137,17369) 16203 (16203,16203) 16836 (-10677,44349)
5/22/2020 16513 4475 (-18815,27764) 16203 (15595,16811) 14529 (10014,19043) 23101 (12727,33474) 15253 (13083,17423) 16203 (16203,16203) 16940 (-18378,52259)
5/23/2020 16536 4475 (-18859,27808) 16203 (15550,16856) 14683 (10270,19097) 23628 (12751,34505) 15253 (13037,17469) 16203 (16203,16203) 17044 (-26698,60787)
5/24/2020 16550 4475 (-18896,27846) 16203 (15523,16883) 14838 (10529,19147) 24163 (12765,35560) 15253 (12998,17508) 16203 (16203,16203) 17149 (-35595,69892)
5/25/2020 16581 4475 (-18932,27882) 16203 (15462,16944) 14993 (10788,19198) 24703 (12776,36630) 15253 (12961,17545) 16203 (16203,16203) 17253 (-45033,79539)
5/26/2020 16623 4475 (-18969,27919) 16203 (15380,17026) 15147 (11045,19250) 25250 (12788,37713) 15253 (12923,17583) 16203 (16203,16203) 17357 (-54984,89698)
5/27/2020 16651 4475 (-19005,27954) 16203 (15325,17081) 15302 (11301,19304) 25804 (12797,38811) 15253 (12886,17620) 16203 (16203,16203) 17461 (-65423,100345)
5/28/2020 16598 4475 (-19027,27976) 16203 (15429,16977) 15457 (11562,19351) 26364 (12786,39942) 15253 (12864,17642) 16203 (16203,16203) 17565 (-76329,111459)
5/29/2020 16673 4475 (-19056,28005) 16203 (15282,17124) 15611 (11818,19405) 26930 (12786,41075) 15253 (12834,17672) 16203 (16203,16203) 17669 (-87681,123020)
5/30/2020 16716 4475 (-19087,28036) 16203 (15198,17208) 15766 (12070,19463) 27503 (12788,42218) 15253 (12801,17705) 16203 (16203,16203) 17774 (-99465,135012)
5/31/2020 16751 4475 (-19119,28068) 16203 (15129,17277) 15921 (12319,19523) 28082 (12791,43374) 15253 (12768,17738) 16203 (16203,16203) 17878 (-111663,147419)
6/1/2020 16787 4475 (-19151,28100) 16203 (15058,17348) 16076 (12565,19586) 28668 (12795,44542) 15253 (12735,17771) 16203 (16203,16203) 17982 (-124264,160228)
6/2/2020 16837 4475 (-19185,28134) 16203 (14960,17446) 16230 (12807,19654) 29260 (12801,45720) 15253 (12698,17808) 16203 (16203,16203) 18086 (-137255,173427)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 16237 16302 (16108,16496) 16300 (15992,16609) 15932 (15336,16529) 16312 (16099,16525) 16297 (15989,16606) 8189 (-7584,23963)
5/17/2020 16285 16395 (13356,19433) 16398 (15905,16891) 15956 (15336,16577) 16384 (11903,20865) 16391 (15898,16884) 8231 (-7549,24010)
5/18/2020 16305 16486 (9880,23091) 16500 (15789,17211) 15978 (15350,16606) 16447 (7075,25819) 16487 (15775,17198) 8277 (-7487,24042)
5/19/2020 16367 16575 (5689,27462) 16600 (15691,17510) 15995 (15341,16650) 16437 (4343,28531) 16581 (15671,17491) 8317 (-7451,24085)
5/20/2020 16367 16664 (902,32426) 16703 (15568,17838) 16009 (15345,16673) 16480 (660,32300) 16677 (15541,17814) 8373 (-7375,24121)
5/21/2020 16424 16751 (-4398,37900) 16806 (15450,18161) 16021 (15334,16707) 16571 (-5649,38790) 16772 (15415,18129) 8416 (-7323,24156)
5/22/2020 16513 16836 (-10150,43822) 16910 (15312,18508) 16030 (15300,16760) 16690 (-15082,48463) 16867 (15267,18468) 8475 (-7266,24216)
5/23/2020 16536 16921 (-16304,50145) 17015 (15174,18855) 16038 (15273,16803) 16780 (-25598,59158) 16962 (15119,18805) 8532 (-7203,24266)
5/24/2020 16550 17004 (-22823,56830) 17121 (15019,19222) 16045 (15251,16838) 16843 (-36142,69828) 17058 (14953,19162) 8589 (-7132,24309)
5/25/2020 16581 17085 (-29673,63843) 17227 (14862,19592) 16051 (15230,16872) 16897 (-46626,80421) 17153 (14784,19521) 8635 (-7071,24340)
5/26/2020 16623 17166 (-36827,71158) 17335 (14691,19979) 16056 (15205,16908) 16879 (-55145,88902) 17248 (14600,19896) 8679 (-7015,24372)
5/27/2020 16651 17245 (-44261,78751) 17443 (14516,20370) 16062 (15181,16942) 16913 (-63605,97432) 17343 (14411,20276) 8736 (-6943,24415)
5/28/2020 16598 17323 (-51955,86600) 17552 (14328,20776) 16067 (15172,16961) 16996 (-73320,107312) 17438 (14209,20668) 8793 (-6857,24443)
5/29/2020 16673 17399 (-59889,94688) 17662 (14136,21188) 16071 (15153,16989) 17107 (-84956,119170) 17533 (14001,21066) 8834 (-6796,24463)
5/30/2020 16716 17475 (-68047,102997) 17773 (13934,21613) 16075 (15131,17019) 17189 (-97539,131917) 17629 (13782,21475) 8895 (-6715,24505)
5/31/2020 16751 17549 (-76415,111513) 17885 (13727,22044) 16079 (15108,17051) 17244 (-110289,144777) 17724 (13557,21891) 8953 (-6636,24543)
6/1/2020 16787 17622 (-84977,120222) 17998 (13510,22487) 16083 (15083,17083) 17291 (-123010,157592) 17819 (13322,22317) 9025 (-6543,24592)
6/2/2020 16837 17695 (-93722,129111) 18112 (13287,22936) 16086 (15054,17118) 17265 (-134149,168679) 17914 (13080,22749) 9075 (-6473,24623)

Table A.89 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Jordan.

Table A.90.

Actual and Predicted Cases with 95% Confidence Intervals for Jordan using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 607 191 (-624,1006) 596 (574,618) 538 (403,673) 565 (481,648) 582 (533,631) 596 (596,596) 607 (585,629)
5/17/2020 613 191 (-630,1012) 596 (563,629) 544 (409,679) 567 (480,654) 582 (527,637) 596 (596,596) 617 (560,675)
5/18/2020 629 191 (-642,1025) 596 (531,661) 550 (408,692) 568 (470,667) 582 (512,652) 596 (596,596) 628 (522,734)
5/19/2020 649 191 (-659,1041) 596 (492,700) 556 (402,709) 570 (454,685) 582 (493,671) 596 (596,596) 638 (474,803)
5/20/2020 672 191 (-678,1060) 596 (447,745) 562 (394,729) 571 (435,707) 582 (470,694) 596 (596,596) 649 (418,879)
5/21/2020 684 191 (-695,1077) 596 (424,768) 567 (388,747) 572 (419,725) 582 (451,713) 596 (596,596) 659 (355,963)
5/22/2020 700 191 (-711,1094) 596 (392,800) 573 (383,764) 572 (402,743) 582 (433,731) 596 (596,596) 670 (286,1053)
5/23/2020 704 191 (-725,1107) 596 (384,808) 579 (381,777) 572 (389,756) 582 (419,745) 596 (596,596) 680 (211,1149)
5/24/2020 708 191 (-736,1119) 596 (376,816) 585 (382,789) 572 (377,767) 582 (407,757) 596 (596,596) 691 (131,1251)
5/25/2020 711 191 (-746,1128) 596 (371,821) 591 (384,798) 571 (367,775) 582 (398,766) 596 (596,596) 701 (45,1357)
5/26/2020 718 191 (-755,1137) 596 (357,835) 597 (387,807) 570 (357,783) 582 (389,775) 596 (596,596) 711 (-46,1469)
5/27/2020 720 191 (-763,1145) 596 (353,839) 603 (391,814) 569 (348,790) 582 (381,783) 596 (596,596) 722 (-141,1585)
5/28/2020 728 191 (-771,1153) 596 (337,855) 609 (395,822) 567 (337,797) 582 (374,790) 596 (596,596) 732 (-241,1706)
5/29/2020 730 191 (-778,1160) 596 (333,859) 615 (400,829) 565 (327,803) 582 (367,797) 596 (596,596) 743 (-346,1831)
5/30/2020 734 191 (-784,1167) 596 (326,866) 620 (406,835) 562 (316,808) 582 (360,804) 596 (596,596) 753 (-454,1961)
5/31/2020 739 191 (-791,1173) 596 (316,876) 626 (411,842) 559 (305,813) 582 (354,810) 596 (596,596) 764 (-567,2094)
6/1/2020 746 191 (-797,1180) 596 (302,890) 632 (416,848) 556 (293,818) 582 (347,817) 596 (596,596) 774 (-683,2232)
6/2/2020 755 191 (-804,1186) 596 (284,908) 638 (422,855) 552 (280,823) 582 (340,824) 596 (596,596) 785 (-803,2373)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 607 606 (587,625) 604 (594,614) 570 (497,643) 599 (593,606) 603 (593,613) 305 (-286,897)
5/17/2020 613 615 (567,664) 613 (596,630) 572 (496,649) 606 (569,644) 611 (593,628) 311 (-281,903)
5/18/2020 629 624 (537,712) 622 (597,647) 575 (487,662) 611 (542,680) 618 (592,644) 315 (-284,915)
5/19/2020 649 633 (500,767) 631 (598,665) 577 (473,681) 616 (511,721) 625 (590,661) 321 (-290,932)
5/20/2020 672 642 (457,828) 641 (598,683) 579 (455,702) 619 (478,760) 633 (587,678) 327 (-297,952)
5/21/2020 684 651 (409,893) 651 (600,702) 580 (440,720) 625 (440,811) 640 (585,695) 335 (-299,970)
5/22/2020 700 659 (357,962) 661 (601,720) 582 (425,738) 629 (398,861) 647 (581,713) 340 (-306,985)
5/23/2020 704 668 (301,1035) 671 (603,739) 583 (414,752) 631 (357,905) 654 (578,730) 344 (-309,997)
5/24/2020 708 676 (241,1111) 681 (604,758) 584 (405,763) 636 (315,957) 661 (574,748) 346 (-314,1006)
5/25/2020 711 684 (179,1190) 692 (607,777) 585 (398,772) 639 (271,1006) 668 (570,766) 350 (-315,1014)
5/26/2020 718 692 (113,1271) 702 (609,796) 586 (392,780) 641 (227,1056) 675 (567,783) 353 (-316,1022)
5/27/2020 720 700 (44,1355) 713 (612,814) 587 (387,788) 643 (184,1102) 682 (563,801) 359 (-314,1032)
5/28/2020 728 707 (-26,1441) 724 (615,833) 588 (381,795) 647 (139,1155) 689 (559,818) 364 (-312,1040)
5/29/2020 730 715 (-100,1529) 735 (619,852) 589 (376,802) 649 (93,1206) 695 (555,836) 371 (-307,1048)
5/30/2020 734 722 (-175,1619) 747 (623,871) 590 (372,808) 650 (48,1252) 702 (551,853) 375 (-304,1055)
5/31/2020 739 729 (-252,1711) 758 (627,889) 591 (367,814) 653 (4,1302) 709 (547,871) 381 (-300,1062)
6/1/2020 746 736 (-331,1804) 769 (631,908) 592 (363,820) 655 (-41,1350) 715 (543,888) 387 (-296,1069)
6/2/2020 755 743 (-412,1899) 781 (636,926) 592 (358,827) 656 (-86,1398) 722 (539,905) 393 (-291,1077)

Table A.90 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Kazakhstan.

Table A.91.

Actual and Predicted Cases with 95% Confidence Intervals for Kazakhstan using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 5850 1033 (-8407,10474) 5689 (5373,6005) 3405 (-1388,8197) 6600 (5130,8070) 5689 (5373,6005) 5689 (5689,5689) 5829 (5555,6103)
5/17/2020 6157 1033 (-8713,10779) 5689 (4772,6606) 3445 (-1616,8506) 6848 (5435,8262) 5689 (5003,6375) 5689 (5689,5689) 5965 (-240,12171)
5/18/2020 6751 1033 (-9222,11289) 5689 (3607,7771) 3485 (-2058,9029) 7102 (5881,8322) 5689 (4363,7015) 5689 (5689,5689) 6101 (-7568,19770)
5/19/2020 6751 1033 (-9468,11535) 5689 (3607,7771) 3525 (-2223,9274) 7362 (6147,8577) 5689 (4139,7239) 5689 (5689,5689) 6238 (-16491,28966)
5/20/2020 6969 1033 (-9704,11771) 5689 (3180,8198) 3566 (-2378,9510) 7628 (6397,8858) 5689 (3906,7472) 5689 (5689,5689) 6374 (-26782,39529)
5/21/2020 7234 1033 (-9953,12020) 5689 (2661,8717) 3606 (-2548,9760) 7900 (6657,9143) 5689 (3645,7733) 5689 (5689,5689) 6510 (-38283,51303)
5/22/2020 7919 1033 (-10345,12412) 5689 (1318,10060) 3646 (-2872,10164) 8178 (7011,9345) 5689 (3177,8201) 5689 (5689,5689) 6646 (-50882,64175)
5/23/2020 7919 1033 (-10631,12698) 5689 (1318,10060) 3686 (-3079,10452) 8463 (7308,9617) 5689 (2877,8501) 5689 (5689,5689) 6783 (-64493,78058)
5/24/2020 8531 1033 (-11005,13072) 5689 (119,11259) 3726 (-3383,10836) 8754 (7655,9852) 5689 (2452,8926) 5689 (5689,5689) 6919 (-79045,92883)
5/25/2020 8969 1033 (-11402,13469) 5689 (-740,12118) 3767 (-3709,11242) 9051 (8008,10094) 5689 (2006,9372) 5689 (5689,5689) 7055 (-94483,108593)
5/26/2020 8969 1033 (-11717,13784) 5689 (-740,12118) 3807 (-3946,11560) 9355 (8334,10375) 5689 (1678,9700) 5689 (5689,5689) 7191 (-110758,125141)
5/27/2020 9304 1033 (-12040,14107) 5689 (-1396,12774) 3847 (-4193,11887) 9665 (8667,10663) 5689 (1338,10040) 5689 (5689,5689) 7327 (-127831,142486)
5/28/2020 9576 1033 (-12358,14425) 5689 (-1930,13308) 3887 (-4433,12207) 9982 (8998,10966) 5689 (1005,10373) 5689 (5689,5689) 7464 (-145666,160593)
5/29/2020 9932 1033 (-12687,14754) 5689 (-2627,14005) 3927 (-4685,12540) 10306 (9337,11274) 5689 (658,10720) 5689 (5689,5689) 7600 (-164232,179432)
5/30/2020 10382 1033 (-13041,15108) 5689 (-3509,14887) 3968 (-4964,12899) 10636 (9692,11580) 5689 (279,11099) 5689 (5689,5689) 7736 (-183501,198973)
5/31/2020 10858 1033 (-13419,15486) 5689 (-4442,15820) 4008 (-5268,13284) 10973 (10057,11889) 5689 (-129,11507) 5689 (5689,5689) 7872 (-203449,219194)
6/1/2020 11308 1033 (-13814,15881) 5689 (-5324,16702) 4048 (-5590,13686) 11317 (10429,12206) 5689 (-556,11934) 5689 (5689,5689) 8009 (-224054,240072)
6/2/2020 11571 1033 (-14195,16262) 5689 (-5840,17218) 4088 (-5896,14072) 11668 (10804,12533) 5689 (-960,12338) 5689 (5689,5689) 8145 (-245296,261586)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 5850 5829 (5555,6103) 5827 (5764,5890) 5007 (3355,6659) 5821 (5562,6080) 5820 (5756,5884) 2983 (-2637,8603)
5/17/2020 6157 5965 (-240,12171) 5967 (5865,6069) 4989 (2994,6985) 5953 (-3320,15226) 5952 (5847,6056) 3057 (-2796,8909)
5/18/2020 6751 6101 (-7568,19770) 6108 (5968,6249) 4970 (2378,7562) 6086 (-14414,26585) 6083 (5938,6229) 3154 (-3124,9431)
5/19/2020 6751 6238 (-16491,28966) 6251 (6072,6430) 4944 (2085,7803) 6218 (-27916,40352) 6215 (6027,6403) 3309 (-3089,9707)
5/20/2020 6969 6374 (-26782,39529) 6395 (6175,6614) 4914 (1787,8042) 6350 (-43479,56179) 6346 (6114,6579) 3353 (-3188,9895)
5/21/2020 7234 6510 (-38283,51303) 6540 (6278,6801) 4883 (1464,8302) 6482 (-60868,73832) 6478 (6199,6757) 3410 (-3299,10120)
5/22/2020 7919 6646 (-50882,64175) 6686 (6380,6992) 4851 (954,8748) 6614 (-79911,93139) 6610 (6282,6938) 3425 (-3623,10473)
5/23/2020 7919 6783 (-64493,78058) 6833 (6482,7185) 4819 (588,9050) 6746 (-100476,113968) 6741 (6362,7120) 3618 (-3617,10853)
5/24/2020 8531 6919 (-79045,92883) 6982 (6583,7381) 4788 (109,9467) 6878 (-122458,136215) 6873 (6440,7306) 3655 (-3873,11184)
5/25/2020 8969 7055 (-94483,108593) 7132 (6684,7581) 4758 (-391,9908) 7010 (-145775,159796) 7004 (6516,7493) 3791 (-4039,11621)
5/26/2020 8969 7191 (-110758,125141) 7284 (6784,7783) 4730 (-782,10242) 7142 (-170353,184638) 7136 (6590,7682) 3822 (-4239,11884)
5/27/2020 9304 7327 (-127831,142486) 7436 (6884,7989) 4704 (-1181,10588) 7275 (-196130,210679) 7267 (6661,7873) 3899 (-4403,12201)
5/28/2020 9576 7464 (-145666,160593) 7590 (6983,8197) 4679 (-1570,10928) 7407 (-223054,237867) 7399 (6731,8067) 3927 (-4620,12474)
5/29/2020 9932 7600 (-164232,179432) 7745 (7082,8408) 4656 (-1969,11281) 7539 (-251077,266154) 7530 (6799,8262) 3975 (-4832,12783)
5/30/2020 10382 7736 (-183501,198973) 7901 (7181,8622) 4634 (-2396,11665) 7671 (-280158,295499) 7662 (6865,8459) 4114 (-4967,13195)
5/31/2020 10858 7872 (-203449,219194) 8059 (7279,8838) 4614 (-2849,12078) 7803 (-310259,325864) 7794 (6929,8658) 4212 (-5164,13589)
6/1/2020 11308 8009 (-224054,240072) 8218 (7377,9058) 4596 (-3317,12508) 7935 (-341348,357217) 7925 (6992,8858) 4327 (-5356,14010)
6/2/2020 11571 8145 (-245296,261586) 8378 (7475,9280) 4578 (-3762,12919) 8067 (-373394,389527) 8057 (7053,9060) 4423 (-5549,14396)

Table A.91 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Kenya.

Table A.92.

Actual and Predicted Cases with 95% Confidence Intervals for Kenya using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 830 146 (-1195,1487) 781 (685,877) 468 (-243,1178) 837 (823,852) 781 (685,877) 781 (781,781) 804 (759,849)
5/17/2020 887 146 (-1252,1544) 781 (573,989) 473 (-289,1236) 866 (835,897) 781 (619,943) 781 (781,781) 827 (621,1032)
5/18/2020 912 146 (-1287,1579) 781 (524,1038) 479 (-314,1271) 895 (864,927) 781 (582,980) 781 (781,781) 850 (431,1269)
5/19/2020 963 146 (-1331,1623) 781 (424,1138) 484 (-348,1316) 925 (880,971) 781 (533,1029) 781 (781,781) 873 (197,1548)
5/20/2020 1029 146 (-1385,1677) 781 (295,1267) 489 (-392,1371) 956 (880,1032) 781 (471,1091) 781 (781,781) 895 (-73,1864)
5/21/2020 1109 146 (-1450,1742) 781 (138,1424) 495 (-448,1438) 987 (868,1107) 781 (395,1167) 781 (781,781) 918 (-376,2213)
5/22/2020 1161 146 (-1512,1804) 781 (36,1526) 500 (-500,1501) 1019 (867,1172) 781 (326,1236) 781 (781,781) 941 (-709,2591)
5/23/2020 1192 146 (-1566,1858) 781 (-25,1587) 506 (-544,1556) 1052 (880,1224) 781 (269,1293) 781 (781,781) 964 (-1070,2997)
5/24/2020 1214 146 (-1612,1904) 781 (-68,1630) 511 (-580,1602) 1086 (903,1268) 781 (221,1341) 781 (781,781) 987 (-1456,3429)
5/25/2020 1286 146 (-1666,1958) 781 (-209,1771) 517 (-623,1656) 1120 (918,1321) 781 (165,1397) 781 (781,781) 1010 (-1866,3885)
5/26/2020 1348 146 (-1722,2014) 781 (-330,1892) 522 (-669,1713) 1154 (930,1378) 781 (105,1457) 781 (781,781) 1032 (-2299,4364)
5/27/2020 1471 146 (-1793,2085) 781 (-571,2133) 528 (-732,1787) 1190 (923,1457) 781 (25,1537) 781 (781,781) 1055 (-2753,4864)
5/28/2020 1618 146 (-1881,2173) 781 (-860,2422) 533 (-813,1879) 1226 (892,1559) 781 (-76,1638) 781 (781,781) 1078 (-3229,5385)
5/29/2020 1745 146 (-1980,2272) 781 (-1108,2670) 538 (-904,1981) 1263 (854,1671) 781 (-187,1749) 781 (781,781) 1101 (-3724,5926)
5/30/2020 1888 146 (-2089,2381) 781 (-1389,2951) 544 (-1007,2095) 1300 (806,1795) 781 (-309,1871) 781 (781,781) 1124 (-4239,6487)
5/31/2020 1962 146 (-2194,2486) 781 (-1534,3096) 549 (-1104,2203) 1338 (770,1906) 781 (-423,1985) 781 (781,781) 1147 (-4772,7066)
6/1/2020 2021 146 (-2293,2585) 781 (-1649,3211) 555 (-1194,2304) 1377 (747,2008) 781 (-527,2089) 781 (781,781) 1170 (-5323,7663)
6/2/2020 2093 146 (-2389,2681) 781 (-1791,3353) 560 (-1281,2402) 1417 (730,2105) 781 (-627,2189) 781 (781,781) 1192 (-5892,8277)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 830 804 (759,849) 805 (795,814) 779 (680,879) 803 (760,847) 804 (795,814) 414 (-403,1230)
5/17/2020 887 827 (621,1032) 829 (810,847) 800 (660,940) 825 (223,1428) 827 (808,846) 430 (-427,1287)
5/18/2020 912 850 (431,1269) 853 (826,880) 821 (667,975) 847 (-458,2153) 850 (822,878) 449 (-426,1323)
5/19/2020 963 873 (197,1548) 878 (842,913) 842 (663,1020) 870 (-1287,3026) 873 (836,910) 461 (-442,1364)
5/20/2020 1029 895 (-73,1864) 902 (859,945) 863 (647,1079) 892 (-2241,4025) 896 (850,942) 474 (-469,1417)
5/21/2020 1109 918 (-376,2213) 927 (877,978) 884 (617,1151) 914 (-3308,5136) 918 (863,974) 488 (-506,1482)
5/22/2020 1161 941 (-709,2591) 953 (894,1011) 905 (593,1217) 936 (-4477,6349) 941 (876,1007) 510 (-528,1549)
5/23/2020 1192 964 (-1070,2997) 978 (912,1044) 926 (581,1271) 958 (-5740,7656) 964 (888,1040) 523 (-553,1600)
5/24/2020 1214 987 (-1456,3429) 1004 (930,1077) 948 (579,1317) 980 (-7090,9051) 987 (900,1074) 530 (-579,1639)
5/25/2020 1286 1010 (-1866,3885) 1030 (948,1111) 970 (569,1371) 1003 (-8523,10528) 1010 (911,1108) 533 (-618,1684)
5/26/2020 1348 1032 (-2299,4364) 1056 (967,1145) 992 (556,1428) 1025 (-10033,12082) 1033 (923,1143) 549 (-646,1744)
5/27/2020 1471 1055 (-2753,4864) 1082 (985,1179) 1015 (523,1506) 1047 (-11617,13711) 1055 (933,1178) 568 (-685,1821)
5/28/2020 1618 1078 (-3229,5385) 1109 (1004,1214) 1037 (470,1605) 1069 (-13272,15410) 1078 (944,1213) 599 (-726,1924)
5/29/2020 1745 1101 (-3724,5926) 1136 (1022,1249) 1061 (407,1715) 1091 (-14995,17177) 1101 (954,1248) 625 (-780,2031)
5/30/2020 1888 1124 (-4239,6487) 1163 (1041,1284) 1084 (333,1836) 1113 (-16783,19010) 1124 (963,1285) 650 (-845,2145)
5/31/2020 1962 1147 (-4772,7066) 1190 (1060,1320) 1108 (269,1948) 1135 (-18634,20905) 1147 (973,1321) 667 (-913,2248)
6/1/2020 2021 1170 (-5323,7663) 1217 (1078,1356) 1133 (215,2050) 1158 (-20547,22862) 1170 (982,1358) 668 (-995,2331)
6/2/2020 2093 1192 (-5892,8277) 1245 (1097,1393) 1157 (167,2148) 1180 (-22518,24877) 1192 (990,1395) 670 (-1075,2414)

Table A.92 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Korea South.

Table A.93.

Actual and Predicted Cases with 95% Confidence Intervals for Korea South using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 11050 6397 (-2722,15517) 11037 (11012,11062) 13981 (8236,19726) 8837 (4500,13174) 11037 (11012,11062) 11037 (11037,11037) 11061 (11014,11108)
5/17/2020 11065 6397 (-2737,15531) 11037 (10982,11092) 14110 (8252,19967) 8574 (3957,13192) 11037 (10994,11080) 11037 (11037,11037) 11084 (10865,11304)
5/18/2020 11078 6397 (-2750,15545) 11037 (10957,11117) 14238 (8267,20210) 8298 (3387,13208) 11037 (10979,11095) 11037 (11037,11037) 11108 (10660,11556)
5/19/2020 11110 6397 (-2772,15567) 11037 (10894,11180) 14367 (8290,20444) 8008 (2780,13235) 11037 (10950,11124) 11037 (11037,11037) 11131 (10409,11853)
5/20/2020 11122 6397 (-2791,15585) 11037 (10870,11204) 14495 (8308,20683) 7704 (2151,13257) 11037 (10929,11145) 11037 (11037,11037) 11154 (10118,12191)
5/21/2020 11142 6397 (-2809,15604) 11037 (10831,11243) 14624 (8326,20922) 7386 (1493,13279) 11037 (10907,11167) 11037 (11037,11037) 11178 (9792,12563)
5/22/2020 11165 6397 (-2829,15624) 11037 (10786,11288) 14752 (8344,21160) 7054 (805,13303) 11037 (10884,11190) 11037 (11037,11037) 11201 (9435,12968)
5/23/2020 11190 6397 (-2850,15645) 11037 (10737,11337) 14881 (8364,21398) 6707 (88,13327) 11037 (10859,11215) 11037 (11037,11037) 11224 (9048,13401)
5/24/2020 11206 6397 (-2870,15665) 11037 (10706,11368) 15009 (8382,21637) 6346 (-655,13348) 11037 (10836,11238) 11037 (11037,11037) 11248 (8633,13863)
5/25/2020 11225 6397 (-2890,15684) 11037 (10669,11405) 15138 (8399,21877) 5971 (-1427,13369) 11037 (10814,11260) 11037 (11037,11037) 11271 (8193,14350)
5/26/2020 11265 6397 (-2913,15708) 11037 (10590,11484) 15266 (8420,22113) 5580 (-2233,13393) 11037 (10785,11289) 11037 (11037,11037) 11294 (7728,14861)
5/27/2020 11344 6397 (-2946,15740) 11037 (10435,11639) 15395 (8451,22339) 5174 (-3080,13429) 11037 (10740,11334) 11037 (11037,11037) 11318 (7240,15396)
5/28/2020 11402 6397 (-2982,15777) 11037 (10322,11752) 15523 (8485,22562) 4753 (-3963,13469) 11037 (10689,11385) 11037 (11037,11037) 11341 (6729,15953)
5/29/2020 11441 6397 (-3019,15814) 11037 (10245,11829) 15652 (8520,22784) 4316 (-4874,13507) 11037 (10641,11433) 11037 (11037,11037) 11364 (6197,16532)
5/30/2020 11468 6397 (-3055,15850) 11037 (10192,11882) 15781 (8553,23008) 3864 (-5813,13541) 11037 (10596,11478) 11037 (11037,11037) 11388 (5645,17131)
5/31/2020 11503 6397 (-3091,15885) 11037 (10124,11950) 15909 (8586,23232) 3396 (-6781,13573) 11037 (10553,11521) 11037 (11037,11037) 11411 (5072,17750)
6/1/2020 11541 6397 (-3127,15921) 11037 (10049,12025) 16038 (8618,23457) 2911 (-7780,13603) 11037 (10510,11564) 11037 (11037,11037) 11435 (4481,18388)
6/2/2020 11590 6397 (-3164,15959) 11037 (9953,12121) 16166 (8652,23680) 2411 (-8812,13633) 11037 (10465,11609) 11037 (11037,11037) 11458 (3870,19045)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 11050 11057 (11018,11096) 11071 (10939,11204) 11172 (10933,11410) 11057 (11018,11095) 11057 (10920,11194) 5548 (-5236,16332)
5/17/2020 11065 11076 (10919,11234) 11105 (10839,11372) 11200 (10948,11451) 11075 (10466,11685) 11077 (10794,11360) 5563 (-5222,16347)
5/18/2020 11078 11095 (10783,11407) 11129 (10689,11569) 11227 (10961,11493) 11093 (9787,12399) 11096 (10638,11554) 5572 (-5214,16359)
5/19/2020 11110 11113 (10620,11605) 11147 (10480,11815) 11255 (10984,11525) 11109 (9005,13213) 11116 (10445,11788) 5581 (-5219,16380)
5/20/2020 11122 11130 (10436,11824) 11172 (10236,12109) 11281 (11002,11560) 11121 (8204,14038) 11136 (10237,12035) 5596 (-5210,16402)
5/21/2020 11142 11146 (10234,12059) 11204 (9981,12427) 11306 (11020,11593) 11135 (7318,14953) 11156 (10004,12307) 5611 (-5200,16423)
5/22/2020 11165 11162 (10017,12308) 11235 (9713,12756) 11331 (11038,11623) 11150 (6351,15948) 11175 (9749,12602) 5628 (-5189,16445)
5/23/2020 11190 11178 (9787,12568) 11261 (9421,13100) 11354 (11058,11650) 11163 (5333,16992) 11195 (9480,12910) 5640 (-5185,16465)
5/24/2020 11206 11192 (9546,12838) 11285 (9102,13469) 11376 (11075,11676) 11175 (4266,18085) 11215 (9190,13239) 5654 (-5177,16485)
5/25/2020 11225 11206 (9296,13117) 11313 (8762,13865) 11396 (11092,11701) 11188 (3156,19219) 11235 (8885,13584) 5667 (-5170,16505)
5/26/2020 11265 11220 (9037,13403) 11345 (8409,14280) 11416 (11112,11720) 11199 (2025,20373) 11254 (8565,13943) 5682 (-5165,16529)
5/27/2020 11344 11233 (8772,13695) 11375 (8043,14708) 11434 (11139,11729) 11206 (917,21495) 11274 (8228,14320) 5700 (-5165,16565)
5/28/2020 11402 11246 (8500,13992) 11404 (7658,15149) 11452 (11167,11736) 11216 (-207,22638) 11294 (7878,14709) 5725 (-5160,16610)
5/29/2020 11441 11258 (8223,14293) 11432 (7255,15609) 11468 (11193,11742) 11226 (-1356,23808) 11313 (7514,15113) 5746 (-5160,16651)
5/30/2020 11468 11270 (7941,14598) 11463 (6837,16088) 11483 (11217,11748) 11235 (-2517,24987) 11333 (7135,15531) 5761 (-5164,16685)
5/31/2020 11503 11281 (7656,14906) 11494 (6407,16582) 11497 (11240,11754) 11244 (-3695,26183) 11353 (6745,15960) 5768 (-5177,16712)
6/1/2020 11541 11292 (7366,15217) 11526 (5963,17089) 11510 (11260,11760) 11253 (-4886,27392) 11372 (6342,16403) 5780 (-5185,16745)
6/2/2020 11590 11302 (7074,15530) 11557 (5505,17608) 11522 (11277,11767) 11260 (-6079,28600) 11392 (5927,16858) 5795 (-5192,16783)

Table A.93 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Kosovo.

Table A.94.

Actual and Predicted Cases with 95% Confidence Intervals for Kosovo using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 944 233 (-1162,1627) 944 (944,944) 738 (335,1142) 1170 (727,1612) 944 (944,944) 944 (944,944) 957 (931,984)
5/17/2020 955 233 (-1173,1638) 944 (922,966) 747 (341,1153) 1202 (738,1666) 944 (929,959) 944 (944,944) 969 (895,1042)
5/18/2020 955 233 (-1176,1641) 944 (922,966) 755 (354,1156) 1235 (741,1728) 944 (926,962) 944 (944,944) 980 (842,1118)
5/19/2020 989 233 (-1195,1660) 944 (856,1032) 764 (352,1175) 1268 (761,1775) 944 (897,991) 944 (944,944) 991 (777,1206)
5/20/2020 989 233 (-1206,1671) 944 (856,1032) 772 (358,1187) 1302 (772,1832) 944 (887,1001) 944 (944,944) 1003 (701,1304)
5/21/2020 1003 233 (-1218,1683) 944 (828,1060) 781 (363,1199) 1336 (783,1889) 944 (873,1015) 944 (944,944) 1014 (616,1412)
5/22/2020 1004 233 (-1227,1692) 944 (826,1062) 790 (371,1208) 1371 (792,1950) 944 (865,1023) 944 (944,944) 1025 (523,1528)
5/23/2020 1025 233 (-1239,1704) 944 (785,1103) 798 (377,1220) 1406 (803,2009) 944 (851,1037) 944 (944,944) 1037 (421,1652)
5/24/2020 1032 233 (-1250,1715) 944 (772,1116) 807 (383,1230) 1442 (814,2070) 944 (839,1049) 944 (944,944) 1048 (313,1783)
5/25/2020 1038 233 (-1260,1725) 944 (760,1128) 815 (390,1240) 1478 (823,2134) 944 (829,1059) 944 (944,944) 1059 (197,1922)
5/26/2020 1038 233 (-1268,1733) 944 (760,1128) 824 (399,1248) 1515 (829,2201) 944 (821,1067) 944 (944,944) 1071 (75,2067)
5/27/2020 1047 233 (-1276,1741) 944 (742,1146) 832 (408,1257) 1553 (836,2269) 944 (813,1075) 944 (944,944) 1082 (-53,2218)
5/28/2020 1048 233 (-1283,1748) 944 (740,1148) 841 (418,1264) 1591 (842,2339) 944 (806,1082) 944 (944,944) 1093 (-188,2375)
5/29/2020 1048 233 (-1289,1754) 944 (740,1148) 850 (429,1270) 1629 (846,2412) 944 (800,1088) 944 (944,944) 1105 (-328,2537)
5/30/2020 1064 233 (-1297,1762) 944 (709,1179) 858 (439,1278) 1668 (852,2484) 944 (792,1096) 944 (944,944) 1116 (-474,2706)
5/31/2020 1064 233 (-1303,1768) 944 (709,1179) 867 (449,1284) 1708 (857,2558) 944 (786,1102) 944 (944,944) 1127 (-625,2879)
6/1/2020 1064 233 (-1309,1774) 944 (709,1179) 875 (460,1290) 1748 (861,2635) 944 (780,1108) 944 (944,944) 1139 (-781,3058)
6/2/2020 1064 233 (-1314,1779) 944 (709,1179) 884 (472,1295) 1789 (864,2713) 944 (775,1113) 944 (944,944) 1150 (-942,3242)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 944 956 (932,980) 959 (931,988) 880 (756,1005) 957 (931,983) 959 (930,988) 484 (-418,1386)
5/17/2020 955 966 (904,1029) 972 (932,1012) 877 (738,1016) 967 (883,1052) 971 (931,1012) 490 (-416,1397)
5/18/2020 955 976 (862,1090) 985 (931,1038) 875 (729,1020) 974 (829,1118) 983 (930,1037) 494 (-411,1399)
5/19/2020 989 986 (811,1161) 997 (930,1065) 872 (701,1042) 987 (742,1232) 995 (927,1063) 501 (-418,1419)
5/20/2020 989 995 (753,1238) 1010 (927,1093) 869 (684,1054) 992 (658,1326) 1007 (924,1090) 513 (-409,1434)
5/21/2020 1003 1005 (687,1322) 1023 (924,1122) 867 (666,1068) 1005 (552,1458) 1019 (920,1119) 517 (-409,1444)
5/22/2020 1004 1014 (617,1411) 1036 (920,1153) 864 (651,1077) 1015 (435,1594) 1031 (915,1148) 526 (-402,1454)
5/23/2020 1025 1023 (541,1505) 1049 (915,1184) 862 (633,1091) 1023 (312,1734) 1043 (908,1178) 527 (-407,1461)
5/24/2020 1032 1032 (460,1603) 1063 (909,1216) 860 (617,1103) 1031 (184,1878) 1055 (901,1209) 537 (-401,1476)
5/25/2020 1038 1040 (376,1705) 1076 (903,1249) 858 (602,1115) 1036 (59,2013) 1067 (894,1241) 543 (-398,1484)
5/26/2020 1038 1049 (287,1810) 1090 (896,1284) 857 (590,1123) 1048 (-77,2172) 1079 (885,1274) 551 (-392,1493)
5/27/2020 1047 1057 (196,1918) 1103 (888,1319) 855 (577,1133) 1051 (-213,2314) 1092 (875,1308) 554 (-391,1499)
5/28/2020 1048 1065 (101,2029) 1117 (880,1354) 854 (567,1140) 1062 (-356,2481) 1104 (865,1342) 561 (-384,1507)
5/29/2020 1048 1073 (3,2143) 1131 (871,1391) 852 (557,1147) 1070 (-508,2648) 1116 (854,1377) 567 (-378,1512)
5/30/2020 1064 1081 (-98,2259) 1145 (861,1429) 851 (546,1156) 1077 (-662,2816) 1128 (843,1413) 574 (-372,1520)
5/31/2020 1064 1088 (-201,2377) 1159 (851,1467) 850 (537,1163) 1084 (-819,2987) 1140 (831,1449) 582 (-364,1528)
6/1/2020 1064 1096 (-306,2497) 1173 (841,1506) 849 (528,1169) 1087 (-974,3147) 1152 (818,1486) 589 (-356,1534)
6/2/2020 1064 1103 (-413,2619) 1187 (829,1546) 848 (521,1175) 1097 (-1132,3326) 1164 (804,1524) 596 (-347,1540)

Table A.94 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Kuwait.

Table A.95.

Actual and Predicted Cases with 95% Confidence Intervals for Kuwait using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 13802 1500 (-22611,25611) 12860 (11014,14706) 5084 (-12004,22172) 11727 (7660,15794) 12860 (11014,14706) 12860 (12860,12860) 13565 (12183,14948)
5/17/2020 14850 1500 (-23659,26659) 12860 (8960,16760) 5144 (-12937,23226) 12255 (7650,16860) 12860 (9809,15911) 12860 (12860,12860) 14318 (-153239,181875)
5/18/2020 15691 1500 (-24573,27574) 12860 (7311,18409) 5205 (-13736,24146) 12797 (7811,17783) 12860 (8802,16918) 12860 (12860,12860) 15070 (-358599,388740)
5/19/2020 16764 1500 (-25585,28586) 12860 (5208,20512) 5266 (-14635,25167) 13355 (7895,18814) 12860 (7665,18055) 12860 (12860,12860) 15823 (-608734,640380)
5/20/2020 17568 1500 (-26522,29523) 12860 (3632,22088) 5327 (-15457,26110) 13927 (8093,19761) 12860 (6645,19075) 12860 (12860,12860) 16575 (-897104,930255)
5/21/2020 18609 1500 (-27513,30514) 12860 (1592,24128) 5387 (-16336,27110) 14515 (8262,20767) 12860 (5556,20164) 12860 (12860,12860) 17328 (-1219302,1253958)
5/22/2020 19564 1500 (-28510,31511) 12860 (-280,26000) 5448 (-17220,28116) 15118 (8458,21778) 12860 (4470,21250) 12860 (12860,12860) 18080 (-1572143,1608304)
5/23/2020 20464 1500 (-29495,32496) 12860 (-2044,27764) 5509 (-18092,29110) 15737 (8698,22775) 12860 (3407,22313) 12860 (12860,12860) 18833 (-1953193,1990859)
5/24/2020 21302 1500 (-30458,33459) 12860 (-3686,29406) 5570 (-18941,30080) 16371 (8995,23748) 12860 (2379,23341) 12860 (12860,12860) 19585 (-2360518,2399689)
5/25/2020 21967 1500 (-31365,34366) 12860 (-4990,30710) 5630 (-19731,30992) 17022 (9382,24662) 12860 (1426,24294) 12860 (12860,12860) 20338 (-2792532,2833208)
5/26/2020 22575 1500 (-32219,35220) 12860 (-6181,31901) 5691 (-20468,31850) 17689 (9853,25525) 12860 (539,25181) 12860 (12860,12860) 21091 (-3247904,3290085)
5/27/2020 23267 1500 (-33053,36054) 12860 (-7538,33258) 5752 (-21183,32687) 18372 (10375,26369) 12860 (-324,26044) 12860 (12860,12860) 21843 (-3725498,3769184)
5/28/2020 24112 1500 (-33900,36901) 12860 (-9194,34914) 5813 (-21912,33537) 19072 (10915,27230) 12860 (-1207,26927) 12860 (12860,12860) 22596 (-4224329,4269520)
5/29/2020 25184 1500 (-34798,37799) 12860 (-11295,37015) 5873 (-22693,34440) 19789 (11436,28142) 12860 (-2154,27874) 12860 (12860,12860) 23348 (-4743531,4790228)
5/30/2020 26192 1500 (-35727,38728) 12860 (-13271,38991) 5934 (-23507,35375) 20523 (11959,29088) 12860 (-3137,28857) 12860 (12860,12860) 24101 (-5282338,5330539)
5/31/2020 27043 1500 (-36656,39657) 12860 (-14939,40659) 5995 (-24320,36309) 21274 (12513,30035) 12860 (-4117,29837) 12860 (12860,12860) 24853 (-5840062,5889768)
6/1/2020 27762 1500 (-37565,40566) 12860 (-16348,42068) 6055 (-25111,37222) 22043 (13119,30966) 12860 (-5069,30789) 12860 (12860,12860) 25606 (-6416083,6467295)
6/2/2020 28649 1500 (-38483,41484) 12860 (-18086,43806) 6116 (-25911,38144) 22829 (13749,31908) 12860 (-6029,31749) 12860 (12860,12860) 26358 (-7009840,7062557)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 13802 13565 (12183,14948) 13747 (13631,13863) 10368 (3638,17098) 13730 (12024,15436) 13672 (13557,13788) 7320 (-5384,20025)
5/17/2020 14850 14318 (-153239,181875) 14665 (14461,14869) 10580 (2987,18174) 14646 (-834453,863744) 14678 (14477,14878) 7812 (-5448,21073)
5/18/2020 15691 15070 (-358599,388740) 15563 (15185,15941) 10712 (2334,19090) 15491 (-1823854,1854836) 15388 (15057,15719) 8278 (-5419,21975)
5/19/2020 16764 15823 (-608734,640380) 16493 (15960,17025) 10766 (1428,20104) 16398 (-3064593,3097388) 16470 (16002,16938) 8734 (-5501,22969)
5/20/2020 17568 16575 (-897104,930255) 17415 (16685,18145) 10763 (500,21026) 17281 (-4489721,4524283) 17134 (16511,17757) 9217 (-5469,23903)
5/21/2020 18609 17328 (-1219302,1253958) 18351 (17414,19289) 10717 (-582,22015) 18164 (-6079719,6116047) 18229 (17432,19027) 9642 (-5564,24847)
5/22/2020 19564 18080 (-1572143,1608304) 19296 (18136,20456) 10639 (-1735,23014) 19072 (-7833874,7872017) 18913 (17939,19886) 10148 (-5563,25860)
5/23/2020 20464 18833 (-1953193,1990859) 20244 (18840,21649) 10540 (-2924,24004) 19940 (-9714708,9754589) 19958 (18781,21136) 10601 (-5607,26809)
5/24/2020 21302 19585 (-2360518,2399689) 21206 (19549,22863) 10427 (-4120,24974) 20855 (-11740264,11781974) 20717 (19342,22093) 11098 (-5574,27770)
5/25/2020 21967 20338 (-2792532,2833208) 22171 (20242,24100) 10305 (-5274,25884) 21700 (-13864187,13907586) 21668 (20066,23271) 11544 (-5540,28629)
5/26/2020 22575 21091 (-3247904,3290085) 23147 (20936,25357) 10177 (-6386,26739) 22606 (-16114644,16159856) 22533 (20711,24355) 11982 (-5470,29433)
5/27/2020 23267 21843 (-3725498,3769184) 24129 (21623,26635) 10046 (-7488,27579) 23488 (-18472690,18519666) 23375 (21307,25444) 12422 (-5377,30221)
5/28/2020 24112 22596 (-4224329,4269520) 25119 (22305,27932) 9912 (-8617,28442) 24371 (-20933948,20982689) 24344 (22034,26654) 12892 (-5265,31048)
5/29/2020 25184 23348 (-4743531,4790228) 26118 (22986,29250) 9782 (-9812,29376) 25278 (-23504725,23555281) 25095 (22524,27666) 13422 (-5127,31971)
5/30/2020 26192 24101 (-5282338,5330539) 27123 (23660,30586) 9652 (-11046,30350) 26146 (-26163883,26216176) 26135 (23300,28970) 14004 (-4947,32956)
5/31/2020 27043 24853 (-5840062,5889768) 28137 (24334,31941) 9526 (-12276,31327) 27060 (-28927474,28981595) 26839 (23730,29948) 14566 (-4776,33908)
6/1/2020 27762 25606 (-6416083,6467295) 29159 (25004,33314) 9404 (-13476,32284) 27904 (-31763895,31819704) 27900 (24506,31293) 15077 (-4632,34787)
6/2/2020 28649 26358 (-7009840,7062557) 30189 (25672,34705) 9290 (-14677,33256) 28810 (-34695865,34753485) 28610 (24929,32291) 15531 (-4559,35621)

Table A.95 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Kyrgyzstan.

Table A.96.

Actual and Predicted Cases with 95% Confidence Intervals for Kyrgyzstan using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 1117 241 (-1475,1958) 1111 (1099,1123) 765 (74,1455) 1248 (991,1506) 1111 (1099,1123) 1111 (1111,1111) 1136 (1087,1184)
5/17/2020 1138 241 (-1496,1978) 1111 (1058,1164) 774 (71,1476) 1285 (1012,1559) 1111 (1073,1149) 1111 (1111,1111) 1162 (916,1407)
5/18/2020 1216 241 (-1556,2038) 1111 (905,1317) 782 (28,1537) 1323 (1069,1577) 1111 (988,1234) 1111 (1111,1111) 1188 (682,1693)
5/19/2020 1243 241 (-1599,2081) 1111 (852,1370) 791 (2,1581) 1361 (1112,1609) 1111 (943,1279) 1111 (1111,1111) 1214 (395,2032)
5/20/2020 1270 241 (-1635,2118) 1111 (799,1423) 800 (-17,1618) 1399 (1150,1649) 1111 (906,1316) 1111 (1111,1111) 1240 (63,2416)
5/21/2020 1313 241 (-1675,2157) 1111 (715,1507) 809 (-39,1657) 1439 (1190,1688) 1111 (864,1358) 1111 (1111,1111) 1266 (-309,2841)
5/22/2020 1350 241 (-1714,2196) 1111 (643,1579) 818 (-61,1697) 1479 (1229,1728) 1111 (822,1400) 1111 (1111,1111) 1292 (-718,3301)
5/23/2020 1365 241 (-1746,2229) 1111 (613,1609) 827 (-76,1729) 1520 (1263,1776) 1111 (788,1434) 1111 (1111,1111) 1318 (-1161,3796)
5/24/2020 1403 241 (-1780,2263) 1111 (539,1683) 836 (-93,1764) 1561 (1298,1824) 1111 (752,1470) 1111 (1111,1111) 1344 (-1635,4322)
5/25/2020 1433 241 (-1814,2296) 1111 (480,1742) 845 (-109,1798) 1603 (1332,1874) 1111 (716,1506) 1111 (1111,1111) 1369 (-2138,4877)
5/26/2020 1468 241 (-1848,2331) 1111 (411,1811) 853 (-125,1832) 1646 (1367,1925) 1111 (679,1543) 1111 (1111,1111) 1395 (-2670,5461)
5/27/2020 1520 241 (-1886,2368) 1111 (309,1913) 862 (-146,1870) 1690 (1406,1974) 1111 (637,1585) 1111 (1111,1111) 1421 (-3228,6071)
5/28/2020 1594 241 (-1931,2413) 1111 (164,2058) 871 (-174,1916) 1734 (1451,2017) 1111 (586,1636) 1111 (1111,1111) 1447 (-3812,6707)
5/29/2020 1662 241 (-1980,2463) 1111 (31,2191) 880 (-207,1967) 1779 (1499,2059) 1111 (528,1694) 1111 (1111,1111) 1473 (-4421,7367)
5/30/2020 1722 241 (-2032,2514) 1111 (-87,2309) 889 (-243,2021) 1825 (1549,2100) 1111 (469,1753) 1111 (1111,1111) 1499 (-5053,8051)
5/31/2020 1748 241 (-2080,2563) 1111 (-138,2360) 898 (-275,2070) 1871 (1598,2144) 1111 (415,1807) 1111 (1111,1111) 1525 (-5707,8758)
6/1/2020 1817 241 (-2132,2615) 1111 (-273,2495) 907 (-310,2124) 1918 (1649,2187) 1111 (357,1865) 1111 (1111,1111) 1551 (-6384,9487)
6/2/2020 1845 241 (-2182,2664) 1111 (-328,2550) 916 (-343,2174) 1966 (1698,2234) 1111 (304,1918) 1111 (1111,1111) 1577 (-7082,10237)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 1117 1136 (1087,1184) 1137 (1117,1158) 1043 (899,1188) 1134 (1089,1179) 1136 (1115,1157) 581 (-469,1631)
5/17/2020 1138 1162 (916,1407) 1165 (1136,1193) 1050 (891,1209) 1166 (842,1489) 1162 (1133,1191) 595 (-463,1652)
5/18/2020 1216 1188 (682,1693) 1193 (1156,1229) 1057 (835,1279) 1195 (522,1868) 1188 (1151,1226) 606 (-500,1711)
5/19/2020 1243 1214 (395,2032) 1220 (1175,1266) 1062 (801,1324) 1221 (161,2280) 1215 (1168,1261) 628 (-503,1760)
5/20/2020 1270 1240 (63,2416) 1249 (1194,1303) 1068 (774,1361) 1246 (-248,2741) 1241 (1185,1298) 646 (-504,1796)
5/21/2020 1313 1266 (-309,2841) 1277 (1213,1341) 1072 (742,1402) 1271 (-696,3238) 1267 (1200,1334) 661 (-511,1834)
5/22/2020 1350 1292 (-718,3301) 1306 (1232,1380) 1076 (709,1443) 1297 (-1186,3780) 1294 (1216,1371) 669 (-528,1866)
5/23/2020 1365 1318 (-1161,3796) 1335 (1251,1419) 1080 (684,1476) 1322 (-1711,4355) 1320 (1231,1409) 686 (-529,1900)
5/24/2020 1403 1344 (-1635,4322) 1364 (1269,1459) 1083 (656,1511) 1354 (-2295,5004) 1346 (1245,1447) 698 (-536,1932)
5/25/2020 1433 1369 (-2138,4877) 1394 (1287,1500) 1087 (628,1546) 1384 (-2930,5697) 1372 (1259,1486) 712 (-541,1965)
5/26/2020 1468 1395 (-2670,5461) 1423 (1306,1541) 1090 (598,1581) 1409 (-3591,6409) 1399 (1273,1525) 726 (-547,1999)
5/27/2020 1520 1421 (-3228,6071) 1453 (1324,1583) 1093 (564,1622) 1435 (-4278,7147) 1425 (1286,1564) 744 (-551,2039)
5/28/2020 1594 1447 (-3812,6707) 1483 (1341,1625) 1095 (519,1671) 1460 (-4987,7906) 1451 (1298,1604) 762 (-563,2086)
5/29/2020 1662 1473 (-4421,7367) 1514 (1359,1669) 1098 (469,1727) 1486 (-5723,8694) 1477 (1310,1645) 784 (-572,2141)
5/30/2020 1722 1499 (-5053,8051) 1545 (1377,1712) 1101 (417,1785) 1511 (-6481,9502) 1504 (1322,1685) 805 (-585,2195)
5/31/2020 1748 1525 (-5707,8758) 1576 (1394,1757) 1103 (369,1837) 1542 (-7281,10366) 1530 (1334,1726) 822 (-598,2243)
6/1/2020 1817 1551 (-6384,9487) 1607 (1412,1802) 1106 (317,1894) 1572 (-8119,11263) 1556 (1345,1768) 829 (-626,2285)
6/2/2020 1845 1577 (-7082,10237) 1638 (1429,1847) 1108 (270,1946) 1597 (-8980,12174) 1583 (1355,1810) 845 (-643,2334)

Table A.96 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Laos.

Table A.97.

Actual and Predicted Cases with 95% Confidence Intervals for Laos using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 19 7 (-16,30) 19 (19,19) 21 (17,25) 20 (18,23) 19 (19,19) 19 (19,19) 19 (19,19)
5/17/2020 19 7 (-16,30) 19 (19,19) 21 (17,25) 20 (18,22) 19 (19,19) 19 (19,19) 19 (19,19)
5/18/2020 19 7 (-16,30) 19 (19,19) 21 (17,26) 20 (18,22) 19 (19,19) 19 (19,19) 19 (19,19)
5/19/2020 19 7 (-16,30) 19 (19,19) 22 (17,26) 20 (18,22) 19 (19,19) 19 (19,19) 19 (19,19)
5/20/2020 19 7 (-16,30) 19 (19,19) 22 (17,27) 20 (18,22) 19 (19,19) 19 (19,19) 19 (19,19)
5/21/2020 19 7 (-16,30) 19 (19,19) 22 (17,27) 20 (18,21) 19 (19,19) 19 (19,19) 19 (19,19)
5/22/2020 19 7 (-16,30) 19 (19,19) 22 (17,28) 19 (18,21) 19 (19,19) 19 (19,19) 19 (19,19)
5/23/2020 19 7 (-16,30) 19 (19,19) 23 (17,28) 19 (17,21) 19 (19,19) 19 (19,19) 19 (19,19)
5/24/2020 19 7 (-16,30) 19 (19,19) 23 (17,28) 19 (17,20) 19 (19,19) 19 (19,19) 19 (19,19)
5/25/2020 19 7 (-16,30) 19 (19,19) 23 (17,29) 19 (17,20) 19 (19,19) 19 (19,19) 19 (19,19)
5/26/2020 19 7 (-16,30) 19 (19,19) 23 (17,29) 18 (17,20) 19 (19,19) 19 (19,19) 19 (19,19)
5/27/2020 19 7 (-16,30) 19 (19,19) 23 (17,30) 18 (16,19) 19 (19,19) 19 (19,19) 19 (19,19)
5/28/2020 19 7 (-16,30) 19 (19,19) 24 (17,30) 18 (16,19) 19 (19,19) 19 (19,19) 19 (19,19)
5/29/2020 19 7 (-16,30) 19 (19,19) 24 (17,31) 17 (15,19) 19 (19,19) 19 (19,19) 19 (19,19)
5/30/2020 19 7 (-16,30) 19 (19,19) 24 (17,31) 17 (15,19) 19 (19,19) 19 (19,19) 19 (19,19)
5/31/2020 19 7 (-16,30) 19 (19,19) 24 (17,32) 16 (14,19) 19 (19,19) 19 (19,19) 19 (19,19)
6/1/2020 19 7 (-16,30) 19 (19,19) 25 (17,32) 16 (13,19) 19 (19,19) 19 (19,19) 19 (19,19)
6/2/2020 19 7 (-16,30) 19 (19,19) 25 (17,33) 16 (12,19) 19 (19,19) 19 (19,19) 19 (19,19)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 19 19 (19,19) 19 (18,20) 19 (19,20) 19 (19,19) 19 (18,20) 10 (-9,28)
5/17/2020 19 19 (19,19) 19 (18,21) 19 (19,20) 19 (19,19) 19 (18,20) 10 (-9,28)
5/18/2020 19 19 (19,19) 19 (17,21) 19 (19,20) 19 (19,19) 19 (17,21) 10 (-9,28)
5/19/2020 19 19 (19,19) 20 (17,22) 19 (19,20) 19 (19,20) 19 (16,22) 10 (-8,28)
5/20/2020 19 19 (19,19) 20 (17,23) 19 (19,20) 19 (19,20) 19 (16,22) 10 (-8,28)
5/21/2020 19 19 (19,19) 20 (16,24) 19 (19,20) 19 (19,20) 19 (15,23) 10 (-8,28)
5/22/2020 19 19 (19,19) 20 (16,25) 19 (19,20) 19 (19,20) 19 (15,24) 10 (-8,28)
5/23/2020 19 19 (19,19) 21 (16,25) 19 (19,20) 19 (19,20) 19 (14,24) 10 (-8,28)
5/24/2020 19 19 (19,19) 21 (16,26) 19 (19,20) 19 (19,20) 19 (14,25) 10 (-7,28)
5/25/2020 19 19 (19,19) 21 (16,27) 19 (19,20) 19 (19,20) 19 (13,26) 11 (-7,28)
5/26/2020 19 19 (19,19) 21 (15,27) 19 (19,20) 19 (19,20) 19 (13,26) 11 (-7,28)
5/27/2020 19 19 (19,19) 22 (15,28) 19 (19,20) 19 (19,20) 19 (12,27) 11 (-7,28)
5/28/2020 19 19 (19,19) 22 (15,29) 19 (19,20) 19 (19,20) 19 (11,28) 11 (-6,28)
5/29/2020 19 19 (19,19) 22 (15,29) 19 (19,20) 19 (19,20) 19 (11,28) 11 (-6,28)
5/30/2020 19 19 (19,19) 23 (15,30) 19 (19,20) 19 (19,20) 20 (10,29) 11 (-6,28)
5/31/2020 19 19 (19,19) 23 (15,31) 19 (19,20) 19 (19,20) 20 (10,30) 11 (-5,28)
6/1/2020 19 19 (19,19) 23 (15,31) 19 (19,20) 19 (18,20) 20 (9,30) 12 (-5,28)
6/2/2020 19 19 (19,19) 23 (15,32) 19 (19,20) 19 (19,20) 20 (8,31) 12 (-5,28)

Table A.97 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Latvia.

Table A.98.

Actual and Predicted Cases with 95% Confidence Intervals for Latvia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 997 324 (-996,1643) 970 (917,1023) 928 (794,1063) 1030 (966,1094) 970 (917,1023) 970 (970,970) 977 (963,990)
5/17/2020 1008 324 (-1007,1654) 970 (896,1044) 939 (803,1074) 1037 (976,1098) 970 (905,1035) 970 (970,970) 984 (955,1013)
5/18/2020 1009 324 (-1011,1658) 970 (894,1046) 949 (819,1079) 1044 (980,1108) 970 (901,1039) 970 (970,970) 991 (940,1042)
5/19/2020 1012 324 (-1015,1662) 970 (888,1052) 959 (835,1083) 1051 (984,1117) 970 (898,1042) 970 (970,970) 998 (922,1074)
5/20/2020 1016 324 (-1018,1666) 970 (880,1060) 969 (851,1087) 1057 (987,1126) 970 (894,1046) 970 (970,970) 1005 (901,1110)
5/21/2020 1025 324 (-1024,1671) 970 (862,1078) 980 (866,1093) 1062 (992,1132) 970 (888,1052) 970 (970,970) 1013 (876,1149)
5/22/2020 1030 324 (-1029,1677) 970 (852,1088) 990 (880,1099) 1067 (997,1138) 970 (882,1058) 970 (970,970) 1020 (849,1191)
5/23/2020 1046 324 (-1037,1685) 970 (821,1119) 1000 (893,1107) 1072 (1003,1140) 970 (872,1068) 970 (970,970) 1027 (819,1235)
5/24/2020 1047 324 (-1044,1691) 970 (819,1121) 1010 (906,1114) 1076 (1009,1143) 970 (865,1075) 970 (970,970) 1034 (787,1281)
5/25/2020 1049 324 (-1049,1697) 970 (815,1125) 1021 (920,1121) 1079 (1013,1145) 970 (859,1081) 970 (970,970) 1041 (753,1330)
5/26/2020 1053 324 (-1054,1702) 970 (807,1133) 1031 (934,1127) 1082 (1016,1147) 970 (853,1087) 970 (970,970) 1049 (717,1380)
5/27/2020 1057 324 (-1059,1707) 970 (799,1141) 1041 (948,1134) 1084 (1020,1149) 970 (848,1092) 970 (970,970) 1056 (679,1433)
5/28/2020 1061 324 (-1064,1712) 970 (792,1148) 1051 (962,1141) 1086 (1023,1149) 970 (843,1097) 970 (970,970) 1063 (638,1487)
5/29/2020 1064 324 (-1069,1716) 970 (786,1154) 1062 (976,1148) 1087 (1025,1150) 970 (838,1102) 970 (970,970) 1070 (596,1544)
5/30/2020 1065 324 (-1073,1720) 970 (784,1156) 1072 (989,1155) 1088 (1027,1149) 970 (834,1106) 970 (970,970) 1077 (553,1602)
5/31/2020 1066 324 (-1077,1724) 970 (782,1158) 1082 (1001,1163) 1088 (1028,1148) 970 (830,1110) 970 (970,970) 1084 (507,1662)
6/1/2020 1066 324 (-1080,1727) 970 (782,1158) 1092 (1013,1172) 1087 (1028,1147) 970 (826,1114) 970 (970,970) 1092 (460,1723)
6/2/2020 1071 324 (-1083,1731) 970 (772,1168) 1103 (1024,1181) 1086 (1028,1144) 970 (823,1117) 970 (970,970) 1099 (411,1786)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 997 976 (964,989) 974 (962,987) 909 (736,1082) 976 (964,988) 974 (961,987) 491 (-502,1483)
5/17/2020 1008 983 (957,1009) 985 (965,1004) 904 (715,1093) 983 (940,1026) 984 (965,1004) 500 (-494,1494)
5/18/2020 1009 990 (945,1034) 989 (962,1016) 900 (702,1098) 989 (908,1071) 988 (961,1016) 502 (-492,1496)
5/19/2020 1012 996 (930,1062) 999 (961,1036) 895 (689,1101) 993 (874,1112) 998 (960,1035) 506 (-488,1499)
5/20/2020 1016 1002 (912,1092) 1004 (958,1051) 891 (677,1105) 1001 (831,1170) 1003 (956,1050) 505 (-491,1500)
5/21/2020 1025 1009 (892,1125) 1013 (955,1071) 887 (662,1112) 1005 (784,1227) 1011 (953,1069) 508 (-491,1506)
5/22/2020 1030 1015 (870,1160) 1020 (950,1089) 883 (648,1118) 1013 (728,1298) 1017 (948,1086) 512 (-488,1513)
5/23/2020 1046 1021 (846,1196) 1027 (946,1109) 879 (631,1127) 1019 (668,1370) 1025 (943,1106) 517 (-489,1522)
5/24/2020 1047 1027 (820,1234) 1035 (941,1129) 876 (616,1135) 1025 (603,1448) 1031 (937,1126) 522 (-485,1530)
5/25/2020 1049 1033 (793,1274) 1043 (935,1151) 872 (603,1142) 1031 (535,1527) 1038 (930,1146) 525 (-485,1535)
5/26/2020 1053 1039 (764,1315) 1050 (928,1172) 869 (590,1148) 1034 (468,1599) 1045 (923,1167) 528 (-483,1540)
5/27/2020 1057 1045 (734,1357) 1058 (921,1195) 866 (578,1154) 1041 (399,1683) 1052 (915,1189) 530 (-483,1543)
5/28/2020 1061 1051 (702,1400) 1066 (914,1218) 863 (567,1160) 1045 (326,1763) 1059 (907,1211) 535 (-480,1549)
5/29/2020 1064 1057 (669,1444) 1074 (906,1241) 861 (556,1166) 1052 (250,1853) 1066 (898,1234) 539 (-477,1555)
5/30/2020 1065 1063 (636,1490) 1082 (898,1266) 858 (546,1171) 1057 (170,1943) 1073 (889,1257) 543 (-474,1559)
5/31/2020 1066 1068 (600,1536) 1090 (889,1290) 856 (536,1176) 1063 (88,2037) 1080 (879,1281) 546 (-470,1563)
6/1/2020 1066 1074 (564,1583) 1098 (880,1316) 854 (528,1180) 1067 (4,2131) 1087 (869,1305) 550 (-466,1566)
6/2/2020 1071 1079 (527,1632) 1106 (871,1342) 852 (519,1185) 1069 (-80,2219) 1094 (858,1330) 553 (-463,1569)

Table A.98 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Lebanon.

Table A.99.

Actual and Predicted Cases with 95% Confidence Intervals for Lebanon using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 902 315 (-837,1466) 891 (869,913) 859 (776,943) 844 (731,957) 878 (831,925) 891 (891,891) 904 (878,930)
5/17/2020 911 315 (-845,1475) 891 (852,930) 869 (785,952) 844 (721,967) 878 (821,935) 891 (891,891) 915 (843,988)
5/18/2020 931 315 (-862,1491) 891 (813,969) 878 (787,969) 843 (702,984) 878 (802,954) 891 (891,891) 927 (792,1062)
5/19/2020 954 315 (-881,1511) 891 (768,1014) 887 (785,989) 842 (677,1006) 878 (779,977) 891 (891,891) 938 (728,1148)
5/20/2020 961 315 (-896,1525) 891 (754,1028) 896 (789,1004) 839 (658,1021) 878 (763,993) 891 (891,891) 949 (655,1244)
5/21/2020 1024 315 (-928,1557) 891 (630,1152) 906 (769,1042) 837 (613,1060) 878 (721,1035) 891 (891,891) 961 (572,1350)
5/22/2020 1086 315 (-970,1599) 891 (509,1273) 915 (736,1094) 833 (554,1112) 886 (679,1093) 891 (891,891) 972 (480,1463)
5/23/2020 1097 315 (-1003,1633) 891 (487,1295) 924 (718,1130) 829 (509,1149) 886 (643,1129) 891 (891,891) 983 (382,1585)
5/24/2020 1114 315 (-1033,1663) 891 (454,1328) 933 (706,1161) 824 (468,1181) 886 (613,1159) 891 (891,891) 995 (275,1714)
5/25/2020 1119 315 (-1058,1687) 891 (444,1338) 942 (701,1184) 819 (433,1205) 886 (589,1183) 891 (891,891) 1006 (163,1849)
5/26/2020 1140 315 (-1082,1711) 891 (403,1379) 952 (696,1208) 813 (397,1228) 886 (566,1206) 891 (891,891) 1017 (43,1991)
5/27/2020 1161 315 (-1106,1735) 891 (362,1420) 961 (691,1231) 806 (360,1252) 886 (542,1230) 891 (891,891) 1028 (-82,2139)
5/28/2020 1168 315 (-1127,1756) 891 (348,1434) 970 (689,1251) 798 (325,1271) 886 (522,1250) 891 (891,891) 1040 (-213,2293)
5/29/2020 1172 315 (-1145,1774) 891 (340,1442) 979 (691,1268) 790 (292,1288) 886 (504,1268) 891 (891,891) 1051 (-350,2452)
5/30/2020 1191 315 (-1164,1793) 891 (303,1479) 989 (691,1286) 781 (256,1305) 886 (486,1286) 891 (891,891) 1062 (-492,2617)
5/31/2020 1220 315 (-1184,1813) 891 (246,1536) 998 (690,1306) 771 (217,1324) 886 (466,1306) 891 (891,891) 1074 (-640,2787)
6/1/2020 1233 315 (-1203,1832) 891 (221,1561) 1007 (690,1324) 760 (178,1342) 886 (446,1326) 891 (891,891) 1085 (-792,2962)
6/2/2020 1242 315 (-1221,1851) 891 (203,1579) 1016 (691,1342) 748 (139,1358) 891 (434,1348) 891 (891,891) 1096 (-950,3142)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 902 903 (879,927) 896 (881,912) 858 (773,944) 896 (886,906) 896 (881,912) 452 (-431,1334)
5/17/2020 911 913 (851,975) 901 (877,925) 861 (769,953) 904 (856,952) 901 (877,925) 455 (-434,1343)
5/18/2020 931 923 (810,1037) 906 (869,942) 864 (757,971) 905 (835,975) 905 (869,942) 457 (-445,1359)
5/19/2020 954 933 (758,1108) 910 (859,961) 866 (739,992) 909 (808,1010) 910 (859,961) 462 (-456,1380)
5/20/2020 961 943 (700,1186) 915 (847,982) 867 (727,1007) 913 (777,1050) 914 (847,982) 466 (-463,1395)
5/21/2020 1024 953 (634,1271) 920 (834,1005) 868 (690,1047) 918 (740,1095) 919 (833,1004) 468 (-489,1426)
5/22/2020 1086 962 (562,1362) 924 (819,1029) 869 (639,1100) 921 (700,1142) 923 (818,1028) 478 (-516,1472)
5/23/2020 1097 971 (485,1457) 929 (803,1055) 871 (604,1137) 924 (660,1187) 928 (801,1054) 487 (-534,1509)
5/24/2020 1114 980 (404,1557) 934 (785,1082) 871 (574,1169) 930 (613,1248) 932 (783,1081) 490 (-556,1536)
5/25/2020 1119 989 (318,1661) 939 (767,1111) 872 (552,1193) 930 (567,1292) 936 (764,1109) 485 (-583,1552)
5/26/2020 1140 998 (227,1769) 944 (747,1140) 873 (529,1217) 933 (524,1342) 941 (744,1138) 477 (-613,1568)
5/27/2020 1161 1007 (133,1881) 949 (726,1171) 874 (507,1241) 936 (479,1392) 945 (723,1168) 482 (-631,1594)
5/28/2020 1168 1016 (36,1995) 954 (704,1203) 875 (487,1262) 939 (432,1445) 950 (700,1199) 485 (-647,1616)
5/29/2020 1172 1024 (-65,2113) 959 (681,1236) 875 (471,1279) 941 (385,1498) 954 (677,1232) 488 (-660,1635)
5/30/2020 1191 1032 (-169,2234) 964 (658,1270) 876 (454,1298) 943 (337,1548) 959 (652,1265) 487 (-677,1652)
5/31/2020 1220 1041 (-275,2357) 969 (633,1305) 876 (435,1318) 948 (286,1610) 963 (627,1299) 489 (-694,1673)
6/1/2020 1233 1049 (-385,2482) 974 (607,1340) 877 (416,1338) 947 (236,1658) 968 (601,1334) 496 (-704,1696)
6/2/2020 1242 1057 (-496,2609) 979 (581,1377) 877 (399,1356) 949 (188,1710) 972 (574,1370) 500 (-716,1715)

Table A.99 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Lesotho.

Table A.100.

Actual and Predicted Cases with 95% Confidence Intervals for Lesotho using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 1 0 (-2,2) 1 (1,1) 0 (-2,2) 0 (-1,2) 1 (1,1) 1 (1,1) 1 (1,2)
5/17/2020 1 0 (-2,2) 1 (1,1) 0 (-2,2) 0 (-1,2) 1 (1,1) 1 (1,1) 1 (1,2)
5/18/2020 1 0 (-2,2) 1 (1,1) 0 (-2,2) 0 (-1,2) 1 (1,1) 1 (1,1) 1 (1,2)
5/19/2020 1 0 (-2,2) 1 (1,1) 0 (-2,2) 0 (-1,2) 1 (1,1) 1 (1,1) 2 (1,2)
5/20/2020 1 0 (-2,2) 1 (1,1) 0 (-2,2) 1 (-1,2) 1 (1,1) 1 (1,1) 2 (1,2)
5/21/2020 1 0 (-2,2) 1 (1,1) 0 (-2,2) 1 (0,2) 1 (1,1) 1 (1,1) 2 (1,3)
5/22/2020 2 0 (-2,2) 1 (-1,3) 0 (-2,2) 1 (-1,2) 1 (0,2) 1 (1,1) 2 (1,3)
5/23/2020 2 0 (-3,3) 1 (-1,3) 0 (-2,3) 1 (-1,2) 1 (0,2) 1 (1,1) 2 (1,3)
5/24/2020 2 0 (-3,3) 1 (-1,3) 0 (-2,3) 1 (-1,2) 1 (0,2) 1 (1,1) 2 (1,3)
5/25/2020 2 0 (-3,3) 1 (-1,3) 0 (-3,3) 1 (-1,3) 1 (0,2) 1 (1,1) 2 (1,3)
5/26/2020 2 0 (-3,3) 1 (-1,3) 0 (-3,3) 1 (-1,3) 1 (0,2) 1 (1,1) 3 (2,4)
5/27/2020 2 0 (-3,3) 1 (-1,3) 0 (-3,3) 1 (-1,3) 1 (0,2) 1 (1,1) 3 (2,4)
5/28/2020 2 0 (-3,3) 1 (-1,3) 0 (-3,3) 1 (-1,3) 1 (0,2) 1 (1,1) 3 (2,4)
5/29/2020 2 0 (-3,3) 1 (-1,3) 0 (-3,3) 1 (-1,3) 1 (0,2) 1 (1,1) 3 (2,4)
5/30/2020 2 0 (-3,3) 1 (-1,3) 0 (-3,3) 1 (-1,3) 1 (-1,3) 1 (1,1) 3 (2,4)
5/31/2020 2 0 (-3,3) 1 (-1,3) 0 (-3,3) 1 (-1,3) 1 (-1,3) 1 (1,1) 3 (2,5)
6/1/2020 2 0 (-3,3) 1 (-1,3) 0 (-3,3) 1 (-1,3) 1 (-1,3) 1 (1,1) 3 (2,5)
6/2/2020 2 0 (-3,3) 1 (-1,3) 0 (-3,3) 1 (-1,3) 1 (-1,3) 1 (1,1) 4 (2,5)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 1 1 (1,1) 1 (1,1) 2 (0,4) 1 (1,1) 1 (1,1) 1 (1,1)
5/17/2020 1 1 (1,1) 1 (1,1) 5 (-1,12) 1 (1,1) 1 (1,1) 1 (0,1)
5/18/2020 1 1 (1,1) 1 (1,1) 19 (-2,40) 1 (1,1) 1 (1,2) 1 (0,1)
5/19/2020 1 1 (1,1) 1 (1,1) 69 (0,139) 1 (1,1) 1 (1,2) 1 (0,1)
5/20/2020 1 1 (1,1) 1 (1,2) 247 (23,472) 1 (1,1) 1 (1,2) 1 (0,1)
5/21/2020 1 1 (1,1) 1 (1,2) 881 (148,1615) 1 (1,1) 1 (1,2) 1 (0,1)
5/22/2020 2 1 (1,1) 1 (1,2) 3138 (718,5559) 1 (1,1) 1 (1,2) 1 (-1,2)
5/23/2020 2 1 (1,1) 1 (1,2) 11174 (3108,19241) 1 (1,1) 1 (1,2) 1 (-1,2)
5/24/2020 2 1 (1,1) 1 (1,2) 39788 (12705,66872) 1 (1,1) 2 (1,2) 1 (-1,2)
5/25/2020 2 1 (1,1) 1 (1,2) 141679 (50185,233174) 1 (1,1) 2 (1,2) 1 (-1,2)
5/26/2020 2 1 (1,1) 1 (1,2) 504504 (193862,815147) 1 (1,1) 2 (1,2) 1 (-1,2)
5/27/2020 2 1 (1,1) 1 (1,2) 1796507 (737420,2855594) 1 (1,1) 2 (1,3) 1 (-1,3)
5/28/2020 2 1 (1,1) 1 (1,2) 6397285 (2773874,10020695) 1 (1,1) 2 (1,3) 1 (-1,3)
5/29/2020 2 1 (1,2) 2 (1,2) 22780538 (10347036,35214040) 1 (1,1) 2 (1,3) 1 (-1,3)
5/30/2020 2 1 (1,2) 2 (1,2) 81120992 (38346874,123895110) 1 (1,1) 2 (1,3) 1 (-1,3)
5/31/2020 2 1 (1,2) 2 (1,2) 288870304 (141389219,436351389) 1 (1,1) 2 (1,3) 1 (-1,3)
6/1/2020 2 1 (1,2) 2 (1,2) 1028532224 (519094420,1537970028) 1 (1,1) 2 (1,3) 1 (-1,3)
6/2/2020 2 1 (1,2) 2 (1,2) 3662510848 (1899572575,5425449121) 1 (1,1) 2 (1,3) 1 (-1,3)

Table A.100 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Liberia.

Table A.101.

Actual and Predicted Cases with 95% Confidence Intervals for Liberia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 223 43 (-310,396) 219 (211,227) 141 (-19,301) 265 (182,349) 199 (152,246) 219 (219,219) 223 (215,231)
5/17/2020 226 43 (-313,399) 219 (205,233) 143 (-18,304) 275 (185,365) 199 (149,249) 219 (219,219) 227 (213,240)
5/18/2020 229 43 (-316,402) 219 (199,239) 145 (-18,307) 285 (188,381) 199 (146,252) 219 (219,219) 231 (210,252)
5/19/2020 233 43 (-320,405) 219 (192,246) 146 (-18,311) 295 (191,398) 199 (142,256) 219 (219,219) 235 (205,264)
5/20/2020 238 43 (-324,409) 219 (182,256) 148 (-19,315) 305 (195,414) 199 (138,260) 219 (219,219) 238 (199,277)
5/21/2020 240 43 (-327,413) 219 (178,260) 150 (-19,318) 315 (199,432) 199 (134,264) 219 (219,219) 242 (193,292)
5/22/2020 249 43 (-332,418) 219 (160,278) 151 (-21,323) 326 (204,448) 199 (128,270) 219 (219,219) 246 (185,307)
5/23/2020 255 43 (-337,423) 219 (148,290) 153 (-23,329) 337 (209,464) 199 (122,276) 219 (219,219) 250 (177,323)
5/24/2020 265 43 (-344,430) 219 (129,309) 155 (-26,335) 348 (216,480) 199 (115,283) 219 (219,219) 254 (168,339)
5/25/2020 265 43 (-349,435) 219 (129,309) 156 (-28,341) 359 (221,497) 199 (109,289) 219 (219,219) 258 (159,357)
5/26/2020 266 43 (-353,439) 219 (127,311) 158 (-29,345) 371 (225,516) 199 (105,293) 219 (219,219) 262 (149,375)
5/27/2020 266 43 (-357,443) 219 (127,311) 160 (-29,348) 383 (229,537) 199 (101,297) 219 (219,219) 265 (138,393)
5/28/2020 269 43 (-360,446) 219 (121,317) 161 (-29,352) 395 (232,558) 199 (98,300) 219 (219,219) 269 (126,412)
5/29/2020 273 43 (-364,450) 219 (113,325) 163 (-29,356) 407 (235,579) 199 (94,304) 219 (219,219) 273 (114,432)
5/30/2020 280 43 (-368,454) 219 (99,339) 165 (-30,360) 419 (239,600) 199 (89,309) 219 (219,219) 277 (102,452)
5/31/2020 288 43 (-373,459) 219 (84,354) 166 (-32,364) 432 (244,621) 199 (84,314) 219 (219,219) 281 (89,473)
6/1/2020 296 43 (-378,464) 219 (68,370) 168 (-33,369) 445 (249,641) 199 (79,319) 219 (219,219) 285 (75,494)
6/2/2020 311 43 (-385,470) 219 (39,399) 170 (-37,376) 458 (256,661) 199 (71,327) 219 (219,219) 289 (61,516)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 223 223 (215,230) 224 (217,231) 197 (146,248) 223 (215,231) 223 (216,230) 113 (-102,328)
5/17/2020 226 227 (214,239) 228 (219,237) 196 (141,251) 227 (214,239) 227 (218,236) 116 (-100,331)
5/18/2020 229 230 (211,250) 233 (222,243) 195 (136,254) 231 (212,250) 231 (220,242) 118 (-98,334)
5/19/2020 233 234 (207,261) 237 (224,250) 193 (128,258) 234 (209,260) 235 (222,248) 120 (-97,338)
5/20/2020 238 237 (201,273) 241 (226,257) 191 (120,262) 238 (205,271) 239 (223,255) 122 (-97,342)
5/21/2020 240 241 (196,287) 246 (228,264) 189 (112,266) 240 (200,281) 243 (225,261) 125 (-95,345)
5/22/2020 249 245 (189,300) 251 (231,271) 187 (102,271) 246 (195,296) 247 (226,268) 127 (-96,350)
5/23/2020 255 248 (182,315) 255 (233,278) 185 (92,278) 249 (189,309) 251 (227,274) 130 (-96,356)
5/24/2020 265 252 (174,330) 260 (235,285) 183 (80,286) 252 (182,323) 255 (228,281) 133 (-97,363)
5/25/2020 265 255 (166,345) 264 (237,292) 181 (71,291) 257 (175,338) 259 (229,288) 136 (-96,369)
5/26/2020 266 259 (157,361) 269 (239,300) 179 (62,296) 260 (167,353) 262 (230,295) 137 (-97,371)
5/27/2020 266 262 (147,377) 274 (241,307) 178 (55,300) 263 (158,368) 266 (231,302) 139 (-96,374)
5/28/2020 269 266 (137,394) 279 (242,315) 176 (48,304) 266 (149,382) 270 (232,309) 140 (-97,376)
5/29/2020 273 269 (127,411) 284 (244,323) 175 (41,309) 271 (141,401) 274 (232,316) 142 (-96,381)
5/30/2020 280 273 (116,429) 288 (246,331) 174 (33,314) 274 (131,417) 278 (233,324) 145 (-95,385)
5/31/2020 288 276 (105,447) 293 (248,339) 172 (25,319) 277 (121,433) 282 (233,331) 149 (-93,391)
6/1/2020 296 279 (93,466) 298 (249,347) 171 (17,326) 281 (111,451) 286 (234,338) 152 (-92,397)
6/2/2020 311 283 (81,484) 303 (251,356) 170 (7,334) 284 (100,469) 290 (234,346) 156 (-93,404)

Table A.101 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Libya.

Table A.102.

Actual and Predicted Cases with 95% Confidence Intervals for Libya using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 65 19 (-72,109) 64 (62,66) 59 (46,71) 82 (49,114) 64 (62,66) 64 (64,64) 64 (64,64)
5/17/2020 65 19 (-72,109) 64 (62,66) 59 (47,71) 83 (49,117) 64 (62,66) 64 (64,64) 64 (64,64)
5/18/2020 65 19 (-72,109) 64 (62,66) 60 (49,71) 85 (49,121) 64 (62,66) 64 (64,64) 64 (64,64)
5/19/2020 68 19 (-73,111) 64 (56,72) 61 (48,73) 87 (51,122) 64 (60,68) 64 (64,64) 64 (64,65)
5/20/2020 69 19 (-74,112) 64 (54,74) 61 (48,74) 88 (52,124) 64 (58,70) 64 (64,64) 64 (64,65)
5/21/2020 71 19 (-76,114) 64 (50,78) 62 (48,76) 90 (53,126) 64 (56,72) 64 (64,64) 64 (64,65)
5/22/2020 72 19 (-77,115) 64 (48,80) 63 (48,77) 92 (55,128) 64 (55,73) 64 (64,64) 64 (64,65)
5/23/2020 75 19 (-79,117) 64 (42,86) 63 (47,79) 93 (57,130) 64 (52,76) 64 (64,64) 64 (64,65)
5/24/2020 75 19 (-81,118) 64 (42,86) 64 (47,81) 95 (58,132) 64 (51,77) 64 (64,64) 65 (64,65)
5/25/2020 75 19 (-82,119) 64 (42,86) 65 (48,82) 97 (59,134) 64 (50,78) 64 (64,64) 65 (64,65)
5/26/2020 77 19 (-83,121) 64 (39,89) 65 (48,83) 98 (60,136) 64 (48,80) 64 (64,64) 65 (64,65)
5/27/2020 99 19 (-89,126) 64 (-5,133) 66 (41,91) 100 (64,136) 64 (39,89) 64 (64,64) 65 (64,65)
5/28/2020 105 19 (-95,132) 64 (-16,144) 67 (35,99) 102 (67,137) 64 (31,97) 64 (64,64) 65 (64,65)
5/29/2020 118 19 (-102,140) 64 (-42,170) 67 (27,108) 103 (69,138) 64 (22,106) 64 (64,64) 65 (64,65)
5/30/2020 130 19 (-111,149) 64 (-65,193) 68 (18,118) 105 (70,141) 64 (11,117) 64 (64,64) 65 (64,65)
5/31/2020 156 19 (-124,161) 64 (-116,244) 69 (4,133) 107 (65,149) 64 (-4,132) 64 (64,64) 65 (64,65)
6/1/2020 168 19 (-136,174) 64 (-140,268) 69 (-9,148) 109 (59,158) 64 (-19,147) 64 (64,64) 65 (64,66)
6/2/2020 182 19 (-150,188) 64 (-167,295) 70 (-22,162) 110 (52,169) 64 (-33,161) 64 (64,64) 65 (64,66)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 65 64 (64,64) 64 (61,68) 64 (63,66) 64 (64,64) 64 (61,68) 32 (-32,97)
5/17/2020 65 64 (64,64) 65 (59,70) 64 (63,66) 64 (64,64) 65 (59,70) 33 (-31,97)
5/18/2020 65 64 (64,64) 65 (58,73) 64 (63,66) 64 (64,64) 65 (57,73) 33 (-31,96)
5/19/2020 68 64 (64,64) 66 (56,75) 64 (60,68) 64 (64,64) 65 (56,75) 33 (-32,98)
5/20/2020 69 64 (64,64) 66 (55,77) 64 (59,70) 64 (64,64) 66 (55,77) 34 (-32,99)
5/21/2020 71 64 (64,64) 67 (54,79) 64 (57,72) 64 (64,64) 66 (54,79) 34 (-33,101)
5/22/2020 72 64 (64,64) 67 (53,81) 64 (56,73) 64 (64,65) 67 (52,81) 35 (-33,103)
5/23/2020 75 64 (64,64) 67 (52,83) 64 (53,75) 64 (64,65) 67 (51,83) 34 (-35,104)
5/24/2020 75 64 (64,64) 68 (51,85) 64 (52,77) 64 (64,65) 67 (50,84) 35 (-36,106)
5/25/2020 75 64 (64,64) 68 (50,87) 64 (51,78) 64 (64,65) 68 (49,86) 35 (-37,106)
5/26/2020 77 64 (64,64) 69 (49,89) 64 (49,79) 64 (64,65) 68 (48,88) 35 (-38,107)
5/27/2020 99 64 (64,64) 69 (47,91) 64 (40,89) 64 (64,65) 68 (46,91) 35 (-43,113)
5/28/2020 105 64 (64,64) 70 (46,93) 64 (32,96) 64 (64,65) 69 (45,93) 39 (-44,123)
5/29/2020 118 64 (64,64) 70 (45,96) 64 (23,106) 64 (64,65) 69 (44,95) 41 (-49,131)
5/30/2020 130 64 (64,64) 71 (44,98) 64 (12,117) 64 (64,65) 69 (42,97) 43 (-54,140)
5/31/2020 156 64 (64,64) 71 (43,100) 64 (-3,132) 65 (64,65) 70 (41,99) 41 (-69,151)
6/1/2020 168 64 (64,64) 72 (41,102) 64 (-18,146) 65 (64,65) 70 (39,101) 45 (-76,167)
6/2/2020 182 64 (64,64) 72 (40,104) 64 (-32,161) 65 (64,65) 71 (38,103) 45 (-89,179)

Table A.102 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Liechtenstein.

Table A.103.

Actual and Predicted Cases with 95% Confidence Intervals for Liechtenstein using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 82 37 (-50,125) 82 (82,82) 99 (66,131) 72 (52,92) 82 (82,82) 82 (82,82) 82 (82,82)
5/17/2020 82 37 (-50,125) 82 (82,82) 100 (66,133) 70 (48,92) 82 (82,82) 82 (82,82) 82 (82,82)
5/18/2020 82 37 (-50,125) 82 (82,82) 101 (66,135) 68 (44,92) 82 (82,82) 82 (82,82) 82 (82,82)
5/19/2020 82 37 (-50,125) 82 (82,82) 102 (66,137) 66 (39,92) 82 (82,82) 82 (82,82) 82 (82,82)
5/20/2020 82 37 (-50,125) 82 (82,82) 103 (66,139) 63 (35,92) 82 (82,82) 82 (82,82) 82 (82,82)
5/21/2020 82 37 (-50,125) 82 (82,82) 104 (66,141) 61 (29,92) 82 (82,82) 82 (82,82) 82 (82,82)
5/22/2020 82 37 (-50,125) 82 (82,82) 105 (66,144) 58 (24,92) 82 (82,82) 82 (82,82) 82 (82,82)
5/23/2020 82 37 (-50,125) 82 (82,82) 106 (66,146) 55 (18,92) 82 (82,82) 82 (82,82) 82 (82,82)
5/24/2020 82 37 (-50,125) 82 (82,82) 107 (66,148) 52 (12,92) 82 (82,82) 82 (82,82) 82 (82,82)
5/25/2020 82 37 (-50,125) 82 (82,82) 108 (66,150) 49 (6,92) 82 (82,82) 82 (82,82) 82 (82,82)
5/26/2020 82 37 (-50,125) 82 (82,82) 109 (66,152) 46 (-1,92) 82 (82,82) 82 (82,82) 82 (82,82)
5/27/2020 82 37 (-50,125) 82 (82,82) 110 (66,154) 42 (-7,92) 82 (82,82) 82 (82,82) 82 (82,82)
5/28/2020 82 37 (-50,125) 82 (82,82) 111 (66,156) 39 (-15,92) 82 (82,82) 82 (82,82) 82 (82,82)
5/29/2020 82 37 (-50,125) 82 (82,82) 112 (66,159) 35 (-22,92) 82 (82,82) 82 (82,82) 82 (82,82)
5/30/2020 82 37 (-50,125) 82 (82,82) 113 (66,161) 31 (-30,92) 82 (82,82) 82 (82,82) 82 (82,82)
5/31/2020 82 37 (-50,125) 82 (82,82) 114 (65,163) 27 (-38,92) 82 (82,82) 82 (82,82) 82 (82,82)
6/1/2020 82 37 (-50,125) 82 (82,82) 115 (65,165) 22 (-46,91) 82 (82,82) 82 (82,82) 82 (82,82)
6/2/2020 82 37 (-50,125) 82 (82,82) 116 (65,167) 18 (-55,91) 82 (82,82) 82 (82,82) 82 (82,82)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 82 82 (82,82) 82 (77,87) 84 (80,88) 82 (82,82) 82 (77,87) 41 (-39,121)
5/17/2020 82 82 (82,82) 82 (75,89) 84 (80,89) 81 (81,82) 82 (75,89) 41 (-39,121)
5/18/2020 82 82 (82,82) 82 (73,91) 85 (80,90) 82 (82,82) 82 (73,91) 41 (-39,121)
5/19/2020 82 82 (82,82) 82 (71,93) 85 (80,90) 82 (82,82) 82 (71,93) 41 (-39,121)
5/20/2020 82 82 (82,82) 82 (68,96) 85 (80,91) 83 (82,83) 82 (68,96) 41 (-39,121)
5/21/2020 82 82 (82,82) 82 (66,98) 86 (80,92) 83 (82,83) 82 (66,98) 41 (-39,121)
5/22/2020 82 82 (82,82) 82 (63,101) 86 (80,92) 82 (82,82) 82 (63,101) 41 (-39,121)
5/23/2020 82 82 (82,82) 82 (60,104) 86 (80,93) 82 (82,82) 82 (60,103) 41 (-39,121)
5/24/2020 82 82 (82,82) 82 (58,106) 87 (80,93) 82 (81,82) 82 (58,106) 41 (-39,121)
5/25/2020 82 82 (82,82) 82 (55,109) 87 (80,94) 82 (82,82) 82 (55,109) 41 (-39,121)
5/26/2020 82 82 (82,82) 82 (52,112) 87 (80,95) 82 (82,82) 82 (52,112) 41 (-39,121)
5/27/2020 82 82 (82,82) 82 (49,115) 87 (80,95) 83 (82,83) 82 (49,115) 41 (-39,121)
5/28/2020 82 82 (82,82) 82 (45,119) 87 (79,95) 83 (82,83) 82 (45,119) 41 (-39,121)
5/29/2020 82 82 (82,82) 82 (42,122) 88 (79,96) 82 (82,82) 82 (42,122) 41 (-39,121)
5/30/2020 82 82 (82,82) 82 (39,125) 88 (79,96) 82 (82,83) 82 (39,125) 41 (-39,121)
5/31/2020 82 82 (82,82) 82 (35,129) 88 (79,97) 82 (81,82) 82 (35,129) 41 (-39,121)
6/1/2020 82 82 (82,82) 82 (31,133) 88 (79,97) 82 (82,83) 82 (31,133) 41 (-39,121)
6/2/2020 82 82 (82,82) 82 (28,136) 88 (79,97) 82 (82,83) 82 (28,136) 41 (-39,121)

Table A.103 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Lithuania.

Table A.104.

Actual and Predicted Cases with 95% Confidence Intervals for Lithuania using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 1534 512 (-1491,2515) 1523 (1501,1545) 1493 (1412,1573) 1660 (1413,1907) 1523 (1501,1545) 1523 (1523,1523) 1533 (1514,1552)
5/17/2020 1541 512 (-1497,2522) 1523 (1488,1558) 1510 (1438,1581) 1671 (1420,1921) 1523 (1494,1552) 1523 (1523,1523) 1543 (1493,1592)
5/18/2020 1547 512 (-1504,2528) 1523 (1476,1570) 1526 (1463,1589) 1681 (1426,1935) 1523 (1487,1559) 1523 (1523,1523) 1553 (1462,1644)
5/19/2020 1562 512 (-1514,2539) 1523 (1447,1599) 1543 (1485,1601) 1690 (1436,1943) 1523 (1474,1572) 1523 (1523,1523) 1563 (1422,1704)
5/20/2020 1577 512 (-1526,2551) 1523 (1417,1629) 1559 (1505,1613) 1698 (1448,1948) 1523 (1458,1588) 1523 (1523,1523) 1573 (1376,1770)
5/21/2020 1593 512 (-1540,2564) 1523 (1386,1660) 1576 (1525,1627) 1705 (1460,1951) 1523 (1442,1604) 1523 (1523,1523) 1583 (1324,1842)
5/22/2020 1604 512 (-1553,2577) 1523 (1364,1682) 1593 (1545,1641) 1712 (1471,1952) 1523 (1427,1619) 1523 (1523,1523) 1593 (1266,1920)
5/23/2020 1616 512 (-1565,2590) 1523 (1341,1705) 1609 (1564,1654) 1717 (1481,1953) 1523 (1412,1634) 1523 (1523,1523) 1603 (1204,2002)
5/24/2020 1623 512 (-1577,2601) 1523 (1327,1719) 1626 (1583,1669) 1722 (1490,1953) 1523 (1400,1646) 1523 (1523,1523) 1613 (1136,2090)
5/25/2020 1635 512 (-1588,2612) 1523 (1303,1743) 1642 (1602,1683) 1725 (1499,1952) 1523 (1387,1659) 1523 (1523,1523) 1623 (1065,2181)
5/26/2020 1639 512 (-1598,2623) 1523 (1296,1750) 1659 (1618,1700) 1728 (1506,1950) 1523 (1376,1670) 1523 (1523,1523) 1633 (989,2277)
5/27/2020 1647 512 (-1608,2632) 1523 (1280,1766) 1676 (1634,1718) 1730 (1512,1948) 1523 (1366,1680) 1523 (1523,1523) 1643 (909,2377)
5/28/2020 1656 512 (-1618,2642) 1523 (1262,1784) 1692 (1647,1737) 1730 (1517,1944) 1523 (1356,1690) 1523 (1523,1523) 1653 (825,2481)
5/29/2020 1662 512 (-1627,2651) 1523 (1251,1795) 1709 (1659,1759) 1730 (1521,1938) 1523 (1346,1700) 1523 (1523,1523) 1663 (738,2589)
5/30/2020 1670 512 (-1636,2660) 1523 (1235,1811) 1726 (1670,1781) 1728 (1525,1932) 1523 (1337,1709) 1523 (1523,1523) 1673 (647,2700)
5/31/2020 1675 512 (-1644,2668) 1523 (1225,1821) 1742 (1679,1806) 1726 (1527,1924) 1523 (1328,1718) 1523 (1523,1523) 1683 (552,2814)
6/1/2020 1678 512 (-1652,2676) 1523 (1219,1827) 1759 (1686,1831) 1722 (1528,1916) 1523 (1320,1726) 1523 (1523,1523) 1693 (455,2932)
6/2/2020 1682 512 (-1659,2684) 1523 (1211,1835) 1775 (1693,1858) 1717 (1528,1906) 1523 (1312,1734) 1523 (1523,1523) 1703 (354,3053)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 1534 1532 (1515,1548) 1534 (1499,1568) 1496 (1422,1570) 1537 (1509,1566) 1533 (1499,1567) 772 (-721,2265)
5/17/2020 1541 1540 (1499,1582) 1544 (1489,1599) 1498 (1418,1577) 1552 (1363,1741) 1544 (1489,1599) 777 (-718,2272)
5/18/2020 1547 1549 (1476,1623) 1555 (1478,1632) 1499 (1415,1584) 1558 (1245,1870) 1554 (1477,1631) 783 (-714,2279)
5/19/2020 1562 1558 (1446,1669) 1566 (1465,1667) 1501 (1406,1595) 1556 (1168,1944) 1564 (1464,1665) 787 (-715,2289)
5/20/2020 1577 1566 (1412,1720) 1577 (1451,1703) 1502 (1395,1609) 1565 (1056,2074) 1575 (1448,1701) 793 (-716,2302)
5/21/2020 1593 1574 (1374,1775) 1588 (1435,1741) 1503 (1382,1625) 1573 (913,2234) 1585 (1432,1738) 800 (-716,2317)
5/22/2020 1604 1582 (1332,1832) 1599 (1418,1781) 1504 (1369,1639) 1581 (749,2413) 1595 (1413,1778) 807 (-716,2330)
5/23/2020 1616 1590 (1287,1893) 1611 (1399,1823) 1505 (1357,1653) 1593 (544,2643) 1606 (1394,1818) 812 (-717,2342)
5/24/2020 1623 1598 (1239,1956) 1622 (1379,1866) 1506 (1347,1665) 1606 (300,2912) 1616 (1372,1860) 818 (-718,2353)
5/25/2020 1635 1605 (1189,2021) 1634 (1357,1910) 1507 (1336,1677) 1609 (70,3148) 1627 (1350,1903) 822 (-719,2363)
5/26/2020 1639 1612 (1137,2088) 1645 (1335,1956) 1507 (1327,1687) 1605 (-117,3328) 1637 (1326,1948) 828 (-718,2373)
5/27/2020 1647 1620 (1082,2157) 1657 (1311,2003) 1508 (1318,1697) 1612 (-308,3533) 1647 (1301,1994) 832 (-718,2382)
5/28/2020 1656 1627 (1025,2228) 1669 (1286,2052) 1508 (1309,1708) 1619 (-510,3747) 1658 (1274,2041) 838 (-716,2392)
5/29/2020 1662 1633 (967,2300) 1681 (1260,2102) 1509 (1301,1717) 1624 (-720,3969) 1668 (1246,2090) 844 (-714,2401)
5/30/2020 1670 1640 (907,2373) 1693 (1232,2153) 1509 (1292,1726) 1635 (-954,4224) 1678 (1217,2139) 850 (-711,2411)
5/31/2020 1675 1647 (845,2448) 1705 (1204,2205) 1510 (1285,1735) 1646 (-1215,4506) 1689 (1187,2190) 856 (-708,2420)
6/1/2020 1678 1653 (782,2524) 1717 (1175,2259) 1510 (1278,1742) 1647 (-1468,4763) 1699 (1156,2242) 862 (-704,2428)
6/2/2020 1682 1659 (718,2600) 1729 (1145,2314) 1510 (1271,1750) 1642 (-1688,4972) 1710 (1124,2295) 867 (-700,2435)

Table A.104 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Luxembourg.

Table A.105.

Actual and Predicted Cases with 95% Confidence Intervals for Luxembourg using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 3930 1517 (-3211,6246) 3923 (3909,3937) 4246 (3627,4865) 3971 (3890,4052) 3923 (3909,3937) 3923 (3923,3923) 3932 (3915,3949)
5/17/2020 3945 1517 (-3226,6261) 3923 (3880,3966) 4292 (3642,4942) 3947 (3890,4004) 3923 (3891,3955) 3923 (3923,3923) 3941 (3899,3982)
5/18/2020 3947 1517 (-3232,6267) 3923 (3876,3970) 4338 (3647,5030) 3918 (3862,3975) 3923 (3885,3961) 3923 (3923,3923) 3949 (3875,4024)
5/19/2020 3958 1517 (-3241,6276) 3923 (3854,3992) 4384 (3654,5115) 3886 (3800,3972) 3923 (3876,3970) 3923 (3923,3923) 3958 (3844,4072)
5/20/2020 3971 1517 (-3251,6286) 3923 (3829,4017) 4431 (3663,5198) 3849 (3717,3981) 3923 (3863,3983) 3923 (3923,3923) 3967 (3808,4126)
5/21/2020 3980 1517 (-3261,6296) 3923 (3811,4035) 4477 (3671,5282) 3808 (3625,3991) 3923 (3852,3994) 3923 (3923,3923) 3976 (3767,4184)
5/22/2020 3981 1517 (-3268,6303) 3923 (3809,4037) 4523 (3676,5370) 3762 (3528,3997) 3923 (3844,4002) 3923 (3923,3923) 3984 (3723,4246)
5/23/2020 3990 1517 (-3276,6310) 3923 (3792,4054) 4569 (3681,5458) 3712 (3420,4004) 3923 (3836,4010) 3923 (3923,3923) 3993 (3674,4312)
5/24/2020 3992 1517 (-3282,6317) 3923 (3788,4058) 4616 (3684,5547) 3658 (3306,4009) 3923 (3829,4017) 3923 (3923,3923) 4002 (3621,4382)
5/25/2020 3993 1517 (-3287,6322) 3923 (3786,4060) 4662 (3686,5638) 3598 (3185,4012) 3923 (3824,4022) 3923 (3923,3923) 4011 (3565,4456)
5/26/2020 3995 1517 (-3292,6327) 3923 (3782,4064) 4708 (3687,5730) 3534 (3055,4013) 3923 (3820,4026) 3923 (3923,3923) 4019 (3506,4533)
5/27/2020 4001 1517 (-3297,6332) 3923 (3770,4076) 4754 (3687,5821) 3465 (2916,4015) 3923 (3815,4031) 3923 (3923,3923) 4028 (3444,4612)
5/28/2020 4008 1517 (-3302,6337) 3923 (3756,4090) 4801 (3689,5913) 3392 (2766,4017) 3923 (3809,4037) 3923 (3923,3923) 4037 (3378,4695)
5/29/2020 4012 1517 (-3307,6342) 3923 (3749,4097) 4847 (3690,6004) 3313 (2608,4018) 3923 (3804,4042) 3923 (3923,3923) 4046 (3310,4781)
5/30/2020 4016 1517 (-3312,6347) 3923 (3741,4105) 4893 (3690,6096) 3229 (2440,4018) 3923 (3799,4047) 3923 (3923,3923) 4054 (3239,4870)
5/31/2020 4018 1517 (-3317,6351) 3923 (3737,4109) 4939 (3690,6189) 3140 (2264,4017) 3923 (3794,4052) 3923 (3923,3923) 4063 (3165,4961)
6/1/2020 4019 1517 (-3321,6355) 3923 (3735,4111) 4986 (3690,6282) 3046 (2078,4014) 3923 (3790,4056) 3923 (3923,3923) 4072 (3089,5055)
6/2/2020 4020 1517 (-3324,6359) 3923 (3733,4113) 5032 (3688,6375) 2947 (1883,4010) 3923 (3786,4060) 3923 (3923,3923) 4081 (3010,5151)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 3930 3931 (3916,3945) 3932 (3876,3988) 3528 (2741,4316) 3931 (3915,3948) 3932 (3876,3988) 1971 (-1869,5811)
5/17/2020 3945 3938 (3905,3971) 3943 (3836,4049) 3483 (2635,4331) 3928 (3910,3946) 3942 (3836,4048) 1976 (-1874,5826)
5/18/2020 3947 3945 (3888,4003) 3952 (3802,4102) 3445 (2549,4341) 3927 (3903,3951) 3951 (3801,4101) 1981 (-1870,5832)
5/19/2020 3958 3953 (3867,4039) 3961 (3755,4167) 3409 (2465,4353) 3957 (3750,4165) 3960 (3754,4166) 1985 (-1871,5840)
5/20/2020 3971 3960 (3842,4078) 3971 (3699,4244) 3376 (2384,4369) 3969 (3611,4327) 3970 (3697,4242) 1990 (-1870,5851)
5/21/2020 3980 3967 (3814,4120) 3981 (3641,4322) 3346 (2308,4384) 3970 (3502,4439) 3979 (3638,4320) 1995 (-1871,5861)
5/22/2020 3981 3973 (3783,4164) 3991 (3578,4404) 3319 (2240,4398) 3974 (3402,4547) 3988 (3575,4402) 2001 (-1867,5869)
5/23/2020 3990 3980 (3750,4210) 4001 (3509,4494) 3294 (2175,4413) 3980 (3298,4662) 3998 (3505,4490) 2004 (-1866,5875)
5/24/2020 3992 3987 (3716,4258) 4011 (3436,4587) 3272 (2117,4427) 3974 (3217,4731) 4007 (3431,4583) 2009 (-1864,5881)
5/25/2020 3993 3993 (3679,4307) 4021 (3359,4684) 3251 (2063,4440) 3971 (3155,4787) 4016 (3354,4679) 2013 (-1861,5886)
5/26/2020 3995 3999 (3640,4358) 4032 (3278,4785) 3233 (2014,4452) 3999 (3037,4960) 4026 (3272,4779) 2018 (-1856,5892)
5/27/2020 4001 4005 (3600,4410) 4042 (3193,4891) 3217 (1968,4465) 4008 (2886,5130) 4035 (3186,4884) 2022 (-1852,5896)
5/28/2020 4008 4011 (3559,4463) 4053 (3105,5000) 3202 (1925,4479) 4008 (2748,5268) 4044 (3096,4992) 2028 (-1847,5902)
5/29/2020 4012 4017 (3516,4518) 4063 (3013,5113) 3189 (1885,4493) 4009 (2620,5399) 4054 (3003,5104) 2034 (-1841,5909)
5/30/2020 4016 4022 (3472,4573) 4074 (2918,5230) 3177 (1848,4507) 4013 (2493,5533) 4063 (2907,5219) 2040 (-1835,5914)
5/31/2020 4018 4028 (3427,4629) 4084 (2819,5349) 3167 (1813,4520) 4006 (2386,5625) 4072 (2807,5337) 2045 (-1830,5919)
6/1/2020 4019 4033 (3381,4686) 4095 (2718,5472) 3157 (1782,4532) 4001 (2299,5702) 4082 (2704,5459) 2049 (-1824,5923)
6/2/2020 4020 4039 (3334,4744) 4106 (2613,5599) 3148 (1752,4544) 4027 (2181,5873) 4091 (2598,5584) 2054 (-1818,5927)

Table A.105 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Madagascar.

Table A.106.

Actual and Predicted Cases with 95% Confidence Intervals for Madagascar using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 283 53 (-397,504) 238 (150,326) 161 (-79,400) 226 (115,337) 193 (17,369) 238 (238,238) 246 (230,263)
5/17/2020 304 53 (-418,525) 238 (109,367) 163 (-97,422) 231 (104,359) 193 (-5,391) 238 (238,238) 255 (215,296)
5/18/2020 322 53 (-438,544) 238 (73,403) 164 (-112,441) 236 (94,379) 193 (-25,411) 238 (238,238) 264 (191,338)
5/19/2020 326 53 (-449,555) 238 (66,410) 166 (-120,453) 242 (93,390) 193 (-36,422) 238 (238,238) 274 (161,386)
5/20/2020 371 53 (-475,582) 238 (-23,499) 168 (-144,480) 247 (75,418) 193 (-65,451) 238 (238,238) 283 (126,439)
5/21/2020 405 53 (-505,612) 238 (-89,565) 170 (-171,511) 252 (53,451) 193 (-97,483) 238 (238,238) 292 (86,497)
5/22/2020 448 53 (-541,647) 238 (-174,650) 172 (-205,548) 257 (25,489) 193 (-135,521) 238 (238,238) 301 (42,559)
5/23/2020 488 53 (-579,685) 238 (-252,728) 173 (-241,588) 263 (-5,530) 193 (-176,562) 238 (238,238) 310 (-6,625)
5/24/2020 527 53 (-619,725) 238 (-328,804) 175 (-278,628) 268 (-36,572) 193 (-218,604) 238 (238,238) 319 (-57,695)
5/25/2020 542 53 (-652,759) 238 (-358,834) 177 (-309,663) 273 (-59,606) 193 (-253,639) 238 (238,238) 328 (-112,768)
5/26/2020 586 53 (-690,796) 238 (-444,920) 179 (-343,701) 279 (-87,644) 193 (-291,677) 238 (238,238) 337 (-171,844)
5/27/2020 612 53 (-725,831) 238 (-495,971) 181 (-375,737) 284 (-112,680) 193 (-328,714) 238 (238,238) 346 (-232,923)
5/28/2020 656 53 (-763,870) 238 (-581,1057) 183 (-410,776) 290 (-140,719) 193 (-367,753) 238 (238,238) 355 (-297,1006)
5/29/2020 698 53 (-803,909) 238 (-664,1140) 184 (-447,816) 295 (-169,760) 193 (-408,794) 238 (238,238) 364 (-364,1091)
5/30/2020 758 53 (-848,954) 238 (-781,1257) 186 (-489,862) 301 (-204,806) 193 (-454,840) 238 (238,238) 373 (-434,1179)
5/31/2020 771 53 (-887,994) 238 (-807,1283) 188 (-525,902) 307 (-232,846) 193 (-495,881) 238 (238,238) 382 (-507,1270)
6/1/2020 826 53 (-930,1037) 238 (-914,1390) 190 (-566,945) 313 (-264,890) 193 (-539,925) 238 (238,238) 391 (-582,1363)
6/2/2020 845 53 (-970,1077) 238 (-952,1428) 192 (-602,985) 318 (-293,930) 193 (-579,965) 238 (238,238) 400 (-660,1459)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 283 246 (230,263) 241 (232,251) 209 (64,354) 245 (231,258) 245 (235,254) 130 (-171,430)
5/17/2020 304 255 (215,296) 244 (228,260) 211 (46,376) 252 (225,279) 251 (237,266) 134 (-182,451)
5/18/2020 322 264 (191,338) 246 (225,266) 213 (30,396) 259 (216,302) 258 (239,277) 136 (-197,469)
5/19/2020 326 274 (161,386) 248 (223,272) 214 (22,407) 266 (205,327) 264 (242,287) 139 (-203,481)
5/20/2020 371 283 (126,439) 250 (222,278) 215 (-5,435) 273 (192,353) 271 (244,297) 132 (-238,503)
5/21/2020 405 292 (86,497) 252 (221,283) 216 (-35,467) 280 (177,382) 277 (246,308) 138 (-262,538)
5/22/2020 448 301 (42,559) 254 (221,288) 217 (-72,506) 286 (161,412) 283 (249,318) 142 (-293,576)
5/23/2020 488 310 (-6,625) 256 (220,292) 217 (-112,546) 293 (143,444) 290 (251,328) 150 (-320,619)
5/24/2020 527 319 (-57,695) 258 (220,297) 218 (-153,588) 300 (124,477) 296 (253,338) 150 (-357,656)
5/25/2020 542 328 (-112,768) 260 (220,301) 218 (-187,623) 307 (103,511) 302 (255,348) 151 (-387,689)
5/26/2020 586 337 (-171,844) 263 (220,305) 218 (-224,661) 314 (81,547) 308 (257,358) 148 (-427,722)
5/27/2020 612 346 (-232,923) 265 (220,309) 219 (-260,698) 321 (58,584) 314 (259,368) 149 (-460,759)
5/28/2020 656 355 (-297,1006) 267 (220,313) 219 (-298,737) 328 (33,622) 320 (260,379) 148 (-499,795)
5/29/2020 698 364 (-364,1091) 269 (221,317) 220 (-339,778) 335 (8,662) 325 (262,389) 154 (-532,840)
5/30/2020 758 373 (-434,1179) 271 (221,321) 220 (-384,824) 342 (-19,702) 331 (263,399) 155 (-575,884)
5/31/2020 771 382 (-507,1270) 273 (221,325) 220 (-424,865) 349 (-46,744) 337 (265,409) 162 (-605,929)
6/1/2020 826 391 (-582,1363) 275 (222,328) 221 (-467,909) 356 (-75,786) 342 (266,419) 157 (-652,966)
6/2/2020 845 400 (-660,1459) 277 (222,332) 221 (-506,949) 363 (-105,830) 348 (267,429) 161 (-687,1008)

Table A.106 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Malawi.

Table A.107.

Actual and Predicted Cases with 95% Confidence Intervals for Malawi using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 65 11 (-95,117) 63 (59,67) 37 (-19,92) 71 (59,84) 63 (59,67) 63 (63,63) 65 (61,70)
5/17/2020 70 11 (-100,122) 63 (49,77) 37 (-23,97) 74 (64,85) 63 (53,73) 63 (63,63) 67 (60,74)
5/18/2020 70 11 (-101,123) 63 (49,77) 38 (-24,99) 77 (65,88) 63 (52,74) 63 (63,63) 69 (60,78)
5/19/2020 70 11 (-102,124) 63 (49,77) 38 (-24,100) 80 (66,93) 63 (51,75) 63 (63,63) 71 (59,83)
5/20/2020 71 11 (-103,125) 63 (47,79) 38 (-24,101) 83 (67,99) 63 (50,76) 63 (63,63) 73 (58,87)
5/21/2020 72 11 (-104,126) 63 (45,81) 39 (-24,101) 85 (67,104) 63 (49,77) 63 (63,63) 74 (56,92)
5/22/2020 82 11 (-108,130) 63 (26,100) 39 (-27,105) 88 (71,106) 63 (44,82) 63 (63,63) 76 (55,97)
5/23/2020 82 11 (-110,133) 63 (26,100) 40 (-29,108) 92 (74,109) 63 (41,85) 63 (63,63) 78 (53,103)
5/24/2020 83 11 (-113,135) 63 (24,102) 40 (-30,110) 95 (76,113) 63 (38,88) 63 (63,63) 80 (51,108)
5/25/2020 101 11 (-119,141) 63 (-11,137) 41 (-36,117) 98 (80,115) 63 (30,96) 63 (63,63) 82 (49,114)
5/26/2020 101 11 (-124,146) 63 (-11,137) 41 (-40,122) 101 (85,118) 63 (24,102) 63 (63,63) 83 (47,120)
5/27/2020 101 11 (-128,150) 63 (-11,137) 41 (-43,126) 105 (89,121) 63 (20,106) 63 (63,63) 85 (44,126)
5/28/2020 203 11 (-158,180) 63 (-211,337) 42 (-78,161) 108 (54,162) 63 (-24,150) 63 (63,63) 87 (42,132)
5/29/2020 273 11 (-202,224) 63 (-349,475) 42 (-125,209) 111 (12,211) 63 (-75,201) 63 (63,63) 89 (39,138)
5/30/2020 279 11 (-236,258) 63 (-360,486) 43 (-158,244) 115 (-12,242) 63 (-109,235) 63 (63,63) 91 (36,145)
5/31/2020 284 11 (-263,285) 63 (-370,496) 43 (-184,271) 119 (-28,266) 63 (-136,262) 63 (63,63) 92 (33,151)
6/1/2020 336 11 (-296,318) 63 (-472,598) 44 (-217,304) 122 (-53,298) 63 (-170,296) 63 (63,63) 94 (30,158)
6/2/2020 358 11 (-328,350) 63 (-515,641) 44 (-248,336) 126 (-75,327) 63 (-201,327) 63 (63,63) 96 (27,165)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 65 65 (61,69) 65 (61,68) 56 (38,74) 65 (61,70) 65 (62,68) 33 (-29,95)
5/17/2020 70 66 (61,72) 66 (62,71) 56 (33,79) 66 (60,72) 67 (62,72) 34 (-33,100)
5/18/2020 70 68 (60,75) 68 (62,74) 56 (31,81) 68 (60,75) 69 (63,74) 35 (-32,103)
5/19/2020 70 69 (60,79) 70 (63,76) 55 (30,81) 69 (60,78) 70 (64,77) 36 (-31,103)
5/20/2020 71 71 (59,82) 71 (64,79) 55 (28,82) 71 (60,82) 72 (64,80) 37 (-31,104)
5/21/2020 72 72 (58,86) 73 (66,81) 55 (26,83) 72 (60,84) 74 (65,82) 37 (-31,104)
5/22/2020 82 73 (57,89) 75 (67,83) 54 (21,88) 73 (60,87) 75 (66,85) 38 (-33,108)
5/23/2020 82 74 (56,93) 77 (68,86) 54 (17,91) 76 (61,91) 77 (67,88) 41 (-31,113)
5/24/2020 83 76 (55,96) 79 (69,88) 53 (13,93) 76 (60,93) 79 (67,90) 41 (-32,114)
5/25/2020 101 77 (54,100) 81 (71,91) 53 (5,101) 78 (60,96) 81 (68,93) 42 (-36,121)
5/26/2020 101 78 (52,104) 82 (72,93) 52 (-2,107) 79 (60,98) 82 (69,96) 45 (-37,126)
5/27/2020 101 79 (51,107) 84 (73,95) 52 (-7,111) 81 (60,102) 84 (70,99) 46 (-39,130)
5/28/2020 203 80 (49,111) 86 (75,98) 52 (-48,151) 83 (60,105) 86 (70,101) 46 (-71,164)
5/29/2020 273 81 (48,114) 88 (76,100) 51 (-99,202) 84 (60,107) 87 (71,104) 67 (-90,223)
5/30/2020 279 82 (46,118) 90 (78,102) 51 (-135,237) 86 (61,111) 89 (72,107) 81 (-100,262)
5/31/2020 284 83 (44,122) 92 (79,105) 51 (-163,264) 87 (60,113) 91 (72,110) 83 (-118,284)
6/1/2020 336 84 (42,125) 94 (81,107) 50 (-197,298) 88 (60,117) 93 (73,113) 62 (-172,297)
6/2/2020 358 85 (41,129) 96 (83,110) 50 (-229,329) 89 (60,119) 94 (73,115) 59 (-207,326)

Table A.107 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Malaysia.

Table A.108.

Actual and Predicted Cases with 95% Confidence Intervals for Malaysia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 6872 2358 (-6491,11206) 6855 (6822,6888) 6670 (6274,7066) 7232 (6527,7937) 6779 (6597,6961) 6855 (6855,6855) 6904 (6808,6999)
5/17/2020 6894 2358 (-6512,11227) 6855 (6779,6931) 6743 (6393,7093) 7274 (6549,7999) 6779 (6574,6984) 6855 (6855,6855) 6949 (6174,7724)
5/18/2020 6941 2358 (-6550,11265) 6855 (6686,7024) 6816 (6497,7135) 7313 (6586,8039) 6779 (6531,7027) 6855 (6855,6855) 6995 (5340,8649)
5/19/2020 6978 2358 (-6588,11303) 6855 (6614,7096) 6889 (6600,7179) 7348 (6622,8074) 6779 (6489,7069) 6855 (6855,6855) 7040 (4323,9757)
5/20/2020 7009 2358 (-6622,11337) 6855 (6553,7157) 6962 (6700,7224) 7379 (6653,8105) 6779 (6450,7108) 6855 (6855,6855) 7086 (3149,11022)
5/21/2020 7059 2358 (-6662,11377) 6855 (6455,7255) 7035 (6795,7275) 7407 (6688,8125) 6779 (6405,7153) 6855 (6855,6855) 7131 (1837,12426)
5/22/2020 7137 2358 (-6712,11428) 6855 (6302,7408) 7108 (6885,7332) 7431 (6731,8131) 6779 (6342,7216) 6855 (6855,6855) 7177 (397,13956)
5/23/2020 7185 2358 (-6762,11477) 6855 (6208,7502) 7181 (6973,7390) 7450 (6770,8130) 6779 (6283,7275) 6855 (6855,6855) 7222 (-1158,15603)
5/24/2020 7245 2358 (-6814,11530) 6855 (6091,7619) 7255 (7058,7452) 7466 (6809,8123) 6779 (6221,7337) 6855 (6855,6855) 7268 (-2823,17358)
5/25/2020 7417 2358 (-6892,11607) 6855 (5753,7957) 7328 (7133,7523) 7478 (6853,8103) 6779 (6118,7440) 6855 (6855,6855) 7313 (-4589,19216)
5/26/2020 7604 2358 (-6990,11705) 6855 (5387,8323) 7401 (7180,7622) 7485 (6886,8085) 6779 (5982,7576) 6855 (6855,6855) 7359 (-6453,21170)
5/27/2020 7619 2358 (-7074,11790) 6855 (5358,8352) 7474 (7247,7701) 7489 (6910,8067) 6779 (5880,7678) 6855 (6855,6855) 7404 (-8408,23217)
5/28/2020 7629 2358 (-7147,11862) 6855 (5338,8372) 7547 (7324,7770) 7487 (6926,8049) 6779 (5800,7758) 6855 (6855,6855) 7450 (-10451,25351)
5/29/2020 7732 2358 (-7224,11939) 6855 (5136,8574) 7620 (7397,7843) 7482 (6925,8039) 6779 (5711,7847) 6855 (6855,6855) 7495 (-12579,27570)
5/30/2020 7762 2358 (-7295,12010) 6855 (5077,8633) 7693 (7475,7911) 7472 (6914,8029) 6779 (5634,7924) 6855 (6855,6855) 7541 (-14788,29870)
5/31/2020 7819 2358 (-7364,12079) 6855 (4966,8744) 7766 (7554,7979) 7457 (6889,8025) 6779 (5559,7999) 6855 (6855,6855) 7586 (-17076,32249)
6/1/2020 7857 2358 (-7429,12144) 6855 (4891,8819) 7839 (7633,8046) 7437 (6851,8024) 6779 (5489,8069) 6855 (6855,6855) 7632 (-19440,34704)
6/2/2020 7877 2358 (-7489,12204) 6855 (4852,8858) 7912 (7711,8114) 7413 (6805,8022) 6779 (5427,8131) 6855 (6855,6855) 7677 (-21877,37232)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 6872 6901 (6811,6990) 6894 (6836,6951) 6524 (5842,7206) 6893 (6819,6967) 6893 (6835,6951) 3466 (-3211,10142)
5/17/2020 6894 6944 (6251,7636) 6932 (6831,7034) 6504 (5781,7228) 6938 (5179,8698) 6930 (6829,7032) 3482 (-3201,10164)
5/18/2020 6941 6986 (5517,8456) 6971 (6821,7122) 6488 (5706,7270) 6975 (3387,10564) 6968 (6818,7119) 3498 (-3206,10202)
5/19/2020 6978 7028 (4626,9431) 7011 (6806,7215) 6471 (5630,7311) 7003 (1528,12477) 7006 (6801,7211) 3520 (-3203,10243)
5/20/2020 7009 7070 (3603,10537) 7050 (6787,7314) 6453 (5557,7349) 7035 (-598,14667) 7044 (6779,7308) 3543 (-3194,10280)
5/21/2020 7059 7112 (2465,11758) 7090 (6763,7418) 6435 (5476,7393) 7069 (-3006,17144) 7081 (6753,7409) 3564 (-3191,10320)
5/22/2020 7137 7153 (1224,13081) 7131 (6735,7526) 6417 (5382,7452) 7103 (-5674,19881) 7119 (6723,7515) 3585 (-3200,10371)
5/23/2020 7185 7193 (-110,14497) 7172 (6704,7639) 6400 (5289,7511) 7138 (-8564,22839) 7157 (6688,7625) 3612 (-3201,10426)
5/24/2020 7245 7234 (-1531,15998) 7213 (6669,7756) 6383 (5194,7572) 7180 (-11817,26177) 7194 (6650,7739) 3636 (-3207,10478)
5/25/2020 7417 7274 (-3030,17578) 7254 (6631,7877) 6368 (5065,7670) 7214 (-15226,29654) 7232 (6608,7857) 3658 (-3239,10555)
5/26/2020 7604 7313 (-4604,19231) 7296 (6589,8002) 6353 (4908,7798) 7238 (-18613,33089) 7270 (6562,7978) 3695 (-3275,10665)
5/27/2020 7619 7353 (-6247,20952) 7338 (6545,8131) 6339 (4777,7901) 7267 (-22086,36619) 7307 (6513,8102) 3740 (-3285,10764)
5/28/2020 7629 7392 (-7954,22738) 7380 (6498,8263) 6326 (4667,7985) 7298 (-25687,40282) 7345 (6461,8230) 3753 (-3317,10824)
5/29/2020 7732 7431 (-9723,24584) 7423 (6447,8399) 6313 (4550,8076) 7329 (-29426,44085) 7383 (6405,8360) 3747 (-3379,10873)
5/30/2020 7762 7469 (-11550,26488) 7466 (6395,8538) 6302 (4445,8158) 7361 (-33294,48015) 7420 (6347,8494) 3755 (-3422,10931)
5/31/2020 7819 7507 (-13432,28446) 7510 (6339,8680) 6290 (4343,8238) 7400 (-37404,52204) 7458 (6285,8631) 3779 (-3447,11004)
6/1/2020 7857 7545 (-15366,30455) 7553 (6281,8825) 6280 (4247,8312) 7431 (-41623,56485) 7496 (6221,8771) 3808 (-3461,11078)
6/2/2020 7877 7582 (-17350,32514) 7597 (6221,8974) 6269 (4159,8380) 7452 (-45813,60717) 7534 (6154,8913) 3820 (-3489,11128)

Table A.108 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Maldives.

Table A.109.

Actual and Predicted Cases with 95% Confidence Intervals for Maldives using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 1078 121 (-1756,1997) 1031 (939,1123) 426 (-852,1704) 1098 (1058,1138) 1031 (939,1123) 1031 (1031,1031) 1071 (992,1150)
5/17/2020 1094 121 (-1772,2013) 1031 (908,1154) 431 (-858,1720) 1152 (1067,1237) 1031 (922,1140) 1031 (1031,1031) 1112 (524,1701)
5/18/2020 1106 121 (-1785,2026) 1031 (884,1178) 436 (-860,1733) 1207 (1073,1340) 1031 (908,1154) 1031 (1031,1031) 1154 (-97,2404)
5/19/2020 1143 121 (-1810,2051) 1031 (811,1251) 441 (-875,1758) 1263 (1098,1429) 1031 (878,1184) 1031 (1031,1031) 1195 (-854,3244)
5/20/2020 1186 121 (-1843,2084) 1031 (727,1335) 447 (-898,1791) 1322 (1132,1511) 1031 (838,1224) 1031 (1031,1031) 1236 (-1730,4202)
5/21/2020 1216 121 (-1874,2116) 1031 (668,1394) 452 (-919,1823) 1381 (1164,1599) 1031 (801,1261) 1031 (1031,1031) 1278 (-2709,5264)
5/22/2020 1274 121 (-1915,2156) 1031 (555,1507) 457 (-949,1863) 1443 (1205,1680) 1031 (752,1310) 1031 (1031,1031) 1319 (-3783,6421)
5/23/2020 1313 121 (-1955,2196) 1031 (478,1584) 462 (-979,1904) 1506 (1247,1765) 1031 (705,1357) 1031 (1031,1031) 1360 (-4945,7665)
5/24/2020 1371 121 (-2000,2241) 1031 (365,1697) 467 (-1014,1949) 1571 (1294,1848) 1031 (652,1410) 1031 (1031,1031) 1401 (-6188,8991)
5/25/2020 1395 121 (-2040,2282) 1031 (318,1744) 473 (-1045,1990) 1637 (1335,1940) 1031 (606,1456) 1031 (1031,1031) 1443 (-7508,10394)
5/26/2020 1438 121 (-2082,2323) 1031 (233,1829) 478 (-1077,2032) 1706 (1376,2035) 1031 (560,1502) 1031 (1031,1031) 1484 (-8901,11868)
5/27/2020 1457 121 (-2120,2361) 1031 (196,1866) 483 (-1104,2070) 1776 (1413,2139) 1031 (520,1542) 1031 (1031,1031) 1525 (-10362,13413)
5/28/2020 1513 121 (-2161,2402) 1031 (86,1976) 488 (-1135,2111) 1847 (1454,2241) 1031 (474,1588) 1031 (1031,1031) 1566 (-11890,15023)
5/29/2020 1591 121 (-2209,2450) 1031 (-67,2129) 493 (-1173,2160) 1921 (1504,2338) 1031 (420,1642) 1031 (1031,1031) 1608 (-13481,16696)
5/30/2020 1672 121 (-2263,2504) 1031 (-225,2287) 498 (-1218,2214) 1996 (1562,2431) 1031 (357,1705) 1031 (1031,1031) 1649 (-15133,18431)
5/31/2020 1773 121 (-2325,2566) 1031 (-423,2485) 504 (-1271,2278) 2074 (1628,2519) 1031 (284,1778) 1031 (1031,1031) 1690 (-16843,20224)
6/1/2020 1829 121 (-2388,2629) 1031 (-533,2595) 509 (-1323,2341) 2153 (1693,2612) 1031 (213,1849) 1031 (1031,1031) 1732 (-18611,22074)
6/2/2020 1841 121 (-2443,2684) 1031 (-557,2619) 514 (-1369,2397) 2233 (1752,2715) 1031 (152,1910) 1031 (1031,1031) 1773 (-20434,23980)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 1078 1071 (992,1150) 1075 (1038,1111) 949 (697,1201) 1072 (991,1153) 1072 (1035,1109) 559 (-458,1576)
5/17/2020 1094 1112 (524,1701) 1119 (1064,1174) 964 (711,1217) 1114 (500,1727) 1114 (1058,1170) 580 (-432,1592)
5/18/2020 1106 1154 (-97,2404) 1164 (1092,1236) 977 (723,1230) 1155 (-136,2445) 1155 (1081,1229) 601 (-404,1606)
5/19/2020 1143 1195 (-854,3244) 1209 (1120,1297) 987 (719,1255) 1196 (-909,3301) 1197 (1105,1288) 617 (-394,1628)
5/20/2020 1186 1236 (-1730,4202) 1254 (1149,1360) 996 (704,1287) 1237 (-1800,4275) 1238 (1128,1348) 638 (-386,1662)
5/21/2020 1216 1278 (-2709,5264) 1300 (1177,1422) 1003 (687,1319) 1279 (-2797,5354) 1279 (1150,1408) 666 (-368,1699)
5/22/2020 1274 1319 (-3783,6421) 1346 (1206,1486) 1009 (657,1362) 1320 (-3889,6529) 1321 (1173,1469) 692 (-358,1741)
5/23/2020 1313 1360 (-4945,7665) 1393 (1235,1551) 1015 (626,1404) 1361 (-5070,7792) 1362 (1194,1531) 719 (-346,1783)
5/24/2020 1371 1401 (-6188,8991) 1440 (1264,1616) 1020 (587,1452) 1402 (-6332,9137) 1404 (1215,1593) 742 (-343,1826)
5/25/2020 1395 1443 (-7508,10394) 1487 (1292,1683) 1024 (553,1494) 1444 (-7673,10560) 1445 (1235,1655) 770 (-329,1870)
5/26/2020 1438 1484 (-8901,11868) 1535 (1321,1750) 1028 (518,1538) 1485 (-9086,12056) 1487 (1255,1719) 788 (-328,1905)
5/27/2020 1457 1525 (-10362,13413) 1584 (1349,1818) 1032 (488,1576) 1526 (-10570,13622) 1528 (1274,1783) 813 (-316,1942)
5/28/2020 1513 1566 (-11890,15023) 1632 (1378,1887) 1035 (452,1619) 1567 (-12120,15254) 1570 (1292,1847) 831 (-316,1977)
5/29/2020 1591 1608 (-13481,16696) 1681 (1406,1957) 1039 (406,1671) 1609 (-13734,16951) 1611 (1310,1912) 861 (-309,2030)
5/30/2020 1672 1649 (-15133,18431) 1731 (1434,2028) 1042 (353,1731) 1650 (-15410,18709) 1652 (1327,1978) 892 (-305,2088)
5/31/2020 1773 1690 (-16843,20224) 1781 (1462,2100) 1045 (288,1802) 1691 (-17145,20527) 1694 (1344,2044) 927 (-303,2158)
6/1/2020 1829 1732 (-18611,22074) 1831 (1490,2172) 1048 (225,1871) 1732 (-18937,22402) 1735 (1360,2111) 960 (-303,2223)
6/2/2020 1841 1773 (-20434,23980) 1882 (1518,2246) 1051 (172,1930) 1773 (-20786,24333) 1777 (1375,2178) 982 (-309,2272)

Table A.109 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Mali.

Table A.110.

Actual and Predicted Cases with 95% Confidence Intervals for Mali using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 835 139 (-1226,1504) 806 (749,863) 465 (-259,1190) 944 (730,1159) 806 (749,863) 806 (806,806) 826 (787,864)
5/17/2020 860 139 (-1251,1528) 806 (700,912) 471 (-273,1215) 981 (755,1208) 806 (721,891) 806 (806,806) 847 (683,1011)
5/18/2020 874 139 (-1268,1546) 806 (673,939) 477 (-279,1232) 1020 (772,1267) 806 (702,910) 806 (806,806) 868 (536,1200)
5/19/2020 901 139 (-1291,1568) 806 (620,992) 482 (-290,1255) 1058 (794,1323) 806 (677,935) 806 (806,806) 889 (355,1422)
5/20/2020 931 139 (-1316,1594) 806 (561,1051) 488 (-305,1280) 1098 (820,1377) 806 (647,965) 806 (806,806) 910 (146,1673)
5/21/2020 947 139 (-1339,1616) 806 (530,1082) 493 (-317,1303) 1139 (842,1436) 806 (622,990) 806 (806,806) 931 (-88,1950)
5/22/2020 969 139 (-1361,1638) 806 (487,1125) 499 (-328,1325) 1181 (864,1498) 806 (597,1015) 806 (806,806) 952 (-346,2251)
5/23/2020 1015 139 (-1390,1667) 806 (396,1216) 504 (-346,1355) 1224 (894,1553) 806 (563,1049) 806 (806,806) 973 (-626,2572)
5/24/2020 1030 139 (-1416,1693) 806 (367,1245) 510 (-361,1381) 1268 (920,1615) 806 (534,1078) 806 (806,806) 994 (-926,2914)
5/25/2020 1059 139 (-1443,1720) 806 (310,1302) 515 (-377,1408) 1312 (947,1677) 806 (504,1108) 806 (806,806) 1015 (-1244,3275)
5/26/2020 1077 139 (-1468,1745) 806 (275,1337) 521 (-391,1433) 1358 (972,1744) 806 (477,1135) 806 (806,806) 1036 (-1580,3653)
5/27/2020 1116 139 (-1496,1773) 806 (198,1414) 526 (-408,1461) 1405 (1001,1809) 806 (445,1167) 806 (806,806) 1057 (-1934,4049)
5/28/2020 1194 139 (-1533,1810) 806 (46,1566) 532 (-436,1499) 1453 (1040,1865) 806 (400,1212) 806 (806,806) 1079 (-2303,4461)
5/29/2020 1226 139 (-1570,1847) 806 (-17,1629) 537 (-462,1537) 1502 (1079,1925) 806 (357,1255) 806 (806,806) 1100 (-2689,4888)
5/30/2020 1250 139 (-1605,1883) 806 (-64,1676) 543 (-487,1573) 1551 (1115,1988) 806 (318,1294) 806 (806,806) 1121 (-3089,5331)
5/31/2020 1265 139 (-1638,1915) 806 (-94,1706) 549 (-509,1606) 1602 (1149,2056) 806 (282,1330) 806 (806,806) 1142 (-3504,5788)
6/1/2020 1315 139 (-1673,1951) 806 (-192,1804) 554 (-533,1642) 1654 (1186,2123) 806 (243,1369) 806 (806,806) 1163 (-3933,6259)
6/2/2020 1351 139 (-1709,1986) 806 (-262,1874) 560 (-559,1678) 1708 (1223,2192) 806 (204,1408) 806 (806,806) 1184 (-4376,6744)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 835 826 (787,864) 820 (808,832) 795 (715,874) 824 (789,858) 819 (807,832) 423 (-385,1231)
5/17/2020 860 847 (683,1011) 846 (832,860) 811 (724,899) 844 (668,1020) 845 (830,859) 436 (-383,1255)
5/18/2020 874 868 (536,1200) 873 (855,891) 827 (738,916) 865 (482,1248) 871 (854,889) 450 (-373,1273)
5/19/2020 901 889 (355,1422) 899 (875,922) 844 (748,939) 888 (243,1534) 896 (873,920) 461 (-372,1294)
5/20/2020 931 910 (146,1673) 924 (895,954) 860 (755,966) 913 (-48,1874) 921 (891,952) 473 (-373,1320)
5/21/2020 947 931 (-88,1950) 950 (914,987) 876 (764,988) 934 (-366,2233) 947 (909,984) 487 (-369,1343)
5/22/2020 969 952 (-346,2251) 977 (933,1021) 892 (774,1010) 954 (-706,2615) 972 (926,1017) 501 (-364,1366)
5/23/2020 1015 973 (-626,2572) 1003 (951,1056) 908 (776,1041) 980 (-1089,3049) 997 (942,1051) 513 (-367,1394)
5/24/2020 1030 994 (-926,2914) 1030 (969,1092) 924 (781,1067) 1000 (-1493,3493) 1022 (958,1086) 529 (-363,1422)
5/25/2020 1059 1015 (-1244,3275) 1057 (986,1128) 940 (786,1095) 1022 (-1918,3961) 1047 (973,1121) 543 (-362,1448)
5/26/2020 1077 1036 (-1580,3653) 1085 (1004,1166) 956 (792,1120) 1044 (-2370,4459) 1072 (988,1156) 558 (-358,1473)
5/27/2020 1116 1057 (-1934,4049) 1112 (1021,1203) 972 (795,1149) 1069 (-2853,4991) 1097 (1003,1192) 566 (-364,1497)
5/28/2020 1194 1079 (-2303,4461) 1140 (1038,1242) 988 (785,1191) 1090 (-3355,5535) 1122 (1016,1229) 584 (-369,1538)
5/29/2020 1226 1100 (-2689,4888) 1168 (1054,1281) 1004 (776,1232) 1110 (-3872,6093) 1148 (1030,1265) 607 (-367,1581)
5/30/2020 1250 1121 (-3089,5331) 1196 (1071,1321) 1020 (771,1269) 1136 (-4417,6690) 1173 (1043,1303) 623 (-370,1617)
5/31/2020 1265 1142 (-3504,5788) 1224 (1087,1361) 1037 (771,1302) 1156 (-4979,7291) 1198 (1055,1340) 635 (-375,1645)
6/1/2020 1315 1163 (-3933,6259) 1253 (1104,1402) 1053 (767,1339) 1178 (-5556,7911) 1223 (1068,1378) 638 (-393,1670)
6/2/2020 1351 1184 (-4376,6744) 1282 (1120,1443) 1069 (762,1376) 1201 (-6152,8554) 1248 (1079,1417) 656 (-397,1708)

Table A.110 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Malta.

Table A.111.

Actual and Predicted Cases with 95% Confidence Intervals for Malta using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 546 176 (-550,902) 532 (505,559) 505 (425,585) 557 (535,579) 508 (434,582) 532 (532,532) 537 (527,546)
5/17/2020 553 176 (-557,908) 532 (491,573) 511 (430,592) 561 (542,580) 508 (426,590) 532 (532,532) 543 (523,563)
5/18/2020 558 176 (-563,914) 532 (481,583) 516 (435,598) 564 (547,581) 508 (421,595) 532 (532,532) 549 (516,583)
5/19/2020 569 176 (-571,922) 532 (459,605) 522 (438,606) 567 (552,582) 508 (412,604) 532 (532,532) 556 (506,605)
5/20/2020 584 176 (-582,933) 532 (430,634) 528 (438,618) 570 (552,588) 508 (399,617) 532 (532,532) 562 (494,629)
5/21/2020 599 176 (-595,946) 532 (401,663) 533 (436,631) 573 (546,599) 508 (385,631) 532 (532,532) 568 (481,656)
5/22/2020 600 176 (-604,955) 532 (399,665) 539 (438,640) 575 (544,606) 508 (375,641) 532 (532,532) 574 (465,683)
5/23/2020 609 176 (-613,964) 532 (381,683) 544 (440,649) 577 (540,613) 508 (365,651) 532 (532,532) 581 (448,713)
5/24/2020 610 176 (-620,971) 532 (379,685) 550 (444,656) 578 (538,619) 508 (358,658) 532 (532,532) 587 (430,744)
5/25/2020 611 176 (-626,977) 532 (377,687) 556 (449,662) 580 (537,623) 508 (352,664) 532 (532,532) 593 (410,776)
5/26/2020 611 176 (-631,982) 532 (377,687) 561 (456,667) 581 (536,625) 508 (347,669) 532 (532,532) 599 (389,810)
5/27/2020 612 176 (-635,986) 532 (375,689) 567 (462,671) 581 (535,627) 508 (343,673) 532 (532,532) 606 (367,844)
5/28/2020 616 176 (-639,990) 532 (367,697) 572 (469,675) 582 (533,630) 522 (356,688) 532 (532,532) 612 (344,880)
5/29/2020 616 176 (-643,994) 532 (367,697) 578 (477,679) 582 (532,631) 522 (354,690) 532 (532,532) 618 (319,917)
5/30/2020 618 176 (-646,997) 532 (363,701) 583 (484,683) 581 (530,633) 522 (353,691) 532 (532,532) 624 (293,956)
5/31/2020 618 176 (-649,1000) 532 (363,701) 589 (492,686) 580 (527,634) 522 (352,692) 532 (532,532) 631 (267,995)
6/1/2020 619 176 (-652,1003) 532 (361,703) 595 (500,690) 579 (524,634) 522 (350,694) 532 (532,532) 637 (239,1035)
6/2/2020 620 176 (-654,1005) 532 (360,704) 600 (507,693) 578 (521,635) 522 (349,695) 532 (532,532) 643 (210,1076)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 546 536 (528,545) 542 (531,553) 499 (408,591) 539 (525,554) 542 (530,553) 275 (-255,806)
5/17/2020 553 542 (525,559) 552 (535,569) 498 (399,598) 547 (478,617) 551 (534,568) 282 (-248,813)
5/18/2020 558 548 (519,576) 562 (536,587) 498 (392,604) 555 (414,697) 561 (535,586) 286 (-245,817)
5/19/2020 569 553 (512,595) 572 (538,606) 497 (381,613) 565 (326,804) 571 (537,605) 290 (-245,825)
5/20/2020 584 559 (503,615) 582 (538,626) 496 (367,625) 572 (234,909) 580 (536,624) 295 (-247,836)
5/21/2020 599 564 (492,636) 592 (538,646) 495 (351,639) 579 (133,1026) 590 (536,644) 301 (-247,850)
5/22/2020 600 569 (480,658) 603 (537,668) 494 (339,649) 585 (28,1143) 600 (534,665) 308 (-244,860)
5/23/2020 609 574 (467,681) 613 (536,690) 493 (328,659) 591 (-80,1262) 609 (532,687) 312 (-244,868)
5/24/2020 610 579 (453,705) 624 (534,713) 492 (318,667) 596 (-189,1381) 619 (529,709) 316 (-242,874)
5/25/2020 611 584 (439,730) 634 (531,737) 492 (311,673) 601 (-300,1501) 629 (526,732) 319 (-241,879)
5/26/2020 611 589 (423,755) 645 (529,761) 491 (305,678) 607 (-418,1633) 638 (522,755) 324 (-236,884)
5/27/2020 612 594 (407,781) 656 (525,786) 490 (299,682) 611 (-537,1759) 648 (517,779) 328 (-232,888)
5/28/2020 616 599 (390,807) 666 (521,812) 490 (294,686) 616 (-658,1891) 658 (512,803) 334 (-226,893)
5/29/2020 616 603 (372,834) 677 (517,838) 489 (289,690) 620 (-779,2019) 667 (506,828) 340 (-218,898)
5/30/2020 618 608 (354,861) 688 (512,865) 489 (284,693) 623 (-900,2146) 677 (500,854) 345 (-211,902)
5/31/2020 618 612 (335,889) 700 (507,892) 488 (280,696) 626 (-1019,2271) 687 (493,880) 351 (-204,905)
6/1/2020 619 616 (315,917) 711 (502,920) 488 (277,699) 629 (-1136,2394) 696 (486,906) 356 (-197,908)
6/2/2020 620 620 (295,945) 722 (496,948) 487 (273,701) 634 (-1257,2525) 706 (479,933) 362 (-188,911)

Table A.111 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Mauritania.

Table A.112.

Actual and Predicted Cases with 95% Confidence Intervals for Mauritania using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 40 4 (-68,75) 29 (7,51) 10 (-48,69) 14 (-38,65) 8 (-55,71) 29 (29,29) 31 (27,34)
5/17/2020 62 4 (-92,99) 29 (-36,94) 10 (-72,93) 14 (-62,90) 8 (-79,95) 29 (29,29) 34 (29,39)
5/18/2020 81 4 (-114,121) 29 (-73,131) 10 (-94,115) 14 (-84,112) 8 (-101,117) 29 (29,29) 37 (29,45)
5/19/2020 131 4 (-157,165) 29 (-171,229) 11 (-138,159) 15 (-128,157) 8 (-145,161) 29 (29,29) 40 (29,51)
5/20/2020 141 4 (-184,191) 29 (-191,249) 11 (-165,186) 15 (-154,183) 8 (-172,188) 29 (29,29) 44 (29,58)
5/21/2020 173 4 (-215,222) 29 (-253,311) 11 (-195,217) 15 (-184,214) 8 (-203,219) 29 (29,29) 47 (29,65)
5/22/2020 200 4 (-246,253) 29 (-306,364) 11 (-226,248) 15 (-214,245) 8 (-233,249) 29 (29,29) 50 (28,72)
5/23/2020 227 4 (-276,283) 29 (-359,417) 11 (-256,278) 16 (-244,276) 8 (-264,280) 29 (29,29) 53 (27,79)
5/24/2020 237 4 (-301,308) 29 (-379,437) 11 (-281,303) 16 (-268,300) 8 (-289,305) 29 (29,29) 57 (26,87)
5/25/2020 262 4 (-327,334) 29 (-428,486) 11 (-306,329) 16 (-293,326) 8 (-315,331) 29 (29,29) 60 (25,95)
5/26/2020 268 4 (-348,355) 29 (-439,497) 11 (-327,350) 17 (-314,347) 8 (-336,352) 29 (29,29) 63 (23,103)
5/27/2020 292 4 (-371,378) 29 (-486,544) 11 (-350,373) 17 (-336,370) 8 (-358,374) 29 (29,29) 66 (21,111)
5/28/2020 346 4 (-401,408) 29 (-592,650) 12 (-380,403) 17 (-366,400) 8 (-389,405) 29 (29,29) 69 (19,120)
5/29/2020 423 4 (-444,451) 29 (-743,801) 12 (-423,446) 18 (-408,443) 8 (-432,448) 29 (29,29) 73 (17,128)
5/30/2020 483 4 (-492,500) 29 (-861,919) 12 (-471,495) 18 (-456,492) 8 (-480,496) 29 (29,29) 76 (15,137)
5/31/2020 530 4 (-542,549) 29 (-953,1011) 12 (-520,544) 18 (-505,541) 8 (-530,546) 29 (29,29) 79 (12,146)
6/1/2020 588 4 (-594,601) 29 (-1067,1125) 12 (-572,596) 19 (-557,594) 8 (-582,598) 29 (29,29) 82 (10,155)
6/2/2020 668 4 (-653,660) 29 (-1223,1281) 12 (-631,656) 19 (-615,653) 8 (-641,657) 29 (29,29) 86 (7,165)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 40 31 (27,34) 39 (38,40) 25 (-5,55) 37 (21,53) 39 (38,40) 23 (-9,56)
5/17/2020 62 34 (29,39) 51 (48,53) 30 (-19,79) 45 (-74,164) 51 (48,53) 30 (-20,80)
5/18/2020 81 37 (29,45) 63 (59,68) 38 (-25,101) 54 (-198,306) 63 (59,68) 40 (-22,102)
5/19/2020 131 40 (29,51) 77 (70,84) 49 (-47,146) 62 (-350,474) 77 (70,84) 49 (-48,145)
5/20/2020 141 44 (29,58) 92 (81,102) 69 (-39,176) 70 (-526,666) 92 (81,102) 64 (-46,174)
5/21/2020 173 47 (29,65) 107 (92,121) 105 (-8,217) 79 (-722,879) 107 (92,122) 69 (-61,199)
5/22/2020 200 50 (28,72) 122 (104,141) 182 (77,287) 87 (-937,1111) 123 (103,142) 79 (-71,229)
5/23/2020 227 53 (27,79) 139 (115,163) 376 (234,519) 95 (-1169,1360) 139 (114,164) 82 (-91,255)
5/24/2020 237 57 (26,87) 155 (126,185) 877 (438,1316) 104 (-1418,1625) 155 (125,186) 93 (-95,281)
5/25/2020 262 60 (25,95) 172 (136,208) 2077 (877,3276) 112 (-1682,1906) 172 (135,209) 97 (-108,303)
5/26/2020 268 63 (23,103) 189 (147,232) 4915 (1940,7890) 120 (-1961,2201) 189 (145,233) 105 (-113,324)
5/27/2020 292 66 (21,111) 207 (157,256) 11686 (4638,18733) 129 (-2253,2510) 206 (155,258) 110 (-122,343)
5/28/2020 346 69 (19,120) 224 (167,281) 27867 (11445,44288) 137 (-2558,2832) 224 (164,283) 122 (-133,376)
5/29/2020 423 73 (17,128) 242 (177,307) 66516 (28449,104583) 145 (-2877,3167) 241 (173,309) 136 (-152,424)
5/30/2020 483 76 (15,137) 260 (187,333) 158821 (70655,246987) 154 (-3207,3514) 259 (182,335) 158 (-165,481)
5/31/2020 530 79 (12,146) 278 (196,360) 379313 (175018,583607) 162 (-3549,3873) 276 (190,362) 174 (-185,532)
6/1/2020 588 82 (10,155) 297 (206,388) 905784 (432031,1379536) 170 (-3902,4243) 294 (198,389) 181 (-216,579)
6/2/2020 668 86 (7,165) 315 (215,416) 2163057 (1063094,3263020) 179 (-4267,4624) 312 (206,417) 187 (-259,633)

Table A.112 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Mauritius.

Table A.113.

Actual and Predicted Cases with 95% Confidence Intervals for Mauritius using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 332 128 (-271,528) 332 (332,332) 367 (299,435) 351 (314,387) 332 (332,332) 332 (332,332) 332 (332,332)
5/17/2020 332 128 (-271,528) 332 (332,332) 371 (299,443) 349 (314,384) 332 (332,332) 332 (332,332) 332 (332,332)
5/18/2020 332 128 (-271,528) 332 (332,332) 375 (299,451) 346 (314,379) 332 (332,332) 332 (332,332) 332 (332,332)
5/19/2020 332 128 (-271,528) 332 (332,332) 379 (298,459) 344 (313,375) 332 (332,332) 332 (332,332) 332 (332,332)
5/20/2020 332 128 (-271,528) 332 (332,332) 383 (298,468) 341 (312,369) 332 (332,332) 332 (332,332) 332 (332,332)
5/21/2020 332 128 (-271,528) 332 (332,332) 387 (298,476) 337 (311,364) 332 (332,332) 332 (332,332) 332 (332,332)
5/22/2020 332 128 (-271,528) 332 (332,332) 391 (298,484) 333 (309,358) 332 (332,332) 332 (332,332) 332 (332,332)
5/23/2020 332 128 (-271,528) 332 (332,332) 395 (297,493) 329 (306,352) 332 (332,332) 332 (332,332) 332 (332,332)
5/24/2020 334 128 (-272,528) 332 (328,336) 399 (298,500) 325 (302,347) 332 (331,333) 332 (332,332) 332 (332,332)
5/25/2020 334 128 (-272,529) 332 (328,336) 403 (298,508) 320 (296,343) 332 (330,334) 332 (332,332) 332 (332,332)
5/26/2020 334 128 (-273,529) 332 (328,336) 407 (298,516) 314 (289,339) 332 (330,334) 332 (332,332) 332 (332,332)
5/27/2020 334 128 (-273,529) 332 (328,336) 411 (298,525) 308 (280,336) 332 (330,334) 332 (332,332) 332 (332,332)
5/28/2020 334 128 (-273,529) 332 (328,336) 415 (298,533) 302 (270,334) 332 (330,334) 332 (332,332) 332 (332,332)
5/29/2020 335 128 (-273,530) 332 (326,338) 419 (298,541) 295 (258,332) 332 (329,335) 332 (332,332) 332 (332,332)
5/30/2020 335 128 (-274,530) 332 (326,338) 423 (298,549) 288 (244,331) 332 (329,335) 332 (332,332) 332 (332,332)
5/31/2020 335 128 (-274,530) 332 (326,338) 427 (298,557) 280 (230,330) 332 (329,335) 332 (332,332) 332 (332,332)
6/1/2020 335 128 (-274,530) 332 (326,338) 431 (297,566) 272 (215,329) 332 (328,336) 332 (332,332) 332 (332,332)
6/2/2020 335 128 (-274,530) 332 (326,338) 436 (297,574) 263 (199,328) 332 (328,336) 332 (332,332) 332 (332,332)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima
5/16/2020 332 332 (332,332) 332 (322,342) 335 (329,341) 330 (326,334) 332 (322,342) 166 (-159,491)
5/17/2020 332 332 (332,332) 332 (316,348) 335 (329,342) 330 (325,335) 332 (316,348) 166 (-159,491)
5/18/2020 332 332 (332,332) 332 (309,355) 336 (329,342) 330 (324,336) 332 (309,355) 166 (-159,491)
5/19/2020 332 332 (332,332) 332 (301,363) 336 (329,343) 329 (324,335) 332 (301,363) 166 (-159,491)
5/20/2020 332 332 (332,332) 332 (293,371) 336 (329,344) 328 (322,334) 332 (293,371) 166 (-159,491)
5/21/2020 332 332 (332,332) 332 (285,379) 337 (329,345) 330 (323,336) 332 (285,379) 166 (-159,491)
5/22/2020 332 332 (332,332) 332 (275,388) 337 (329,345) 329 (323,336) 332 (275,388) 166 (-159,491)
5/23/2020 332 332 (332,332) 332 (266,398) 337 (329,346) 327 (321,334) 332 (266,398) 166 (-159,491)
5/24/2020 334 332 (332,332) 332 (256,408) 338 (329,346) 328 (321,335) 332 (256,408) 166 (-160,492)
5/25/2020 334 332 (332,332) 332 (246,418) 338 (330,346) 328 (321,335) 332 (246,418) 166 (-160,492)
5/26/2020 334 332 (332,332) 332 (235,429) 338 (330,346) 327 (320,335) 332 (235,429) 166 (-160,493)
5/27/2020 334 332 (332,332) 332 (223,441) 338 (330,346) 326 (318,334) 332 (223,441) 166 (-160,493)
5/28/2020 334 332 (332,332) 332 (211,453) 338 (330,347) 328 (320,336) 332 (211,453) 166 (-161,493)
5/29/2020 335 332 (332,332) 332 (199,465) 338 (330,347) 327 (319,336) 332 (199,465) 166 (-161,493)
5/30/2020 335 332 (332,332) 332 (187,477) 339 (330,347) 326 (316,335) 332 (187,477) 166 (-161,493)
5/31/2020 335 332 (332,332) 332 (174,490) 339 (331,347) 326 (316,337) 332 (174,490) 166 (-161,494)
6/1/2020 335 332 (332,332) 332 (161,503) 339 (331,347) 326 (315,337) 332 (161,503) 166 (-162,494)
6/2/2020 335 332 (332,332) 332 (147,517) 339 (331,347) 326 (314,338) 332 (147,517) 166 (-162,494)

Table A.113 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Mexico.

Table A.114.

Actual and Predicted Cases with 95% Confidence Intervals for Mexico using the Time Series Models.



Predicted Cases (95% Confidence Interval)


Date Actual Cases SA SMA LT QT ST
5/16/2020 47144 6214 (-74009,86437) 45032 (40892,49172) 21126 (-29870,72121) 46599 (45530,47668) 45032 (40892,49172)
5/17/2020 49219 6214 (-76068,88496) 45032 (36825,53239) 21379 (-31433,74190) 48600 (47457,49743) 45032 (38533,51531)
5/18/2020 51633 6214 (-78374,90802) 45032 (32094,57970) 21631 (-33250,76513) 50655 (49208,52103) 45032 (35869,54195)
5/19/2020 54346 6214 (-80914,93342) 45032 (26777,63287) 21884 (-35309,79077) 52765 (50771,54758) 45032 (32937,57127)
5/20/2020 56594 6214 (-83358,95786) 45032 (22370,67694) 22137 (-37269,81543) 54929 (52625,57233) 45032 (30209,59855)
5/21/2020 59567 6214 (-86028,98456) 45032 (16543,73521) 22390 (-39464,84243) 57149 (54290,60007) 45032 (27189,62875)
5/22/2020 62527 6214 (-88830,101258) 45032 (10742,79322) 22642 (-41796,87081) 59425 (55920,62930) 45032 (24035,66029)
5/23/2020 65856 6214 (-91829,104256) 45032 (4217,85847) 22895 (-44332,90123) 61758 (57420,66095) 45032 (20660,69404)
5/24/2020 68620 6214 (-94814,107242) 45032 (-1200,91264) 23148 (-46852,93148) 64148 (59123,69174) 45032 (17365,72699)
5/25/2020 71105 6214 (-97727,110154) 45032 (-6071,96135) 23401 (-49292,96093) 66597 (61071,72123) 45032 (14208,75856)
5/26/2020 74560 6214 (-100804,113232) 45032 (-12843,102907) 23653 (-51904,99210) 69105 (62929,75282) 45032 (10853,79211)
5/27/2020 78023 6214 (-104010,116437) 45032 (-19630,109694) 23906 (-54648,102460) 71673 (64753,78593) 45032 (7358,82706)
5/28/2020 81400 6214 (-107299,119727) 45032 (-26249,116313) 24159 (-57476,105794) 74301 (66614,81988) 45032 (3789,86275)
5/29/2020 84627 6214 (-110628,123056) 45032 (-32574,122638) 24412 (-60342,109165) 76990 (68571,85408) 45032 (203,89861)
5/30/2020 87512 6214 (-113930,126358) 45032 (-38229,128293) 24664 (-63176,112504) 79740 (70706,88775) 45032 (-3319,93383)
5/31/2020 90664 6214 (-117256,129684) 45032 (-44407,134471) 24917 (-66031,115865) 82553 (72945,92161) 45032 (-6850,96914)
6/1/2020 93435 6214 (-120542,132970) 45032 (-49838,139902) 25170 (-68841,119181) 85429 (75361,95497) 45032 (-10310,100374)
6/2/2020 97326 6214 (-123964,136391) 45032 (-57464,147528) 25423 (-71791,122636) 88368 (77745,98992) 45032 (-13928,103992)



Predicted Cases (95% Confidence Interval)
Date Actual Cases SES HLT DT ARIMA

5/16/2020 47144 45032 (45032,45032) 46806 (43329,50284) 46806 (43329,50284) 47352 (47086,47619)
5/17/2020 49219 45032 (45032,45032) 48738 (-1029122,1126599) 48738 (-1029122,1126599) 49667 (49136,50198)
5/18/2020 51633 45032 (45032,45032) 50671 (-2357001,2458343) 50671 (-2357001,2458343) 52003 (51194,52812)
5/19/2020 54346 45032 (45032,45032) 52603 (-3974416,4079621) 52603 (-3974416,4079621) 54359 (53248,55469)
5/20/2020 56594 45032 (45032,45032) 54535 (-5838964,5948034) 54535 (-5838964,5948034) 56735 (55297,58172)
5/21/2020 59567 45032 (45032,45032) 56467 (-7922117,8035051) 56467 (-7922117,8035051) 59131 (57344,60918)
5/22/2020 62527 45032 (45032,45032) 58399 (-10203270,10320069) 58399 (-10203270,10320069) 61548 (59388,63708)
5/23/2020 65856 45032 (45032,45032) 60331 (-12666690,12787353) 60331 (-12666690,12787353) 63985 (61430,66540)
5/24/2020 68620 45032 (45032,45032) 62263 (-15299865,15424392) 62263 (-15299865,15424392) 66442 (63472,69413)
5/25/2020 71105 45032 (45032,45032) 64195 (-18092544,18220935) 64195 (-18092544,18220935) 68920 (65514,72326)
5/26/2020 74560 45032 (45032,45032) 66128 (-21036129,21168385) 66128 (-21036129,21168385) 71418 (67558,75278)
5/27/2020 78023 45032 (45032,45032) 68060 (-24123276,24259395) 68060 (-24123276,24259395) 73936 (69604,78269)
5/28/2020 81400 45032 (45032,45032) 69992 (-27347614,27487598) 69992 (-27347614,27487598) 76475 (71653,81297)
5/29/2020 84627 45032 (45032,45032) 71924 (-30703555,30847403) 71924 (-30703555,30847403) 79034 (73705,84363)
5/30/2020 87512 45032 (45032,45032) 73856 (-34186138,34333850) 73856 (-34186138,34333850) 81613 (75760,87466)
5/31/2020 90664 45032 (45032,45032) 75788 (-37790924,37942501) 75788 (-37790924,37942501) 84213 (77821,90605)
6/1/2020 93435 45032 (45032,45032) 77720 (-41513912,41669353) 77720 (-41513912,41669353) 86833 (79885,93780)
6/2/2020 97326 45032 (45032,45032) 79653 (-45351467,45510772) 79653 (-45351467,45510772) 89473 (81955,96991)
Predicted Cases (95% Confidence Interval)
Date Actual Cases LSTM HWA SSM Sutte-Arima
5/16/2020 47144 48387 (45951,50822) 47439 (42722,52155) 47401 (47127,47675) 24824 (-18922,68571)
5/17/2020 49219 51218 (47956,54480) 49845 (-8914892,9014582) 49761 (49197,50325) 26024 (-18588,70637)
5/18/2020 51633 54275 (50271,58279) 52251 (-19988382,20092884) 52121 (51227,53014) 27132 (-18645,72909)
5/19/2020 54346 57581 (52883,62280) 54657 (-33475891,33585205) 54480 (53216,55744) 28305 (-18844,75453)
5/20/2020 56594 61172 (55361,66983) 57063 (-49022400,49136526) 56840 (55168,58512) 29596 (-18760,77953)
5/21/2020 59567 65086 (58184,71989) 59468 (-66389922,66508858) 59200 (57084,61315) 30824 (-18952,80599)
5/22/2020 62527 69375 (61216,77534) 61873 (-85406112,85529859) 61559 (58969,64150) 32128 (-19163,83420)
5/23/2020 65856 74099 (64566,83632) 64278 (-105939650,106068207) 63919 (60823,67015) 33388 (-19604,86380)
5/24/2020 68620 79349 (67951,90747) 66683 (-127886310,128019676) 66279 (62647,69910) 34804 (-19825,89432)
5/25/2020 71105 85206 (71302,99109) 69087 (-151160403,151298578) 68638 (64445,72831) 36005 (-20201,92211)
5/26/2020 74560 91780 (75068,108492) 71492 (-175690477,175833461) 70998 (66216,75779) 37170 (-20797,95137)
5/27/2020 78023 99228 (79228,119227) 73896 (-201414834,201562626) 73357 (67963,78752) 38449 (-21396,98295)
5/28/2020 81400 107743 (83779,131706) 76300 (-228280375,228432974) 75717 (69685,81749) 39839 (-21939,101616)
5/29/2020 84627 117605 (88767,146444) 78703 (-256240155,256397561) 78077 (71384,84769) 41272 (-22444,104987)
5/30/2020 87512 129183 (94241,164125) 81106 (-285252726,285414939) 80436 (73061,87812) 42520 (-23111,108151)
5/31/2020 90664 142938 (100503,185373) 83509 (-315281153,315448172) 82796 (74716,90877) 43718 (-23864,111301)
6/1/2020 93435 159556 (107761,211352) 85912 (-346291924,346463748) 85156 (76350,93962) 44988 (-24503,114480)
6/2/2020 97326 179987 (116804,243169) 88315 (-378254935,378431564) 87515 (77963,97068) 46229 (-25312,117769)

Table A.114 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Moldova.

Table A.115.

Actual and Predicted Cases with 95% Confidence Intervals for Moldova using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 5934 1185 (-8123,10493) 5745 (5375,6115) 3795 (-397,7987) 6470 (5419,7521) 5745 (5375,6115) 5745 (5745,5745) 5883 (5612,6154)
5/17/2020 6060 1185 (-8248,10617) 5745 (5128,6362) 3839 (-434,8113) 6674 (5544,7804) 5745 (5236,6254) 5745 (5745,5745) 6034 (-707,12775)
5/18/2020 6138 1185 (-8340,10710) 5745 (4975,6515) 3883 (-439,8206) 6883 (5633,8132) 5745 (5136,6354) 5745 (5745,5745) 6184 (-8686,21054)
5/19/2020 6340 1185 (-8488,10858) 5745 (4579,6911) 3928 (-500,8355) 7095 (5784,8406) 5745 (4959,6531) 5745 (5745,5745) 6334 (-18406,31074)
5/20/2020 6553 1185 (-8664,11034) 5745 (4161,7329) 3972 (-589,8533) 7311 (5964,8659) 5745 (4747,6743) 5745 (5745,5745) 6485 (-29617,42586)
5/21/2020 6704 1185 (-8832,11202) 5745 (3865,7625) 4016 (-670,8702) 7532 (6135,8929) 5745 (4554,6936) 5745 (5745,5745) 6635 (-42148,55418)
5/22/2020 6847 1185 (-8993,11363) 5745 (3585,7905) 4060 (-744,8865) 7757 (6298,9216) 5745 (4373,7117) 5745 (5745,5745) 6785 (-55877,69447)
5/23/2020 6994 1185 (-9152,11522) 5745 (3297,8193) 4105 (-815,9025) 7986 (6458,9514) 5745 (4197,7293) 5745 (5745,5745) 6935 (-70708,84579)
5/24/2020 7093 1185 (-9297,11667) 5745 (3103,8387) 4149 (-873,9170) 8219 (6601,9836) 5745 (4040,7450) 5745 (5745,5745) 7086 (-86566,100737)
5/25/2020 7147 1185 (-9424,11794) 5745 (2997,8493) 4193 (-910,9297) 8456 (6721,10192) 5745 (3909,7581) 5745 (5745,5745) 7236 (-103389,117861)
5/26/2020 7305 1185 (-9557,11927) 5745 (2687,8803) 4237 (-955,9430) 8698 (6850,10547) 5745 (3767,7723) 5745 (5745,5745) 7386 (-121126,135899)
5/27/2020 7537 1185 (-9710,12080) 5745 (2233,9257) 4282 (-1020,9584) 8944 (7004,10885) 5745 (3597,7893) 5745 (5745,5745) 7537 (-139733,154806)
5/28/2020 7725 1185 (-9870,12240) 5745 (1864,9626) 4326 (-1093,9745) 9195 (7166,11223) 5745 (3417,8073) 5745 (5745,5745) 7687 (-159169,174543)
5/29/2020 7896 1185 (-10033,12402) 5745 (1529,9961) 4370 (-1169,9909) 9450 (7332,11567) 5745 (3235,8255) 5745 (5745,5745) 7837 (-179403,195078)
5/30/2020 8098 1185 (-10203,12573) 5745 (1133,10357) 4414 (-1252,10081) 9709 (7507,11912) 5745 (3043,8447) 5745 (5745,5745) 7988 (-200404,216379)
5/31/2020 8251 1185 (-10372,12742) 5745 (833,10657) 4459 (-1334,10251) 9973 (7680,12267) 5745 (2855,8635) 5745 (5745,5745) 8138 (-222145,238421)
6/1/2020 8360 1185 (-10534,12904) 5745 (620,10870) 4503 (-1408,10414) 10242 (7844,12640) 5745 (2678,8812) 5745 (5745,5745) 8288 (-244602,261179)
6/2/2020 8548 1185 (-10701,13071) 5745 (251,11239) 4547 (-1488,10582) 10515 (8014,13016) 5745 (2495,8995) 5745 (5745,5745) 8438 (-267753,284630)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 5934 5883 (5612,6154) 5917 (5860,5974) 5450 (4502,6398) 5920 (5577,6263) 5916 (5858,5974) 3059 (-2576,8694)
5/17/2020 6060 6034 (-707,12775) 6083 (5983,6183) 5510 (4494,6525) 6072 (-13897,26042) 6080 (5977,6183) 3131 (-2558,8819)
5/18/2020 6138 6184 (-8686,21054) 6250 (6110,6390) 5571 (4522,6619) 6242 (-40123,52606) 6243 (6097,6390) 3211 (-2494,8915)
5/19/2020 6340 6334 (-18406,31074) 6419 (6238,6599) 5628 (4483,6773) 6444 (-75866,88755) 6407 (6216,6598) 3276 (-2506,9057)
5/20/2020 6553 6485 (-29617,42586) 6589 (6366,6811) 5683 (4406,6960) 6636 (-117410,130682) 6571 (6332,6809) 3363 (-2516,9242)
5/21/2020 6704 6635 (-42148,55418) 6760 (6495,7026) 5735 (4335,7135) 6794 (-161170,174759) 6734 (6447,7022) 3464 (-2497,9424)
5/22/2020 6847 6785 (-55877,69447) 6933 (6623,7244) 5786 (4270,7302) 6966 (-208794,222726) 6898 (6559,7237) 3562 (-2468,9593)
5/23/2020 6994 6935 (-70708,84579) 7108 (6750,7465) 5835 (4205,7465) 7144 (-260544,274833) 7062 (6669,7454) 3640 (-2462,9741)
5/24/2020 7093 7086 (-86566,100737) 7284 (6878,7690) 5882 (4154,7610) 7296 (-314219,328811) 7225 (6776,7674) 3716 (-2445,9877)
5/25/2020 7147 7236 (-103389,117861) 7461 (7005,7918) 5927 (4122,7733) 7466 (-371151,386082) 7389 (6882,7896) 3796 (-2407,9999)
5/26/2020 7305 7386 (-121126,135899) 7640 (7132,8149) 5972 (4078,7865) 7668 (-433320,448656) 7552 (6985,8120) 3871 (-2382,10123)
5/27/2020 7537 7537 (-139733,154806) 7821 (7259,8383) 6014 (4007,8021) 7860 (-499495,515214) 7716 (7086,8346) 3963 (-2356,10282)
5/28/2020 7725 7687 (-159169,174543) 8003 (7385,8620) 6056 (3925,8187) 8018 (-567320,583356) 7880 (7185,8575) 4076 (-2311,10463)
5/29/2020 7896 7837 (-179403,195078) 8186 (7512,8861) 6096 (3836,8356) 8190 (-637671,654050) 8043 (7282,8805) 4191 (-2263,10644)
5/30/2020 8098 7988 (-200404,216379) 8371 (7638,9104) 6135 (3737,8534) 8368 (-710860,727596) 8207 (7377,9037) 4285 (-2241,10812)
5/31/2020 8251 8138 (-222145,238421) 8557 (7764,9351) 6173 (3637,8709) 8520 (-785362,802402) 8371 (7470,9271) 4373 (-2225,10972)
6/1/2020 8360 8288 (-244602,261179) 8745 (7891,9600) 6209 (3545,8873) 8689 (-862155,879533) 8534 (7561,9507) 4461 (-2203,11126)
6/2/2020 8548 8438 (-267753,284630) 8935 (8017,9852) 6244 (3445,9043) 8891 (-942887,960670) 8698 (7651,9745) 4545 (-2190,11281)

Table A.115 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Monaco.

Table A.116.

Actual and Predicted Cases with 95% Confidence Intervals for Monaco using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 96 39 (-73,151) 96 (96,96) 108 (84,132) 96 (96,96) 95 (93,97) 96 (96,96) 96 (96,96)
5/17/2020 96 39 (-73,151) 96 (96,96) 109 (84,134) 95 (93,96) 95 (93,97) 96 (96,96) 96 (96,96)
5/18/2020 97 39 (-74,151) 96 (94,98) 110 (85,136) 94 (90,98) 95 (92,98) 96 (96,96) 96 (96,96)
5/19/2020 97 39 (-74,152) 96 (94,98) 112 (85,138) 92 (87,98) 95 (92,98) 96 (96,96) 96 (96,97)
5/20/2020 97 39 (-74,152) 96 (94,98) 113 (86,140) 91 (84,98) 95 (92,98) 96 (96,96) 96 (96,97)
5/21/2020 97 39 (-74,152) 96 (94,98) 114 (86,142) 90 (81,98) 95 (92,98) 96 (96,96) 96 (96,97)
5/22/2020 97 39 (-74,152) 96 (94,98) 115 (86,145) 88 (77,99) 95 (92,98) 96 (96,96) 96 (96,97)
5/23/2020 98 39 (-75,153) 96 (92,100) 116 (86,147) 86 (73,99) 95 (91,99) 96 (96,96) 97 (96,97)
5/24/2020 98 39 (-75,153) 96 (92,100) 117 (86,149) 84 (69,99) 95 (91,99) 96 (96,96) 97 (96,97)
5/25/2020 98 39 (-75,153) 96 (92,100) 119 (86,151) 82 (65,100) 95 (91,99) 96 (96,96) 97 (96,97)
5/26/2020 98 39 (-75,153) 96 (92,100) 120 (86,153) 80 (60,100) 95 (90,100) 96 (96,96) 97 (96,97)
5/27/2020 98 39 (-76,153) 96 (92,100) 121 (86,155) 78 (56,100) 95 (90,100) 96 (96,96) 97 (96,97)
5/28/2020 98 39 (-76,153) 96 (92,100) 122 (86,158) 75 (51,100) 95 (90,100) 96 (96,96) 97 (96,97)
5/29/2020 98 39 (-76,153) 96 (92,100) 123 (86,160) 73 (45,100) 95 (90,100) 96 (96,96) 97 (96,97)
5/30/2020 99 39 (-76,154) 96 (90,102) 124 (87,162) 70 (40,100) 95 (90,100) 96 (96,96) 97 (96,97)
5/31/2020 99 39 (-76,154) 96 (90,102) 126 (87,165) 67 (34,100) 95 (90,100) 96 (96,96) 97 (96,98)
6/1/2020 99 39 (-76,154) 96 (90,102) 127 (87,167) 64 (28,100) 95 (90,100) 96 (96,96) 97 (96,98)
6/2/2020 99 39 (-76,154) 96 (90,102) 128 (87,169) 61 (21,100) 95 (89,101) 96 (96,96) 97 (97,98)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 96 96 (96,96) 96 (93,99) 96 (96,97) 96 (96,96) 96 (93,99) 48 (-46,142)
5/17/2020 96 96 (96,96) 96 (92,100) 97 (96,97) 96 (96,97) 96 (92,100) 48 (-46,142)
5/18/2020 97 96 (96,96) 96 (91,101) 97 (96,97) 96 (96,96) 96 (91,101) 48 (-47,143)
5/19/2020 97 96 (96,96) 96 (89,103) 97 (96,98) 96 (95,96) 96 (89,103) 48 (-47,143)
5/20/2020 97 96 (96,96) 96 (87,104) 97 (96,98) 96 (95,96) 96 (87,104) 48 (-47,143)
5/21/2020 97 96 (96,97) 96 (85,106) 97 (96,98) 95 (95,96) 96 (85,106) 48 (-47,143)
5/22/2020 97 96 (96,97) 96 (83,109) 97 (96,98) 96 (96,96) 96 (83,109) 48 (-48,143)
5/23/2020 98 96 (96,97) 96 (80,111) 97 (96,98) 96 (95,96) 96 (80,111) 48 (-48,144)
5/24/2020 98 96 (96,97) 95 (77,114) 97 (96,98) 96 (96,96) 95 (77,114) 48 (-48,144)
5/25/2020 98 96 (96,97) 95 (74,116) 97 (96,98) 96 (96,96) 95 (74,116) 48 (-49,144)
5/26/2020 98 96 (96,97) 95 (71,119) 97 (96,98) 95 (95,96) 95 (71,119) 48 (-49,144)
5/27/2020 98 97 (96,97) 95 (68,122) 97 (96,98) 95 (95,96) 95 (68,122) 48 (-49,144)
5/28/2020 98 97 (96,97) 95 (65,125) 97 (96,99) 95 (95,95) 95 (65,125) 48 (-49,144)
5/29/2020 98 97 (96,97) 95 (61,129) 97 (96,99) 96 (95,96) 95 (62,129) 48 (-50,145)
5/30/2020 99 97 (96,97) 95 (58,132) 97 (95,99) 95 (95,96) 95 (58,132) 47 (-50,145)
5/31/2020 99 97 (96,97) 95 (54,135) 97 (95,99) 96 (95,96) 95 (54,135) 48 (-50,145)
6/1/2020 99 97 (96,97) 95 (51,139) 97 (95,99) 96 (95,96) 95 (51,139) 48 (-50,145)
6/2/2020 99 97 (96,97) 95 (47,143) 97 (95,99) 95 (95,95) 95 (47,143) 47 (-50,145)

Table A.116 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Mongolia.

Table A.117.

Actual and Predicted Cases with 95% Confidence Intervals for Mongolia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 135 14 (-222,251) 98 (25,171) 43 (-136,223) 65 (-72,202) 42 (-140,224) 98 (98,98) 107 (89,125)
5/17/2020 136 14 (-223,252) 98 (24,172) 44 (-136,224) 67 (-69,203) 42 (-141,225) 98 (98,98) 116 (72,161)
5/18/2020 140 14 (-226,255) 98 (16,180) 44 (-138,227) 69 (-69,206) 42 (-144,228) 98 (98,98) 126 (45,206)
5/19/2020 140 14 (-227,256) 98 (16,180) 45 (-139,228) 70 (-67,208) 42 (-146,230) 98 (98,98) 135 (11,259)
5/20/2020 140 14 (-228,257) 98 (16,180) 45 (-139,229) 72 (-64,209) 42 (-147,231) 98 (98,98) 145 (-28,317)
5/21/2020 140 14 (-229,258) 98 (16,180) 46 (-138,230) 74 (-61,209) 42 (-147,231) 98 (98,98) 154 (-73,381)
5/22/2020 141 14 (-229,258) 98 (14,182) 46 (-138,231) 76 (-58,210) 42 (-148,232) 98 (98,98) 164 (-122,449)
5/23/2020 141 14 (-230,259) 98 (14,182) 47 (-138,231) 78 (-55,211) 42 (-148,232) 98 (98,98) 173 (-176,522)
5/24/2020 141 14 (-230,259) 98 (14,182) 47 (-137,232) 80 (-52,211) 42 (-149,233) 98 (98,98) 182 (-234,599)
5/25/2020 141 14 (-231,260) 98 (14,182) 48 (-137,232) 82 (-48,212) 42 (-149,233) 98 (98,98) 192 (-296,679)
5/26/2020 141 14 (-231,260) 98 (14,182) 48 (-136,232) 84 (-45,212) 42 (-149,233) 98 (98,98) 201 (-361,763)
5/27/2020 148 14 (-232,261) 98 (0,196) 49 (-136,234) 86 (-42,214) 42 (-151,235) 98 (98,98) 211 (-430,851)
5/28/2020 161 14 (-236,265) 98 (-25,221) 49 (-139,237) 88 (-41,217) 42 (-154,238) 98 (98,98) 220 (-502,942)
5/29/2020 179 14 (-242,270) 98 (-61,257) 50 (-144,243) 90 (-43,223) 42 (-160,244) 98 (98,98) 229 (-577,1036)
5/30/2020 179 14 (-247,275) 98 (-61,257) 50 (-148,248) 92 (-43,228) 42 (-165,249) 98 (98,98) 239 (-656,1134)
5/31/2020 179 14 (-251,280) 98 (-61,257) 51 (-151,252) 94 (-43,232) 42 (-170,254) 98 (98,98) 248 (-737,1234)
6/1/2020 185 14 (-255,284) 98 (-73,269) 51 (-155,257) 97 (-44,237) 42 (-174,258) 98 (98,98) 258 (-821,1337)
6/2/2020 185 14 (-259,288) 98 (-73,269) 52 (-158,261) 99 (-43,241) 42 (-178,262) 98 (98,98) 267 (-909,1443)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 135 107 (89,125) 95 (84,105) 80 (-29,188) 100 (96,104) 102 (91,112) 60 (-86,207)
5/17/2020 136 116 (72,161) 96 (81,110) 86 (-18,189) 102 (96,107) 102 (87,117) 68 (-72,208)
5/18/2020 140 126 (45,206) 96 (79,114) 94 (-6,193) 104 (97,111) 102 (83,121) 56 (-93,204)
5/19/2020 140 135 (11,259) 97 (77,117) 103 (10,197) 107 (98,115) 102 (80,124) 57 (-96,209)
5/20/2020 140 145 (-28,317) 98 (76,120) 115 (28,201) 108 (98,118) 102 (77,127) 50 (-108,208)
5/21/2020 140 154 (-73,381) 99 (75,123) 129 (49,208) 113 (102,125) 102 (74,129) 50 (-111,211)
5/22/2020 141 164 (-122,449) 100 (74,126) 146 (73,220) 115 (102,128) 102 (72,131) 50 (-114,213)
5/23/2020 141 173 (-176,522) 101 (73,128) 169 (98,241) 117 (103,132) 102 (70,134) 50 (-115,216)
5/24/2020 141 182 (-234,599) 101 (72,131) 200 (122,278) 119 (103,135) 102 (68,135) 51 (-116,218)
5/25/2020 141 192 (-296,679) 102 (72,133) 242 (145,339) 121 (104,138) 102 (66,137) 51 (-116,219)
5/26/2020 141 201 (-361,763) 103 (71,135) 304 (171,438) 124 (105,142) 102 (64,139) 52 (-117,220)
5/27/2020 148 211 (-430,851) 104 (70,137) 401 (209,593) 126 (106,146) 102 (63,141) 52 (-118,222)
5/28/2020 161 220 (-502,942) 105 (70,140) 567 (279,855) 131 (109,152) 102 (61,142) 54 (-120,227)
5/29/2020 179 229 (-577,1036) 106 (69,142) 887 (424,1350) 132 (109,156) 102 (59,144) 56 (-123,235)
5/30/2020 179 239 (-656,1134) 106 (69,144) 1576 (739,2413) 134 (110,159) 102 (58,146) 60 (-123,243)
5/31/2020 179 248 (-737,1234) 107 (69,146) 3133 (1474,4792) 136 (110,163) 102 (56,147) 59 (-128,246)
6/1/2020 185 258 (-821,1337) 108 (68,148) 6523 (3107,9939) 138 (110,166) 102 (55,148) 57 (-134,248)
6/2/2020 185 267 (-909,1443) 109 (68,150) 13408 (6455,20360) 141 (111,170) 102 (54,150) 55 (-140,251)

Table A.117 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Montenegro.

Table A.118.

Actual and Predicted Cases with 95% Confidence Intervals for Montenegro using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 324 120 (-281,520) 324 (324,324) 346 (303,389) 355 (294,416) 324 (324,324) 324 (324,324) 324 (324,324)
5/17/2020 324 120 (-281,520) 324 (324,324) 350 (303,397) 355 (294,416) 324 (324,324) 324 (324,324) 324 (324,324)
5/18/2020 324 120 (-281,520) 324 (324,324) 354 (303,405) 355 (294,416) 324 (324,324) 324 (324,324) 324 (324,325)
5/19/2020 324 120 (-281,520) 324 (324,324) 358 (302,413) 354 (294,415) 324 (324,324) 324 (324,324) 324 (324,325)
5/20/2020 324 120 (-281,520) 324 (324,324) 361 (302,420) 354 (294,414) 324 (324,324) 324 (324,324) 324 (324,325)
5/21/2020 324 120 (-281,520) 324 (324,324) 365 (302,428) 352 (293,412) 324 (324,324) 324 (324,324) 324 (324,325)
5/22/2020 324 120 (-281,520) 324 (324,324) 369 (302,436) 351 (293,410) 324 (324,324) 324 (324,324) 325 (324,325)
5/23/2020 324 120 (-281,520) 324 (324,324) 373 (301,444) 349 (292,407) 324 (324,324) 324 (324,324) 325 (324,325)
5/24/2020 324 120 (-281,520) 324 (324,324) 377 (301,452) 347 (291,404) 324 (324,324) 324 (324,324) 325 (324,325)
5/25/2020 324 120 (-281,520) 324 (324,324) 381 (301,460) 345 (290,400) 324 (324,324) 324 (324,324) 325 (324,325)
5/26/2020 324 120 (-281,520) 324 (324,324) 384 (300,469) 342 (289,396) 324 (324,324) 324 (324,324) 325 (324,325)
5/27/2020 324 120 (-281,520) 324 (324,324) 388 (300,477) 339 (287,391) 324 (324,324) 324 (324,324) 325 (324,325)
5/28/2020 324 120 (-281,520) 324 (324,324) 392 (299,485) 336 (286,386) 324 (324,324) 324 (324,324) 325 (324,325)
5/29/2020 324 120 (-281,520) 324 (324,324) 396 (299,493) 332 (283,381) 324 (324,324) 324 (324,324) 325 (324,326)
5/30/2020 324 120 (-281,520) 324 (324,324) 400 (299,501) 328 (281,375) 324 (324,324) 324 (324,324) 325 (324,326)
5/31/2020 324 120 (-281,520) 324 (324,324) 404 (298,509) 324 (278,369) 324 (324,324) 324 (324,324) 325 (324,326)
6/1/2020 324 120 (-281,520) 324 (324,324) 407 (298,517) 319 (275,363) 324 (324,324) 324 (324,324) 325 (325,326)
6/2/2020 324 120 (-281,520) 324 (324,324) 411 (297,525) 314 (270,357) 324 (324,324) 324 (324,324) 325 (325,326)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 324 324 (324,324) 324 (317,332) 325 (323,327) 324 (324,324) 324 (317,331) 162 (-155,479)
5/17/2020 324 324 (324,324) 324 (311,338) 325 (323,328) 324 (324,324) 324 (311,338) 162 (-155,479)
5/18/2020 324 324 (324,324) 324 (303,345) 325 (323,328) 324 (324,324) 324 (303,345) 162 (-155,479)
5/19/2020 324 324 (324,324) 324 (296,353) 326 (323,328) 324 (324,324) 324 (296,353) 162 (-155,480)
5/20/2020 324 324 (324,324) 324 (288,361) 326 (323,329) 324 (324,324) 324 (288,361) 162 (-155,480)
5/21/2020 324 324 (324,324) 325 (280,369) 326 (323,329) 324 (324,324) 325 (280,369) 162 (-155,480)
5/22/2020 324 324 (324,324) 325 (272,378) 326 (323,329) 324 (324,324) 325 (272,378) 162 (-155,480)
5/23/2020 324 324 (324,325) 325 (263,386) 326 (323,329) 324 (324,324) 325 (263,386) 162 (-155,480)
5/24/2020 324 324 (324,325) 325 (255,395) 326 (323,329) 324 (324,324) 325 (255,395) 162 (-155,480)
5/25/2020 324 324 (324,325) 325 (246,405) 326 (323,330) 324 (324,324) 325 (246,404) 163 (-154,480)
5/26/2020 324 324 (324,325) 325 (236,414) 326 (323,330) 324 (324,324) 325 (236,414) 163 (-154,480)
5/27/2020 324 324 (324,325) 325 (227,424) 326 (323,330) 324 (324,324) 325 (227,424) 163 (-154,480)
5/28/2020 324 324 (324,325) 326 (217,434) 326 (323,330) 324 (324,324) 325 (217,434) 163 (-154,480)
5/29/2020 324 324 (324,325) 326 (207,444) 326 (323,330) 324 (324,324) 326 (207,444) 163 (-154,480)
5/30/2020 324 324 (324,325) 326 (197,454) 326 (323,330) 324 (324,324) 326 (197,454) 163 (-154,480)
5/31/2020 324 324 (324,325) 326 (187,465) 326 (323,330) 324 (324,324) 326 (187,465) 163 (-154,480)
6/1/2020 324 325 (324,325) 326 (176,476) 326 (323,330) 324 (324,324) 326 (176,476) 163 (-153,480)
6/2/2020 324 325 (324,325) 326 (165,487) 326 (322,331) 324 (324,324) 326 (165,487) 163 (-153,480)

Table A.118 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Morocco.

Table A.119.

Actual and Predicted Cases with 95% Confidence Intervals for Morocco using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 6741 1402 (-9063,11867) 6652 (6478,6826) 4497 (97,8896) 7808 (5717,9898) 6652 (6478,6826) 6652 (6652,6652) 6799 (6510,7088)
5/17/2020 6870 1402 (-9190,11994) 6652 (6225,7079) 4549 (74,9024) 8062 (5845,10278) 6652 (6326,6978) 6652 (6652,6652) 6924 (915,12934)
5/18/2020 6952 1402 (-9286,12090) 6652 (6064,7240) 4601 (82,9121) 8321 (5939,10703) 6652 (6220,7084) 6652 (6652,6652) 7049 (-6170,20268)
5/19/2020 7023 1402 (-9370,12173) 6652 (5925,7379) 4654 (103,9205) 8585 (6016,11154) 6652 (6131,7173) 6652 (6652,6652) 7174 (-14794,29142)
5/20/2020 7133 1402 (-9464,12267) 6652 (5709,7595) 4706 (114,9299) 8855 (6106,11604) 6652 (6023,7281) 6652 (6652,6652) 7299 (-24736,39334)
5/21/2020 7211 1402 (-9552,12356) 6652 (5556,7748) 4759 (130,9388) 9130 (6188,12073) 6652 (5924,7380) 6652 (6652,6652) 7424 (-35847,50694)
5/22/2020 7332 1402 (-9650,12454) 6652 (5319,7985) 4811 (137,9486) 9411 (6282,12540) 6652 (5811,7493) 6652 (6652,6652) 7548 (-48017,63114)
5/23/2020 7406 1402 (-9742,12546) 6652 (5174,8130) 4864 (150,9578) 9697 (6367,13027) 6652 (5707,7597) 6652 (6652,6652) 7673 (-61163,76509)
5/24/2020 7433 1402 (-9819,12623) 6652 (5121,8183) 4916 (177,9655) 9989 (6433,13545) 6652 (5626,7678) 6652 (6652,6652) 7798 (-75217,90814)
5/25/2020 7532 1402 (-9901,12705) 6652 (4927,8377) 4969 (200,9737) 10286 (6505,14067) 6652 (5536,7768) 6652 (6652,6652) 7923 (-90126,105972)
5/26/2020 7577 1402 (-9976,12780) 6652 (4839,8465) 5021 (230,9812) 10589 (6569,14609) 6652 (5456,7848) 6652 (6652,6652) 8048 (-105844,121939)
5/27/2020 7601 1402 (-10043,12846) 6652 (4792,8512) 5074 (269,9878) 10897 (6620,15175) 6652 (5387,7917) 6652 (6652,6652) 8173 (-122330,138676)
5/28/2020 7643 1402 (-10105,12909) 6652 (4710,8594) 5126 (311,9941) 11212 (6667,15756) 6652 (5323,7981) 6652 (6652,6652) 8297 (-139552,156147)
5/29/2020 7714 1402 (-10169,12973) 6652 (4570,8734) 5178 (353,10004) 11532 (6718,16346) 6652 (5255,8049) 6652 (6652,6652) 8422 (-157480,174324)
5/30/2020 7780 1402 (-10234,13037) 6652 (4441,8863) 5231 (394,10068) 11858 (6770,16946) 6652 (5187,8117) 6652 (6652,6652) 8547 (-176086,193180)
5/31/2020 7807 1402 (-10293,13097) 6652 (4388,8916) 5283 (439,10128) 12189 (6815,17564) 6652 (5125,8179) 6652 (6652,6652) 8672 (-195348,212691)
6/1/2020 7833 1402 (-10349,13152) 6652 (4337,8967) 5336 (489,10183) 12527 (6856,18198) 6652 (5068,8236) 6652 (6652,6652) 8797 (-215243,232836)
6/2/2020 7866 1402 (-10402,13205) 6652 (4273,9031) 5388 (541,10236) 12871 (6894,18847) 6652 (5013,8291) 6652 (6652,6652) 8921 (-235753,253596)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 6741 6799 (6510,7088) 6729 (6669,6788) 6722 (6686,6759) 6722 (6585,6858) 6727 (6667,6787) 3404 (-3138,9945)
5/17/2020 6870 6924 (915,12934) 6803 (6696,6911) 6821 (6749,6894) 6789 (1415,12163) 6799 (6691,6907) 3440 (-3192,10073)
5/18/2020 6952 7049 (-6170,20268) 6879 (6716,7042) 6916 (6845,6988) 6850 (-4643,18343) 6871 (6707,7035) 3484 (-3205,10172)
5/19/2020 7023 7174 (-14794,29142) 6955 (6731,7179) 7008 (6944,7072) 6908 (-11706,25521) 6943 (6717,7169) 3528 (-3201,10257)
5/20/2020 7133 7299 (-24736,39334) 7032 (6740,7324) 7096 (7030,7161) 6966 (-19757,33688) 7015 (6721,7309) 3563 (-3220,10347)
5/21/2020 7211 7424 (-35847,50694) 7109 (6744,7474) 7180 (7115,7245) 7023 (-28675,42722) 7087 (6719,7455) 3599 (-3235,10433)
5/22/2020 7332 7548 (-48017,63114) 7187 (6744,7630) 7261 (7181,7341) 7087 (-38686,52860) 7159 (6712,7606) 3637 (-3257,10531)
5/23/2020 7406 7673 (-61163,76509) 7266 (6740,7792) 7338 (7250,7427) 7145 (-49402,63693) 7231 (6700,7762) 3685 (-3260,10630)
5/24/2020 7433 7798 (-75217,90814) 7345 (6732,7959) 7413 (7329,7497) 7206 (-60873,75285) 7303 (6683,7923) 3718 (-3264,10701)
5/25/2020 7532 7923 (-90126,105972) 7425 (6720,8131) 7485 (7399,7570) 7260 (-72819,87340) 7375 (6662,8088) 3750 (-3277,10777)
5/26/2020 7577 8048 (-105844,121939) 7506 (6704,8308) 7553 (7471,7636) 7311 (-85103,99725) 7447 (6637,8258) 3787 (-3278,10851)
5/27/2020 7601 8173 (-122330,138676) 7587 (6686,8489) 7620 (7540,7699) 7363 (-97779,112505) 7519 (6607,8431) 3822 (-3271,10916)
5/28/2020 7643 8297 (-139552,156147) 7669 (6664,8675) 7683 (7604,7763) 7414 (-110848,125675) 7591 (6574,8609) 3863 (-3256,10981)
5/29/2020 7714 8422 (-157480,174324) 7752 (6639,8865) 7744 (7666,7823) 7471 (-124521,139463) 7663 (6537,8790) 3895 (-3251,11040)
5/30/2020 7780 8547 (-176086,193180) 7835 (6611,9060) 7803 (7726,7879) 7523 (-138598,153644) 7735 (6496,8975) 3941 (-3231,11112)
5/31/2020 7807 8672 (-195348,212691) 7919 (6580,9258) 7858 (7780,7937) 7577 (-153135,168290) 7807 (6452,9163) 3990 (-3201,11181)
6/1/2020 7833 8797 (-215243,232836) 8004 (6547,9461) 7912 (7827,7997) 7626 (-167948,183200) 7880 (6404,9355) 4029 (-3177,11236)
6/2/2020 7866 8921 (-235753,253596) 8089 (6511,9667) 7963 (7870,8057) 7671 (-182934,198276) 7952 (6353,9550) 4065 (-3156,11285)

Table A.119 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Mozambique.

Table A.120.

Actual and Predicted Cases with 95% Confidence Intervals for Mozambique using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 129 22 (-189,232) 119 (99,139) 70 (-45,185) 129 (128,129) 81 (-13,175) 119 (119,119) 123 (115,131)
5/17/2020 137 22 (-197,240) 119 (84,154) 71 (-51,193) 133 (128,138) 104 (23,185) 119 (119,119) 128 (113,142)
5/18/2020 145 22 (-205,248) 119 (68,170) 72 (-58,202) 138 (129,147) 104 (23,185) 119 (119,119) 132 (109,155)
5/19/2020 146 22 (-209,253) 119 (66,172) 73 (-60,206) 143 (134,151) 104 (23,185) 119 (119,119) 136 (103,169)
5/20/2020 156 22 (-216,259) 119 (46,192) 74 (-66,213) 147 (137,158) 104 (18,190) 119 (119,119) 141 (97,185)
5/21/2020 162 22 (-223,266) 119 (35,203) 74 (-71,220) 152 (140,165) 104 (13,195) 119 (119,119) 145 (89,201)
5/22/2020 164 22 (-228,271) 119 (31,207) 75 (-74,225) 157 (145,170) 104 (9,199) 119 (119,119) 149 (80,219)
5/23/2020 168 22 (-233,276) 119 (23,215) 76 (-78,230) 162 (150,175) 104 (5,203) 119 (119,119) 154 (70,237)
5/24/2020 194 22 (-244,287) 119 (-28,266) 77 (-87,241) 168 (147,188) 104 (-7,215) 119 (119,119) 158 (60,257)
5/25/2020 209 22 (-256,299) 119 (-57,295) 78 (-98,253) 173 (143,203) 104 (-20,228) 119 (119,119) 163 (49,277)
5/26/2020 213 22 (-266,309) 119 (-65,303) 79 (-107,264) 178 (143,213) 104 (-30,238) 119 (119,119) 167 (37,297)
5/27/2020 227 22 (-277,320) 119 (-93,331) 79 (-117,275) 184 (143,225) 104 (-42,250) 119 (119,119) 171 (24,319)
5/28/2020 233 22 (-288,331) 119 (-104,342) 80 (-126,286) 190 (143,236) 104 (-53,261) 119 (119,119) 176 (10,341)
5/29/2020 234 22 (-296,340) 119 (-106,344) 81 (-133,295) 195 (146,244) 104 (-62,270) 119 (119,119) 180 (-4,364)
5/30/2020 244 22 (-306,349) 119 (-126,364) 82 (-140,304) 201 (149,253) 104 (-71,279) 119 (119,119) 185 (-19,388)
5/31/2020 254 22 (-315,358) 119 (-146,384) 83 (-148,314) 207 (152,263) 104 (-81,289) 119 (119,119) 189 (-34,412)
6/1/2020 254 22 (-323,366) 119 (-146,384) 84 (-155,322) 213 (156,270) 104 (-89,297) 119 (119,119) 193 (-50,437)
6/2/2020 307 22 (-338,382) 119 (-249,487) 84 (-169,338) 220 (151,288) 104 (-106,314) 119 (119,119) 198 (-67,462)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 129 123 (115,130) 122 (117,127) 110 (73,147) 123 (116,129) 122 (117,127) 64 (-65,192)
5/17/2020 137 127 (114,140) 125 (118,132) 112 (69,155) 126 (114,138) 126 (118,133) 67 (-66,200)
5/18/2020 145 131 (110,152) 128 (119,137) 114 (65,164) 130 (113,146) 129 (119,139) 68 (-71,207)
5/19/2020 146 135 (106,165) 131 (121,142) 116 (64,168) 133 (111,155) 132 (120,144) 70 (-71,212)
5/20/2020 156 139 (100,178) 135 (123,146) 118 (61,175) 137 (109,165) 136 (121,150) 70 (-77,218)
5/21/2020 162 143 (93,192) 138 (125,151) 120 (58,182) 140 (106,174) 139 (123,155) 72 (-80,225)
5/22/2020 164 147 (86,207) 141 (127,155) 122 (57,187) 144 (103,184) 142 (124,160) 73 (-83,230)
5/23/2020 168 150 (78,223) 144 (129,159) 124 (56,192) 147 (99,195) 146 (125,166) 75 (-84,235)
5/24/2020 194 154 (69,239) 148 (132,164) 126 (48,204) 151 (96,206) 149 (127,171) 76 (-93,245)
5/25/2020 209 158 (60,256) 151 (134,168) 128 (39,218) 154 (92,217) 152 (128,176) 81 (-98,260)
5/26/2020 213 161 (50,273) 155 (137,172) 130 (32,229) 158 (87,228) 155 (129,182) 85 (-101,272)
5/27/2020 227 165 (40,290) 158 (140,177) 133 (24,241) 161 (83,240) 159 (130,187) 87 (-109,282)
5/28/2020 233 169 (29,308) 162 (142,181) 135 (18,251) 165 (78,252) 162 (132,193) 86 (-118,290)
5/29/2020 234 172 (18,326) 165 (145,185) 137 (13,260) 168 (72,264) 165 (133,198) 87 (-125,298)
5/30/2020 244 175 (6,345) 169 (148,189) 139 (8,269) 172 (67,277) 169 (134,203) 88 (-131,307)
5/31/2020 254 179 (-6,364) 172 (151,194) 141 (2,279) 175 (61,290) 172 (135,209) 89 (-138,316)
6/1/2020 254 182 (-18,383) 176 (154,198) 143 (-2,287) 179 (55,303) 175 (136,215) 91 (-142,325)
6/2/2020 307 185 (-31,402) 179 (157,202) 144 (-15,303) 182 (49,316) 179 (137,220) 93 (-154,340)

Table A.120 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for MS Zaandam.

Table A.121.

Actual and Predicted Cases with 95% Confidence Intervals for MS Zaandam using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 9 4 (-7,14) 9 (9,9) 10 (8,13) 9 (9,9) 9 (9,9) 9 (9,9) 9 (9,9)
5/17/2020 9 4 (-7,14) 9 (9,9) 10 (8,13) 9 (9,9) 9 (9,9) 9 (9,9) 9 (9,9)
5/18/2020 9 4 (-7,14) 9 (9,9) 10 (8,13) 9 (9,9) 9 (9,9) 9 (9,9) 9 (9,9)
5/19/2020 9 4 (-7,14) 9 (9,9) 11 (8,13) 9 (8,9) 9 (9,9) 9 (9,9) 9 (9,9)
5/20/2020 9 4 (-7,14) 9 (9,9) 11 (8,14) 9 (8,9) 9 (9,9) 9 (9,9) 9 (9,9)
5/21/2020 9 4 (-7,14) 9 (9,9) 11 (8,14) 8 (8,9) 9 (9,9) 9 (9,9) 9 (9,9)
5/22/2020 9 4 (-7,14) 9 (9,9) 11 (8,14) 8 (7,9) 9 (9,9) 9 (9,9) 9 (9,9)
5/23/2020 9 4 (-7,14) 9 (9,9) 11 (8,14) 8 (7,9) 9 (9,9) 9 (9,9) 9 (9,9)
5/24/2020 9 4 (-7,14) 9 (9,9) 11 (8,14) 8 (7,9) 9 (9,9) 9 (9,9) 9 (9,9)
5/25/2020 9 4 (-7,14) 9 (9,9) 11 (8,15) 8 (6,9) 9 (9,9) 9 (9,9) 9 (9,9)
5/26/2020 9 4 (-7,14) 9 (9,9) 11 (8,15) 7 (6,9) 9 (9,9) 9 (9,9) 9 (9,9)
5/27/2020 9 4 (-7,14) 9 (9,9) 11 (8,15) 7 (5,9) 9 (9,9) 9 (9,9) 9 (9,9)
5/28/2020 9 4 (-7,14) 9 (9,9) 12 (8,15) 7 (5,9) 9 (9,9) 9 (9,9) 9 (9,9)
5/29/2020 9 4 (-7,14) 9 (9,9) 12 (8,16) 7 (4,9) 9 (9,9) 9 (9,9) 9 (9,9)
5/30/2020 9 4 (-7,14) 9 (9,9) 12 (8,16) 6 (4,9) 9 (9,9) 9 (9,9) 9 (9,9)
5/31/2020 9 4 (-7,14) 9 (9,9) 12 (8,16) 6 (3,9) 9 (9,9) 9 (9,9) 9 (9,9)
6/1/2020 9 4 (-7,14) 9 (9,9) 12 (8,16) 6 (2,9) 9 (9,9) 9 (9,9) 9 (9,9)
6/2/2020 9 4 (-7,14) 9 (9,9) 12 (8,17) 5 (2,9) 9 (9,9) 9 (9,9) 9 (9,9)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 9 9 (9,9) 9 (8,10) 9 (9,9) 9 (9,9) 9 (8,10) 5 (-4,13)
5/17/2020 9 9 (9,9) 9 (7,11) 9 (9,9) 9 (9,9) 9 (7,11) 5 (-4,13)
5/18/2020 9 9 (9,9) 9 (7,12) 9 (9,9) 9 (9,9) 9 (7,12) 5 (-4,13)
5/19/2020 9 9 (9,9) 10 (7,12) 9 (9,9) 9 (9,9) 9 (7,12) 5 (-4,13)
5/20/2020 9 9 (9,9) 10 (7,13) 9 (9,9) 9 (9,9) 9 (6,12) 5 (-4,13)
5/21/2020 9 9 (9,9) 10 (7,13) 9 (9,9) 9 (9,9) 9 (6,13) 5 (-3,13)
5/22/2020 9 9 (9,9) 10 (6,13) 9 (9,9) 9 (9,9) 10 (6,13) 5 (-3,13)
5/23/2020 9 9 (9,9) 10 (6,14) 9 (9,9) 9 (9,9) 10 (6,14) 5 (-3,13)
5/24/2020 9 9 (9,9) 10 (6,14) 9 (9,9) 9 (9,9) 10 (6,14) 5 (-3,13)
5/25/2020 9 9 (9,9) 10 (6,15) 9 (9,9) 9 (9,9) 10 (5,14) 5 (-3,13)
5/26/2020 9 9 (9,9) 10 (6,15) 9 (9,9) 9 (9,9) 10 (5,14) 5 (-3,13)
5/27/2020 9 9 (9,9) 11 (6,15) 9 (9,9) 9 (9,9) 10 (5,15) 5 (-3,13)
5/28/2020 9 9 (9,9) 11 (6,16) 9 (9,9) 9 (9,9) 10 (5,15) 5 (-3,13)
5/29/2020 9 9 (9,9) 11 (6,16) 9 (9,9) 9 (9,9) 10 (5,15) 5 (-2,13)
5/30/2020 9 9 (9,9) 11 (6,16) 9 (9,9) 9 (9,9) 10 (5,16) 6 (-2,13)
5/31/2020 9 9 (9,9) 11 (6,16) 9 (9,9) 9 (9,9) 10 (5,16) 6 (-2,13)
6/1/2020 9 9 (9,9) 11 (6,17) 9 (9,9) 9 (9,9) 10 (4,16) 6 (-2,13)
6/2/2020 9 9 (9,9) 11 (6,17) 9 (9,9) 9 (9,9) 10 (4,16) 6 (-2,13)

Table A.121 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Namibia.

Table A.122.

Actual and Predicted Cases with 95% Confidence Intervals for Namibia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 16 7 (-11,25) 16 (16,16) 19 (13,25) 15 (12,17) 16 (16,16) 16 (16,16) 16 (16,16)
5/17/2020 16 7 (-11,25) 16 (16,16) 19 (13,25) 14 (11,17) 16 (16,16) 16 (16,16) 16 (16,16)
5/18/2020 16 7 (-11,25) 16 (16,16) 19 (13,26) 14 (11,17) 16 (16,16) 16 (16,16) 16 (16,16)
5/19/2020 16 7 (-11,25) 16 (16,16) 20 (13,26) 14 (10,17) 16 (16,16) 16 (16,16) 16 (16,16)
5/20/2020 16 7 (-11,25) 16 (16,16) 20 (13,27) 13 (9,17) 16 (16,16) 16 (16,16) 16 (16,16)
5/21/2020 18 7 (-11,25) 16 (12,20) 20 (14,26) 13 (7,18) 16 (14,18) 16 (16,16) 16 (16,16)
5/22/2020 19 7 (-12,26) 16 (10,22) 20 (14,26) 12 (5,20) 16 (13,19) 16 (16,16) 16 (16,16)
5/23/2020 20 7 (-13,27) 16 (8,24) 20 (15,26) 12 (3,21) 16 (12,20) 16 (16,16) 16 (16,16)
5/24/2020 21 7 (-14,28) 16 (6,26) 21 (15,26) 11 (1,22) 16 (11,21) 16 (16,16) 16 (16,16)
5/25/2020 21 7 (-15,29) 16 (6,26) 21 (16,26) 11 (-1,23) 16 (10,22) 16 (16,16) 16 (16,16)
5/26/2020 21 7 (-15,29) 16 (6,26) 21 (16,26) 10 (-3,23) 16 (10,22) 16 (16,16) 16 (16,16)
5/27/2020 22 7 (-16,30) 16 (4,28) 21 (17,26) 9 (-5,24) 16 (9,23) 16 (16,16) 16 (16,16)
5/28/2020 22 7 (-16,31) 16 (4,28) 21 (17,26) 9 (-7,24) 16 (9,23) 16 (16,16) 16 (16,16)
5/29/2020 23 7 (-17,31) 16 (2,30) 22 (17,26) 8 (-9,25) 16 (8,24) 16 (16,16) 16 (16,16)
5/30/2020 23 7 (-18,32) 16 (2,30) 22 (18,26) 7 (-11,26) 16 (8,24) 16 (16,16) 16 (16,16)
5/31/2020 24 7 (-18,32) 16 (0,32) 22 (18,26) 7 (-13,26) 16 (7,25) 16 (16,16) 16 (16,16)
6/1/2020 25 7 (-19,33) 16 (-2,34) 22 (18,27) 6 (-15,27) 16 (6,26) 16 (16,16) 16 (16,16)
6/2/2020 25 7 (-20,34) 16 (-2,34) 22 (18,27) 5 (-18,27) 16 (6,26) 16 (16,16) 16 (16,16)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 16 16 (16,16) 16 (15,17) 16 (16,16) 16 (16,16) 16 (15,17) 8 (-8,24)
5/17/2020 16 16 (16,16) 16 (15,17) 16 (16,16) 16 (16,16) 16 (15,17) 8 (-8,24)
5/18/2020 16 16 (16,16) 16 (14,18) 16 (16,16) 16 (16,16) 16 (14,18) 8 (-8,24)
5/19/2020 16 16 (16,16) 16 (14,18) 16 (16,17) 16 (16,16) 16 (14,18) 8 (-8,24)
5/20/2020 16 16 (16,16) 16 (13,19) 16 (16,17) 16 (16,16) 16 (13,19) 8 (-8,24)
5/21/2020 18 16 (16,16) 16 (13,19) 16 (15,18) 16 (16,16) 16 (13,19) 8 (-8,24)
5/22/2020 19 16 (16,16) 16 (12,20) 16 (14,19) 16 (16,16) 16 (12,20) 8 (-9,25)
5/23/2020 20 16 (16,16) 16 (12,20) 16 (13,20) 16 (16,16) 16 (12,20) 9 (-9,26)
5/24/2020 21 16 (16,16) 16 (12,20) 16 (12,21) 16 (16,16) 16 (12,20) 9 (-10,27)
5/25/2020 21 16 (16,16) 16 (11,21) 16 (11,21) 16 (16,16) 16 (11,21) 9 (-11,28)
5/26/2020 21 16 (16,16) 16 (10,22) 16 (11,22) 16 (16,16) 16 (10,22) 8 (-12,28)
5/27/2020 22 16 (16,16) 16 (10,22) 16 (10,23) 16 (16,17) 16 (10,22) 8 (-12,29)
5/28/2020 22 16 (16,16) 16 (9,23) 16 (9,23) 16 (16,17) 16 (9,23) 8 (-13,29)
5/29/2020 23 16 (16,16) 16 (9,23) 16 (9,24) 16 (16,16) 16 (9,23) 8 (-14,30)
5/30/2020 23 16 (16,16) 16 (8,24) 16 (8,24) 16 (16,16) 16 (8,24) 8 (-14,31)
5/31/2020 24 16 (16,16) 16 (8,24) 16 (8,25) 16 (16,17) 16 (8,24) 8 (-15,31)
6/1/2020 25 16 (16,16) 16 (7,25) 16 (7,26) 16 (16,17) 16 (7,25) 8 (-15,32)
6/2/2020 25 16 (16,16) 16 (6,26) 16 (6,26) 16 (16,17) 16 (6,26) 8 (-16,33)

Table A.122 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Nepal.

Table A.123.

Actual and Predicted Cases with 95% Confidence Intervals for Nepal using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 291 25 (-496,546) 267 (220,314) 85 (-319,489) 212 (57,367) 110 (-245,465) 267 (267,267) 289 (246,332)
5/17/2020 295 25 (-500,550) 267 (212,322) 86 (-321,493) 222 (73,371) 110 (-249,469) 267 (267,267) 309 (130,489)
5/18/2020 375 25 (-559,609) 267 (55,479) 87 (-378,552) 233 (31,434) 110 (-309,529) 267 (267,267) 330 (-32,691)
5/19/2020 402 25 (-601,651) 267 (2,532) 88 (-419,595) 243 (9,477) 110 (-352,572) 267 (267,267) 350 (-230,930)
5/20/2020 427 25 (-637,687) 267 (-47,581) 89 (-453,631) 254 (-4,513) 110 (-388,608) 267 (267,267) 370 (-460,1201)
5/21/2020 457 25 (-671,721) 267 (-105,639) 90 (-485,665) 266 (-15,547) 110 (-423,643) 267 (267,267) 391 (-717,1499)
5/22/2020 516 25 (-715,765) 267 (-221,755) 91 (-527,710) 277 (-37,592) 110 (-468,688) 267 (267,267) 411 (-1000,1822)
5/23/2020 584 25 (-768,818) 267 (-354,888) 92 (-579,764) 289 (-69,647) 110 (-522,742) 267 (267,267) 432 (-1306,2169)
5/24/2020 603 25 (-813,863) 267 (-392,926) 93 (-622,808) 302 (-89,692) 110 (-568,788) 267 (267,267) 452 (-1633,2537)
5/25/2020 682 25 (-868,918) 267 (-546,1080) 94 (-676,864) 314 (-121,749) 110 (-624,844) 267 (267,267) 472 (-1981,2926)
5/26/2020 772 25 (-934,984) 267 (-723,1257) 95 (-741,931) 327 (-164,818) 110 (-692,912) 267 (267,267) 493 (-2349,3334)
5/27/2020 886 25 (-1015,1064) 267 (-946,1480) 96 (-821,1013) 340 (-222,903) 110 (-774,994) 267 (267,267) 513 (-2735,3761)
5/28/2020 1042 25 (-1117,1167) 267 (-1252,1786) 97 (-923,1117) 354 (-303,1011) 110 (-879,1099) 267 (267,267) 533 (-3138,4205)
5/29/2020 1212 25 (-1239,1289) 267 (-1585,2119) 98 (-1045,1241) 368 (-405,1140) 110 (-1004,1224) 267 (267,267) 554 (-3559,4666)
5/30/2020 1401 25 (-1380,1430) 267 (-1956,2490) 99 (-1186,1385) 382 (-525,1289) 110 (-1149,1369) 267 (267,267) 574 (-3996,5144)
5/31/2020 1572 25 (-1533,1583) 267 (-2291,2825) 100 (-1338,1539) 397 (-653,1447) 110 (-1304,1524) 267 (267,267) 594 (-4449,5638)
6/1/2020 1811 25 (-1708,1758) 267 (-2759,3293) 101 (-1514,1716) 412 (-805,1629) 110 (-1483,1703) 267 (267,267) 615 (-4916,6146)
6/2/2020 2099 25 (-1913,1963) 267 (-3324,3858) 102 (-1718,1923) 427 (-985,1839) 110 (-1690,1910) 267 (267,267) 635 (-5399,6670)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 291 289 (246,332) 284 (270,299) 295 (287,303) 275 (260,290) 284 (270,299) 151 (-124,425)
5/17/2020 295 309 (130,489) 296 (268,325) 338 (278,397) 279 (203,356) 297 (268,326) 155 (-119,429)
5/18/2020 375 330 (-32,691) 309 (270,347) 388 (337,438) 282 (144,420) 309 (270,348) 162 (-166,491)
5/19/2020 402 350 (-230,930) 320 (272,369) 449 (385,512) 289 (40,538) 321 (273,370) 180 (-178,538)
5/20/2020 427 370 (-460,1201) 332 (276,389) 524 (422,625) 286 (-13,585) 333 (276,391) 186 (-197,570)
5/21/2020 457 391 (-717,1499) 344 (279,408) 618 (459,777) 283 (-43,609) 345 (279,411) 196 (-212,604)
5/22/2020 516 411 (-1000,1822) 355 (282,428) 740 (518,962) 285 (-76,647) 357 (282,431) 192 (-256,639)
5/23/2020 584 432 (-1306,2169) 366 (285,447) 902 (600,1205) 285 (-109,680) 368 (286,451) 203 (-292,698)
5/24/2020 603 452 (-1633,2537) 377 (289,466) 1128 (682,1574) 285 (-139,710) 380 (289,471) 216 (-315,747)
5/25/2020 682 472 (-1981,2926) 388 (292,484) 1457 (817,2097) 286 (-168,739) 391 (292,490) 220 (-360,799)
5/26/2020 772 493 (-2349,3334) 399 (295,503) 1967 (1033,2900) 291 (-219,801) 402 (294,510) 229 (-410,867)
5/27/2020 886 513 (-2735,3761) 409 (297,521) 2820 (1407,4233) 287 (-254,828) 413 (297,529) 238 (-476,951)
5/28/2020 1042 533 (-3138,4205) 419 (300,539) 4379 (2113,6645) 284 (-275,842) 424 (299,548) 260 (-547,1066)
5/29/2020 1212 554 (-3559,4666) 430 (303,557) 7452 (3521,11383) 286 (-296,867) 434 (302,567) 279 (-639,1197)
5/30/2020 1401 574 (-3996,5144) 440 (305,574) 13650 (6381,20920) 286 (-317,889) 445 (304,586) 299 (-749,1346)
5/31/2020 1572 594 (-4449,5638) 450 (307,592) 25597 (11881,39313) 285 (-338,909) 455 (305,605) 317 (-869,1503)
6/1/2020 1811 615 (-4916,6146) 459 (309,609) 47509 (22034,72984) 286 (-358,930) 466 (307,624) 324 (-1027,1675)
6/2/2020 2099 635 (-5399,6670) 469 (311,627) 86980 (40606,133354) 291 (-394,976) 476 (308,643) 341 (-1203,1885)

Table A.123 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Netherlands.

Table A.124.

Actual and Predicted Cases with 95% Confidence Intervals for Netherlands using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 44070 13751 (-45675,73176) 43880 (43508,44252) 40635 (33902,47368) 50174 (38210,62138) 43410 (42116,44704) 43880 (43880,43880) 44147 (43624,44669)
5/17/2020 44195 13751 (-45797,73299) 43880 (43263,44497) 41091 (34674,47508) 50869 (38334,63404) 43410 (41989,44831) 43880 (43880,43880) 44400 (22782,66018)
5/18/2020 44341 13751 (-45934,73435) 43880 (42976,44784) 41546 (35426,47666) 51555 (38464,64647) 43410 (41843,44977) 43880 (43880,43880) 44653 (-3301,92608)
5/19/2020 44449 13751 (-46055,73557) 43880 (42765,44995) 42002 (36185,47819) 52234 (38568,65899) 43410 (41713,45107) 43880 (43880,43880) 44907 (-35065,124878)
5/20/2020 44647 13751 (-46206,73708) 43880 (42377,45383) 42458 (36912,48003) 52903 (38698,67108) 43410 (41545,45275) 43880 (43880,43880) 45160 (-71686,162007)
5/21/2020 44900 13751 (-46390,73892) 43880 (41881,45879) 42913 (37607,48220) 53563 (38860,68267) 43680 (41717,45643) 43880 (43880,43880) 45414 (-112609,203436)
5/22/2020 45088 13751 (-46574,74076) 43880 (41512,46248) 43369 (38294,48444) 54214 (39015,69414) 43680 (41585,45775) 43880 (43880,43880) 45667 (-157428,248762)
5/23/2020 45265 13751 (-46757,74258) 43880 (41165,46595) 43825 (38973,48676) 54855 (39161,70549) 43880 (41698,46062) 43880 (43880,43880) 45921 (-205835,297676)
5/24/2020 45437 13751 (-46936,74438) 43880 (40828,46932) 44280 (39644,48916) 55486 (39298,71674) 43880 (41585,46175) 43880 (43880,43880) 46174 (-257585,349932)
5/25/2020 45647 13751 (-47122,74623) 43880 (40417,47343) 44736 (40302,49170) 56106 (39437,72776) 43880 (41443,46317) 43880 (43880,43880) 46427 (-312475,405330)
5/26/2020 45780 13751 (-47297,74799) 43880 (40156,47604) 45191 (40950,49433) 56716 (39559,73873) 43880 (41299,46461) 43880 (43880,43880) 46681 (-370338,463700)
5/27/2020 45970 13751 (-47475,74977) 43880 (39784,47976) 45647 (41582,49713) 57314 (39678,74951) 43880 (41141,46619) 43880 (43880,43880) 46934 (-431029,524897)
5/28/2020 46152 13751 (-47653,75155) 43880 (39427,48333) 46103 (42197,50009) 57901 (39793,76010) 43880 (40973,46787) 43880 (43880,43880) 47188 (-494423,588798)
5/29/2020 46328 13751 (-47831,75333) 43880 (39082,48678) 46558 (42793,50324) 58476 (39903,77050) 43880 (40799,46961) 43880 (43880,43880) 47441 (-560408,655290)
5/30/2020 46460 13751 (-48003,75505) 43880 (38823,48937) 47014 (43365,50663) 59039 (40000,78079) 43880 (40630,47130) 43880 (43880,43880) 47694 (-628889,724278)
5/31/2020 46645 13751 (-48177,75678) 43880 (38461,49299) 47470 (43914,51026) 59590 (40094,79086) 43880 (40454,47306) 43880 (43880,43880) 47948 (-699778,795673)
6/1/2020 46749 13751 (-48342,75843) 43880 (38257,49503) 47925 (44430,51420) 60127 (40173,80082) 43880 (40287,47473) 43880 (43880,43880) 48201 (-772995,869397)
6/2/2020 46852 13751 (-48500,76001) 43880 (38055,49705) 48381 (44912,51850) 60652 (40239,81065) 43880 (40128,47632) 43880 (43880,43880) 48455 (-848469,945378)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 44070 44132 (43638,44626) 44074 (43853,44295) 43748 (43116,44379) 44080 (43688,44472) 44072 (43851,44293) 22153 (-20803,65110)
5/17/2020 44195 44372 (25024,63720) 44279 (43778,44780) 43872 (43240,44504) 44280 (-34522,123082) 44273 (43772,44774) 22250 (-20735,65234)
5/18/2020 44341 44610 (1842,87377) 44487 (43668,45306) 43987 (43334,44640) 44480 (-131310,220270) 44475 (43656,45294) 22330 (-20708,65367)
5/19/2020 44449 44846 (-26249,115941) 44696 (43520,45872) 44092 (43426,44757) 44680 (-249250,338610) 44677 (43500,45853) 22425 (-20645,65495)
5/20/2020 44647 45080 (-58479,148639) 44906 (43333,46480) 44188 (43469,44906) 44880 (-385202,474962) 44878 (43303,46452) 22516 (-20615,65648)
5/21/2020 44900 45313 (-94319,184944) 45119 (43112,47126) 44277 (43453,45101) 45080 (-537087,627248) 45079 (43071,47087) 22635 (-20582,65851)
5/22/2020 45088 45543 (-133382,224468) 45333 (42859,47807) 44359 (43424,45293) 45280 (-703363,793923) 45280 (42805,47755) 22760 (-20535,66055)
5/23/2020 45265 45772 (-175368,266912) 45549 (42577,48521) 44435 (43388,45481) 45480 (-882886,973846) 45481 (42507,48455) 22881 (-20486,66249)
5/24/2020 45437 45999 (-220036,312034) 45766 (42267,49266) 44505 (43345,45665) 45680 (-1074780,1166140) 45682 (42181,49184) 22986 (-20452,66425)
5/25/2020 45647 46224 (-267188,359636) 45986 (41932,50040) 44570 (43283,45857) 45880 (-1278261,1370020) 45884 (41827,49940) 23083 (-20435,66601)
5/26/2020 45780 46448 (-316653,409548) 46207 (41571,50843) 44631 (43229,46033) 46080 (-1492757,1584916) 46085 (41446,50724) 23197 (-20389,66783)
5/27/2020 45970 46669 (-368286,461625) 46430 (41187,51673) 44687 (43161,46214) 46280 (-1717712,1810271) 46286 (41040,51532) 23301 (-20356,66958)
5/28/2020 46152 46890 (-421958,515738) 46655 (40781,52529) 44740 (43085,46395) 46479 (-1952663,2045622) 46487 (40609,52365) 23417 (-20311,67144)
5/29/2020 46328 47108 (-477558,571774) 46882 (40353,53410) 44789 (43002,46576) 46679 (-2197169,2290528) 46688 (40155,53221) 23525 (-20272,67322)
5/30/2020 46460 47324 (-534983,629632) 47110 (39904,54316) 44835 (42922,46747) 46879 (-2450868,2544625) 46889 (39679,54100) 23647 (-20212,67505)
5/31/2020 46645 47539 (-594142,689221) 47340 (39435,55245) 44877 (42833,46921) 47079 (-2713460,2807617) 47091 (39180,55001) 23752 (-20171,67675)
6/1/2020 46749 47753 (-654953,750458) 47572 (38947,56198) 44917 (42751,47083) 47278 (-2984626,3079183) 47292 (38661,55923) 23868 (-20109,67846)
6/2/2020 46852 47964 (-717339,813267) 47806 (38440,57173) 44953 (42673,47234) 47478 (-3264143,3359100) 47493 (38120,56866) 23973 (-20053,67999)

Table A.124 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for New Zealand.

Table A.125.

Actual and Predicted Cases with 95% Confidence Intervals for New Zealand using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 1499 564 (-1268,2396) 1498 (1496,1500) 1620 (1383,1858) 1600 (1402,1797) 1497 (1493,1501) 1498 (1498,1498) 1499 (1497,1501)
5/17/2020 1499 564 (-1268,2396) 1498 (1496,1500) 1638 (1382,1894) 1595 (1402,1788) 1497 (1493,1501) 1498 (1498,1498) 1500 (1497,1503)
5/18/2020 1499 564 (-1268,2396) 1498 (1496,1500) 1656 (1382,1930) 1589 (1401,1777) 1497 (1493,1501) 1498 (1498,1498) 1501 (1497,1505)
5/19/2020 1503 564 (-1270,2398) 1498 (1488,1508) 1674 (1383,1964) 1582 (1402,1762) 1497 (1490,1504) 1498 (1498,1498) 1502 (1497,1506)
5/20/2020 1503 564 (-1271,2400) 1498 (1488,1508) 1692 (1384,2000) 1573 (1401,1745) 1497 (1489,1505) 1498 (1498,1498) 1503 (1497,1508)
5/21/2020 1504 564 (-1272,2401) 1498 (1486,1510) 1710 (1384,2036) 1562 (1398,1726) 1497 (1488,1506) 1498 (1498,1498) 1503 (1497,1510)
5/22/2020 1504 564 (-1273,2401) 1498 (1486,1510) 1728 (1383,2072) 1550 (1394,1706) 1497 (1487,1507) 1498 (1498,1498) 1504 (1497,1511)
5/23/2020 1504 564 (-1274,2402) 1498 (1486,1510) 1746 (1383,2108) 1536 (1389,1684) 1497 (1486,1508) 1498 (1498,1498) 1505 (1497,1513)
5/24/2020 1504 564 (-1274,2403) 1498 (1486,1510) 1763 (1382,2145) 1521 (1382,1660) 1497 (1486,1508) 1498 (1498,1498) 1506 (1497,1515)
5/25/2020 1504 564 (-1275,2403) 1498 (1486,1510) 1781 (1380,2182) 1504 (1372,1636) 1497 (1486,1508) 1498 (1498,1498) 1507 (1497,1517)
5/26/2020 1504 564 (-1275,2403) 1498 (1486,1510) 1799 (1379,2219) 1485 (1359,1612) 1497 (1486,1508) 1498 (1498,1498) 1508 (1497,1519)
5/27/2020 1504 564 (-1275,2403) 1498 (1486,1510) 1817 (1378,2257) 1465 (1341,1588) 1497 (1485,1509) 1498 (1498,1498) 1509 (1496,1521)
5/28/2020 1504 564 (-1275,2404) 1498 (1486,1510) 1835 (1376,2294) 1442 (1319,1565) 1497 (1485,1509) 1498 (1498,1498) 1509 (1496,1522)
5/29/2020 1504 564 (-1276,2404) 1498 (1486,1510) 1853 (1374,2332) 1418 (1292,1545) 1497 (1485,1509) 1498 (1498,1498) 1510 (1496,1524)
5/30/2020 1504 564 (-1276,2404) 1498 (1486,1510) 1871 (1373,2369) 1392 (1258,1527) 1497 (1485,1509) 1498 (1498,1498) 1511 (1496,1526)
5/31/2020 1504 564 (-1276,2404) 1498 (1486,1510) 1889 (1371,2407) 1365 (1217,1512) 1497 (1485,1509) 1498 (1498,1498) 1512 (1495,1528)
6/1/2020 1504 564 (-1276,2404) 1498 (1486,1510) 1907 (1369,2444) 1335 (1171,1499) 1497 (1485,1509) 1498 (1498,1498) 1513 (1495,1530)
6/2/2020 1504 564 (-1276,2404) 1498 (1486,1510) 1924 (1367,2482) 1303 (1119,1488) 1497 (1485,1509) 1498 (1498,1498) 1514 (1495,1533)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 1499 1499 (1497,1500) 1499 (1483,1515) 1499 (1498,1499) 1498 (1498,1499) 1499 (1483,1515) 750 (-719,2218)
5/17/2020 1499 1499 (1497,1502) 1499 (1468,1531) 1499 (1498,1500) 1500 (1499,1502) 1499 (1468,1531) 750 (-718,2218)
5/18/2020 1499 1500 (1497,1503) 1500 (1446,1553) 1499 (1499,1500) 1498 (1496,1500) 1500 (1446,1553) 750 (-718,2218)
5/19/2020 1503 1501 (1497,1504) 1500 (1422,1579) 1499 (1496,1503) 1499 (1497,1501) 1500 (1422,1579) 750 (-720,2220)
5/20/2020 1503 1501 (1497,1505) 1501 (1396,1606) 1500 (1496,1504) 1498 (1496,1500) 1501 (1395,1606) 751 (-720,2222)
5/21/2020 1504 1502 (1498,1506) 1501 (1365,1637) 1500 (1495,1505) 1499 (1497,1501) 1501 (1365,1637) 751 (-720,2223)
5/22/2020 1504 1502 (1498,1507) 1502 (1333,1671) 1500 (1495,1506) 1499 (1497,1502) 1502 (1333,1670) 752 (-720,2224)
5/23/2020 1504 1503 (1498,1509) 1502 (1299,1705) 1500 (1495,1506) 1500 (1497,1502) 1502 (1299,1705) 751 (-721,2224)
5/24/2020 1504 1504 (1497,1510) 1503 (1263,1743) 1501 (1495,1506) 1501 (1498,1505) 1503 (1262,1743) 752 (-721,2224)
5/25/2020 1504 1504 (1497,1511) 1503 (1224,1783) 1501 (1495,1507) 1499 (1496,1503) 1503 (1224,1782) 752 (-721,2225)
5/26/2020 1504 1505 (1497,1512) 1504 (1184,1824) 1501 (1495,1507) 1500 (1496,1504) 1504 (1184,1823) 752 (-721,2225)
5/27/2020 1504 1505 (1497,1513) 1504 (1142,1867) 1501 (1495,1507) 1500 (1496,1504) 1504 (1142,1867) 752 (-721,2225)
5/28/2020 1504 1506 (1497,1514) 1505 (1098,1912) 1501 (1495,1507) 1500 (1496,1505) 1505 (1098,1911) 753 (-720,2225)
5/29/2020 1504 1506 (1497,1515) 1505 (1053,1958) 1501 (1495,1507) 1500 (1496,1505) 1505 (1052,1958) 753 (-720,2226)
5/30/2020 1504 1506 (1497,1516) 1506 (1006,2006) 1501 (1495,1507) 1501 (1496,1506) 1506 (1005,2006) 753 (-720,2226)
5/31/2020 1504 1507 (1497,1517) 1507 (957,2056) 1501 (1495,1507) 1503 (1497,1508) 1506 (956,2056) 753 (-719,2226)
6/1/2020 1504 1507 (1497,1518) 1507 (907,2107) 1501 (1496,1507) 1500 (1495,1506) 1506 (906,2107) 754 (-719,2226)
6/2/2020 1504 1508 (1496,1519) 1508 (855,2160) 1501 (1496,1507) 1501 (1495,1507) 1507 (855,2159) 754 (-719,2226)

Table A.125 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Nicaragua.

Table A.126.

Actual and Predicted Cases with 95% Confidence Intervals for Nicaragua using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 25 5 (-34,44) 25 (25,25) 15 (-4,34) 24 (22,26) 25 (25,25) 25 (25,25) 26 (24,29)
5/17/2020 25 5 (-34,44) 25 (25,25) 15 (-4,34) 24 (23,26) 25 (25,25) 25 (25,25) 27 (24,31)
5/18/2020 25 5 (-34,44) 25 (25,25) 16 (-3,34) 25 (24,27) 25 (25,25) 25 (25,25) 29 (24,33)
5/19/2020 254 5 (-241,251) 25 (-424,474) 16 (-218,250) 26 (-198,249) 25 (-199,249) 25 (25,25) 30 (24,36)
5/20/2020 254 5 (-305,315) 25 (-424,474) 16 (-280,312) 27 (-256,309) 25 (-259,309) 25 (25,25) 31 (23,38)
5/21/2020 279 5 (-353,363) 25 (-473,523) 16 (-326,358) 27 (-300,354) 25 (-304,354) 25 (25,25) 32 (23,40)
5/22/2020 279 5 (-384,394) 25 (-473,523) 16 (-355,388) 28 (-327,383) 25 (-333,383) 25 (25,25) 33 (23,43)
5/23/2020 279 5 (-405,415) 25 (-473,523) 16 (-376,409) 29 (-346,404) 25 (-354,404) 25 (25,25) 34 (23,45)
5/24/2020 279 5 (-421,431) 25 (-473,523) 17 (-391,424) 30 (-360,419) 25 (-369,419) 25 (25,25) 35 (22,48)
5/25/2020 279 5 (-434,444) 25 (-473,523) 17 (-403,436) 30 (-370,430) 25 (-380,430) 25 (25,25) 36 (22,50)
5/26/2020 759 5 (-606,616) 25 (-1414,1464) 17 (-577,611) 31 (-544,606) 25 (-556,606) 25 (25,25) 37 (21,53)
5/27/2020 759 5 (-719,729) 25 (-1414,1464) 17 (-689,724) 32 (-655,719) 25 (-669,719) 25 (25,25) 38 (21,56)
5/28/2020 759 5 (-802,812) 25 (-1414,1464) 17 (-772,807) 33 (-737,802) 25 (-752,802) 25 (25,25) 39 (20,58)
5/29/2020 759 5 (-868,878) 25 (-1414,1464) 18 (-837,872) 33 (-800,867) 25 (-817,867) 25 (25,25) 40 (19,61)
5/30/2020 759 5 (-920,930) 25 (-1414,1464) 18 (-889,924) 34 (-850,919) 25 (-869,919) 25 (25,25) 41 (19,64)
5/31/2020 759 5 (-964,974) 25 (-1414,1464) 18 (-932,968) 35 (-892,962) 25 (-912,962) 25 (25,25) 42 (18,67)
6/1/2020 759 5 (-1001,1011) 25 (-1414,1464) 18 (-969,1005) 36 (-927,999) 25 (-949,999) 25 (25,25) 43 (17,70)
6/2/2020 1118 5 (-1100,1110) 25 (-2117,2167) 18 (-1067,1103) 37 (-1024,1097) 25 (-1048,1098) 25 (25,25) 45 (16,73)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 25 26 (24,28) 26 (24,27) 21 (13,29) 26 (24,27) 26 (24,27) 13 (-11,37)
5/17/2020 25 27 (24,30) 26 (24,29) 21 (13,29) 26 (24,29) 26 (24,29) 13 (-10,37)
5/18/2020 25 28 (24,31) 27 (24,30) 21 (14,29) 27 (24,30) 27 (24,30) 14 (-10,37)
5/19/2020 254 28 (24,33) 28 (25,31) 21 (-207,249) 28 (25,31) 28 (24,31) 14 (-222,250)
5/20/2020 254 29 (24,34) 28 (25,32) 21 (-267,310) 28 (24,32) 28 (24,32) 84 (-175,342)
5/21/2020 279 30 (24,36) 29 (25,33) 22 (-313,356) 29 (25,33) 29 (24,33) 84 (-199,367)
5/22/2020 279 30 (23,37) 30 (26,34) 22 (-342,385) 29 (25,34) 29 (25,34) 89 (-209,386)
5/23/2020 279 31 (23,39) 30 (26,35) 22 (-362,406) 30 (25,35) 30 (25,35) 20 (-312,351)
5/24/2020 279 31 (23,40) 31 (26,36) 22 (-378,421) 31 (26,36) 31 (25,37) 20 (-335,375)
5/25/2020 279 32 (23,41) 32 (27,36) 22 (-389,433) 31 (26,37) 31 (25,38) 16 (-359,390)
5/26/2020 759 32 (22,43) 32 (27,37) 22 (-564,608) 32 (26,38) 32 (25,39) 16 (-550,582)
5/27/2020 759 33 (22,44) 33 (28,38) 22 (-678,721) 32 (26,38) 33 (25,40) 134 (-514,781)
5/28/2020 759 33 (22,45) 34 (28,39) 22 (-761,804) 33 (27,39) 33 (26,41) 134 (-575,842)
5/29/2020 759 34 (21,46) 35 (29,40) 22 (-825,869) 33 (27,40) 34 (26,42) 134 (-623,891)
5/30/2020 759 34 (21,47) 35 (29,41) 22 (-878,921) 34 (27,41) 34 (26,43) 18 (-804,840)
5/31/2020 759 34 (20,49) 36 (30,42) 22 (-921,964) 35 (27,42) 35 (26,44) 18 (-857,893)
6/1/2020 759 35 (20,50) 37 (31,43) 22 (-958,1001) 35 (28,43) 36 (26,45) 18 (-900,937)
6/2/2020 1118 35 (19,51) 38 (31,44) 22 (-1057,1100) 36 (28,45) 36 (26,46) 19 (-1008,1046)

Table A.126 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Niger.

Table A.127.

Actual and Predicted Cases with 95% Confidence Intervals for Niger using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 889 237 (-1042,1515) 885 (877,893) 735 (435,1036) 1030 (754,1306) 885 (877,893) 885 (885,885) 897 (873,922)
5/17/2020 904 237 (-1057,1530) 885 (848,922) 744 (437,1051) 1051 (769,1333) 885 (858,912) 885 (885,885) 909 (839,980)
5/18/2020 909 237 (-1065,1538) 885 (838,932) 752 (445,1060) 1072 (777,1368) 885 (850,920) 885 (885,885) 921 (788,1055)
5/19/2020 914 237 (-1071,1545) 885 (828,942) 761 (455,1066) 1094 (783,1404) 885 (843,927) 885 (885,885) 933 (725,1142)
5/20/2020 920 237 (-1078,1551) 885 (816,954) 769 (466,1073) 1115 (789,1441) 885 (837,933) 885 (885,885) 945 (652,1239)
5/21/2020 924 237 (-1083,1557) 885 (809,961) 778 (477,1079) 1137 (794,1480) 885 (831,939) 885 (885,885) 957 (569,1345)
5/22/2020 937 237 (-1091,1564) 885 (783,987) 786 (486,1086) 1158 (801,1516) 885 (822,948) 885 (885,885) 969 (478,1460)
5/23/2020 943 237 (-1098,1571) 885 (771,999) 795 (496,1094) 1180 (808,1553) 885 (814,956) 885 (885,885) 981 (380,1582)
5/24/2020 945 237 (-1104,1577) 885 (767,1003) 803 (506,1100) 1202 (813,1591) 885 (807,963) 885 (885,885) 993 (274,1712)
5/25/2020 951 237 (-1110,1584) 885 (756,1014) 812 (517,1106) 1224 (818,1630) 885 (801,969) 885 (885,885) 1005 (162,1848)
5/26/2020 952 237 (-1115,1589) 885 (754,1016) 820 (529,1111) 1246 (822,1670) 885 (795,975) 885 (885,885) 1017 (43,1991)
5/27/2020 952 237 (-1119,1593) 885 (754,1016) 828 (541,1116) 1268 (824,1712) 885 (791,979) 885 (885,885) 1029 (-82,2140)
5/28/2020 955 237 (-1123,1597) 885 (748,1022) 837 (553,1121) 1290 (826,1754) 885 (787,983) 885 (885,885) 1041 (-213,2295)
5/29/2020 955 237 (-1127,1600) 885 (748,1022) 845 (566,1125) 1313 (828,1797) 885 (784,986) 885 (885,885) 1053 (-350,2456)
5/30/2020 956 237 (-1130,1603) 885 (746,1024) 854 (579,1129) 1335 (829,1841) 885 (781,989) 885 (885,885) 1065 (-492,2622)
5/31/2020 958 237 (-1133,1606) 885 (742,1028) 862 (592,1132) 1357 (830,1885) 885 (778,992) 885 (885,885) 1077 (-639,2793)
6/1/2020 958 237 (-1136,1609) 885 (742,1028) 871 (605,1136) 1380 (830,1930) 885 (776,994) 885 (885,885) 1089 (-792,2969)
6/2/2020 960 237 (-1138,1612) 885 (738,1032) 879 (619,1140) 1402 (830,1974) 885 (773,997) 885 (885,885) 1101 (-949,3150)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 889 896 (875,916) 894 (877,910) 859 (800,918) 896 (874,918) 894 (877,910) 452 (-404,1308)
5/17/2020 904 906 (852,960) 909 (880,937) 862 (790,934) 906 (786,1027) 908 (880,937) 459 (-405,1323)
5/18/2020 909 915 (817,1013) 917 (877,956) 864 (787,942) 916 (669,1163) 916 (876,955) 463 (-405,1330)
5/19/2020 914 925 (775,1075) 929 (873,986) 866 (784,948) 925 (529,1320) 928 (871,985) 469 (-400,1338)
5/20/2020 920 934 (726,1141) 941 (869,1013) 868 (781,954) 933 (374,1493) 939 (867,1011) 475 (-395,1344)
5/21/2020 924 943 (673,1213) 951 (861,1041) 869 (778,959) 941 (204,1678) 949 (858,1039) 478 (-392,1349)
5/22/2020 937 951 (615,1288) 964 (854,1074) 869 (772,967) 949 (25,1873) 961 (851,1071) 485 (-388,1357)
5/23/2020 943 960 (553,1367) 975 (845,1104) 870 (766,975) 956 (-164,2076) 971 (841,1100) 491 (-383,1366)
5/24/2020 945 968 (487,1449) 987 (835,1138) 871 (761,980) 963 (-359,2285) 982 (830,1133) 497 (-377,1372)
5/25/2020 951 976 (419,1533) 999 (825,1173) 871 (756,986) 969 (-561,2499) 993 (819,1167) 503 (-372,1378)
5/26/2020 952 983 (348,1619) 1010 (813,1208) 871 (751,991) 976 (-767,2718) 1003 (805,1201) 508 (-367,1382)
5/27/2020 952 991 (274,1707) 1023 (801,1245) 872 (748,995) 981 (-977,2939) 1014 (792,1237) 513 (-361,1386)
5/28/2020 955 998 (198,1797) 1035 (787,1282) 872 (745,999) 987 (-1190,3163) 1025 (777,1273) 519 (-354,1391)
5/29/2020 955 1005 (121,1888) 1047 (773,1321) 872 (742,1002) 992 (-1405,3389) 1036 (761,1310) 524 (-346,1394)
5/30/2020 956 1011 (41,1981) 1059 (758,1361) 872 (740,1005) 997 (-1622,3616) 1047 (745,1348) 530 (-338,1398)
5/31/2020 958 1018 (-39,2075) 1072 (742,1401) 873 (738,1007) 1002 (-1840,3844) 1057 (727,1387) 537 (-329,1402)
6/1/2020 958 1024 (-122,2170) 1084 (726,1443) 873 (736,1010) 1006 (-2060,4072) 1068 (709,1427) 543 (-320,1405)
6/2/2020 960 1030 (-205,2265) 1097 (708,1485) 873 (734,1012) 1010 (-2279,4300) 1079 (690,1468) 549 (-310,1408)

Table A.127 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Nigeria.

Table A.128.

Actual and Predicted Cases with 95% Confidence Intervals for Nigeria using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 5621 673 (-9026,10371) 5450 (5115,5785) 2339 (-4094,8772) 5652 (5591,5712) 5450 (5115,5785) 5450 (5450,5450) 5663 (5245,6081)
5/17/2020 5959 673 (-9363,10708) 5450 (4452,6448) 2367 (-4377,9111) 5914 (5839,5990) 5450 (4706,6194) 5450 (5450,5450) 5889 (-9541,21319)
5/18/2020 6175 673 (-9618,10964) 5450 (4029,6871) 2395 (-4577,9367) 6184 (6122,6246) 5450 (4429,6471) 5450 (5450,5450) 6115 (-28079,40308)
5/19/2020 6401 673 (-9860,11206) 5450 (3586,7314) 2423 (-4764,9610) 6461 (6381,6541) 5450 (4165,6735) 5450 (5450,5450) 6340 (-50659,63340)
5/20/2020 6677 673 (-10119,11464) 5450 (3045,7855) 2452 (-4967,9871) 6746 (6652,6840) 5450 (3876,7024) 5450 (5450,5450) 6566 (-76696,89829)
5/21/2020 7016 673 (-10409,11755) 5450 (2381,8519) 2480 (-5204,10164) 7039 (6951,7127) 5450 (3544,7356) 5450 (5450,5450) 6792 (-105795,119379)
5/22/2020 7261 673 (-10689,12034) 5450 (1900,9000) 2508 (-5429,10446) 7339 (7240,7439) 5450 (3233,7667) 5450 (5450,5450) 7018 (-137668,151703)
5/23/2020 7526 673 (-10968,12313) 5450 (1381,9519) 2536 (-5654,10727) 7648 (7522,7774) 5450 (2926,7974) 5450 (5450,5450) 7243 (-172095,186581)
5/24/2020 7839 673 (-11259,12605) 5450 (768,10132) 2565 (-5891,11021) 7964 (7820,8108) 5450 (2604,8296) 5450 (5450,5450) 7469 (-208901,223839)
5/25/2020 8068 673 (-11540,12885) 5450 (319,10581) 2593 (-6117,11303) 8289 (8095,8482) 5450 (2300,8600) 5450 (5450,5450) 7695 (-247944,263333)
5/26/2020 8344 673 (-11823,13168) 5450 (-222,11122) 2621 (-6346,11588) 8621 (8375,8868) 5450 (1994,8906) 5450 (5450,5450) 7921 (-289102,304944)
5/27/2020 8733 673 (-12130,13476) 5450 (-985,11885) 2649 (-6600,11899) 8962 (8693,9232) 5450 (1655,9245) 5450 (5450,5450) 8146 (-332274,348567)
5/28/2020 8915 673 (-12419,13764) 5450 (-1341,12241) 2678 (-6834,12189) 9312 (8975,9649) 5450 (1346,9554) 5450 (5450,5450) 8372 (-377370,394114)
5/29/2020 9302 673 (-12728,14073) 5450 (-2100,13000) 2706 (-7090,12501) 9670 (9292,10047) 5450 (1011,9889) 5450 (5450,5450) 8598 (-424311,441507)
5/30/2020 9855 673 (-13082,14428) 5450 (-3184,14084) 2734 (-7392,12860) 10036 (9660,10412) 5450 (616,10284) 5450 (5450,5450) 8824 (-473029,490676)
5/31/2020 10162 673 (-13434,14779) 5450 (-3786,14686) 2762 (-7691,13216) 10411 (10027,10795) 5450 (231,10669) 5450 (5450,5450) 9049 (-523460,541559)
6/1/2020 10578 673 (-13800,15146) 5450 (-4601,15501) 2791 (-8005,13587) 10795 (10409,11182) 5450 (-169,11069) 5450 (5450,5450) 9275 (-575550,594101)
6/2/2020 10819 673 (-14153,15498) 5450 (-5073,15973) 2819 (-8305,13943) 11188 (10775,11601) 5450 (-548,11448) 5450 (5450,5450) 9501 (-629247,648249)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 5621 5663 (5245,6081) 5713 (5643,5782) 5251 (4526,5976) 5685 (5225,6144) 5706 (5636,5777) 2969 (-2228,8167)
5/17/2020 5959 5889 (-9541,21319) 5957 (5827,6087) 5410 (4492,6327) 5919 (-39965,51803) 5942 (5809,6074) 3089 (-2326,8505)
5/18/2020 6175 6115 (-28079,40308) 6206 (6021,6391) 5561 (4539,6583) 6154 (-96026,108334) 6180 (5988,6372) 3239 (-2291,8770)
5/19/2020 6401 6340 (-50659,63340) 6457 (6214,6699) 5703 (4584,6821) 6388 (-164287,177064) 6418 (6164,6672) 3352 (-2293,8997)
5/20/2020 6677 6566 (-76696,89829) 6710 (6407,7013) 5837 (4594,7079) 6623 (-242975,256221) 6656 (6336,6976) 3488 (-2283,9259)
5/21/2020 7016 6792 (-105795,119379) 6965 (6599,7331) 5966 (4555,7378) 6858 (-330881,344596) 6895 (6505,7284) 3605 (-2329,9538)
5/22/2020 7261 7018 (-137668,151703) 7223 (6790,7655) 6094 (4527,7661) 7092 (-427136,441320) 7133 (6669,7596) 3755 (-2322,9831)
5/23/2020 7526 7243 (-172095,186581) 7482 (6980,7985) 6219 (4496,7942) 7326 (-531076,545729) 7371 (6830,7912) 3888 (-2331,10106)
5/24/2020 7839 7469 (-208901,223839) 7744 (7170,8319) 6343 (4448,8239) 7561 (-642174,657296) 7609 (6987,8230) 4017 (-2356,10389)
5/25/2020 8068 7695 (-247944,263333) 8008 (7358,8658) 6465 (4411,8520) 7795 (-759999,775590) 7847 (7141,8553) 4144 (-2372,10660)
5/26/2020 8344 7921 (-289102,304944) 8275 (7546,9003) 6584 (4366,8802) 8030 (-884185,900244) 8085 (7292,8879) 4274 (-2388,10937)
5/27/2020 8733 8146 (-332274,348567) 8543 (7734,9352) 6700 (4285,9115) 8264 (-1014426,1030955) 8323 (7439,9208) 4410 (-2421,11242)
5/28/2020 8915 8372 (-377370,394114) 8814 (7921,9707) 6815 (4229,9400) 8499 (-1150449,1167446) 8561 (7583,9540) 4559 (-2419,11536)
5/29/2020 9302 8598 (-424311,441507) 9086 (8107,10066) 6927 (4141,9712) 8733 (-1292017,1309483) 8800 (7724,9875) 4687 (-2458,11832)
5/30/2020 9855 8824 (-473029,490676) 9361 (8293,10430) 7037 (3991,10082) 8967 (-1438918,1456853) 9038 (7862,10213) 4844 (-2511,12198)
5/31/2020 10162 9049 (-523460,541559) 9639 (8479,10798) 7144 (3845,10443) 9201 (-1590968,1609371) 9276 (7997,10554) 5011 (-2544,12565)
6/1/2020 10578 9275 (-575550,594101) 9918 (8665,11171) 7250 (3679,10820) 9436 (-1747996,1766868) 9514 (8130,10898) 5172 (-2595,12938)
6/2/2020 10819 9501 (-629247,648249) 10200 (8850,11549) 7353 (3532,11174) 9670 (-1909848,1929188) 9752 (8260,11245) 5317 (-2647,13282)

Table A.128 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for North Macedonia.

Table A.129.

Actual and Predicted Cases with 95% Confidence Intervals for North Macedonia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 1762 483 (-2023,2990) 1740 (1697,1783) 1468 (891,2044) 2009 (1525,2494) 1740 (1697,1783) 1740 (1740,1740) 1761 (1720,1801)
5/17/2020 1792 483 (-2053,3019) 1740 (1638,1842) 1485 (895,2074) 2049 (1555,2544) 1740 (1662,1818) 1740 (1740,1740) 1781 (1611,1952)
5/18/2020 1817 483 (-2079,3046) 1740 (1589,1891) 1501 (902,2101) 2089 (1581,2597) 1740 (1632,1848) 1740 (1740,1740) 1802 (1458,2145)
5/19/2020 1839 483 (-2103,3070) 1740 (1546,1934) 1518 (911,2125) 2130 (1606,2654) 1740 (1605,1875) 1740 (1740,1740) 1822 (1270,2374)
5/20/2020 1858 483 (-2125,3092) 1740 (1509,1971) 1535 (922,2147) 2170 (1627,2713) 1740 (1581,1899) 1740 (1740,1740) 1842 (1053,2632)
5/21/2020 1898 483 (-2153,3120) 1740 (1430,2050) 1551 (927,2176) 2211 (1656,2767) 1740 (1548,1932) 1740 (1740,1740) 1863 (809,2916)
5/22/2020 1921 483 (-2180,3146) 1740 (1385,2095) 1568 (934,2202) 2252 (1682,2822) 1740 (1517,1963) 1740 (1740,1740) 1883 (542,3225)
5/23/2020 1941 483 (-2205,3171) 1740 (1346,2134) 1585 (942,2227) 2293 (1707,2880) 1740 (1489,1991) 1740 (1740,1740) 1904 (252,3555)
5/24/2020 1978 483 (-2233,3199) 1740 (1274,2206) 1601 (947,2255) 2335 (1735,2934) 1740 (1457,2023) 1740 (1740,1740) 1924 (-58,3907)
5/25/2020 1999 483 (-2259,3226) 1740 (1232,2248) 1618 (954,2282) 2376 (1761,2991) 1740 (1427,2053) 1740 (1740,1740) 1945 (-388,4277)
5/26/2020 2014 483 (-2284,3250) 1740 (1203,2277) 1635 (963,2306) 2418 (1785,3051) 1740 (1401,2079) 1740 (1740,1740) 1965 (-737,4667)
5/27/2020 2039 483 (-2308,3275) 1740 (1154,2326) 1651 (972,2331) 2459 (1808,3111) 1740 (1374,2106) 1740 (1740,1740) 1985 (-1103,5073)
5/28/2020 2077 483 (-2335,3302) 1740 (1079,2401) 1668 (979,2358) 2501 (1835,3168) 1740 (1343,2137) 1740 (1740,1740) 2006 (-1485,5497)
5/29/2020 2129 483 (-2366,3333) 1740 (978,2502) 1685 (981,2389) 2543 (1865,3222) 1740 (1307,2173) 1740 (1740,1740) 2026 (-1884,5936)
5/30/2020 2164 483 (-2398,3365) 1740 (909,2571) 1702 (982,2421) 2586 (1896,3275) 1740 (1270,2210) 1740 (1740,1740) 2047 (-2298,6392)
5/31/2020 2226 483 (-2434,3401) 1740 (787,2693) 1718 (979,2458) 2628 (1932,3324) 1740 (1226,2254) 1740 (1740,1740) 2067 (-2728,6862)
6/1/2020 2315 483 (-2478,3445) 1740 (613,2867) 1735 (966,2503) 2670 (1975,3366) 1740 (1171,2309) 1740 (1740,1740) 2087 (-3172,7347)
6/2/2020 2391 483 (-2527,3493) 1740 (464,3016) 1752 (948,2555) 2713 (2021,3405) 1740 (1111,2369) 1740 (1740,1740) 2108 (-3630,7845)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 1762 1760 (1721,1799) 1760 (1737,1784) 1703 (1588,1819) 1762 (1719,1804) 1760 (1736,1783) 891 (-815,2598)
5/17/2020 1792 1779 (1622,1936) 1781 (1741,1822) 1710 (1571,1850) 1781 (1415,2146) 1780 (1740,1821) 902 (-823,2628)
5/18/2020 1817 1799 (1484,2113) 1803 (1745,1860) 1717 (1557,1878) 1797 (1065,2528) 1800 (1743,1858) 913 (-828,2654)
5/19/2020 1839 1818 (1316,2319) 1824 (1749,1899) 1723 (1544,1903) 1819 (569,3069) 1821 (1745,1896) 925 (-829,2679)
5/20/2020 1858 1837 (1122,2552) 1846 (1752,1939) 1729 (1533,1925) 1843 (-51,3738) 1841 (1747,1935) 936 (-829,2700)
5/21/2020 1898 1856 (905,2806) 1867 (1754,1981) 1734 (1511,1956) 1870 (-790,4529) 1861 (1747,1975) 945 (-838,2727)
5/22/2020 1921 1874 (668,3081) 1889 (1755,2024) 1738 (1492,1984) 1885 (-1524,5295) 1881 (1746,2017) 958 (-839,2756)
5/23/2020 1941 1893 (412,3373) 1912 (1755,2068) 1742 (1473,2011) 1907 (-2321,6135) 1902 (1744,2059) 970 (-842,2781)
5/24/2020 1978 1911 (140,3683) 1934 (1755,2113) 1746 (1450,2041) 1926 (-3157,7010) 1922 (1741,2103) 981 (-847,2809)
5/25/2020 1999 1930 (-148,4007) 1956 (1754,2159) 1749 (1429,2069) 1942 (-4009,7893) 1942 (1738,2147) 992 (-851,2835)
5/26/2020 2014 1948 (-451,4347) 1979 (1752,2207) 1752 (1410,2094) 1965 (-4925,8855) 1962 (1733,2192) 1003 (-853,2859)
5/27/2020 2039 1966 (-768,4699) 2002 (1749,2255) 1755 (1390,2120) 1989 (-5920,9898) 1983 (1727,2238) 1013 (-856,2883)
5/28/2020 2077 1984 (-1097,5064) 2025 (1746,2305) 1758 (1367,2149) 2015 (-6999,11029) 2003 (1721,2285) 1023 (-862,2908)
5/29/2020 2129 2001 (-1439,5441) 2048 (1742,2355) 1760 (1337,2184) 2031 (-8085,12147) 2023 (1713,2333) 1037 (-867,2942)
5/30/2020 2164 2019 (-1792,5830) 2072 (1737,2407) 1763 (1306,2220) 2053 (-9214,13319) 2043 (1705,2382) 1055 (-868,2979)
5/31/2020 2226 2036 (-2157,6229) 2096 (1732,2459) 1765 (1269,2262) 2072 (-10371,14514) 2064 (1696,2432) 1069 (-878,3016)
6/1/2020 2315 2054 (-2532,6639) 2119 (1726,2513) 1767 (1220,2315) 2088 (-11537,15712) 2084 (1686,2482) 1085 (-892,3062)
6/2/2020 2391 2071 (-2917,7058) 2143 (1720,2567) 1769 (1164,2374) 2110 (-12749,16969) 2104 (1676,2533) 1103 (-908,3115)

Table A.129 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Norway.

Table A.130.

Actual and Predicted Cases with 95% Confidence Intervals for Norway using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 8237 3237 (-6563,13037) 8219 (8184,8254) 8819 (7678,9960) 8147 (7971,8323) 8219 (8184,8254) 8219 (8219,8219) 8246 (8193,8298)
5/17/2020 8249 3237 (-6575,13049) 8219 (8160,8278) 8914 (7689,10138) 8100 (7859,8341) 8219 (8171,8267) 8219 (8219,8219) 8272 (8008,8535)
5/18/2020 8257 3237 (-6584,13058) 8219 (8145,8293) 9008 (7696,10321) 8046 (7736,8355) 8219 (8161,8277) 8219 (8219,8219) 8297 (7755,8839)
5/19/2020 8267 3237 (-6593,13067) 8219 (8125,8313) 9103 (7702,10504) 7983 (7596,8369) 8219 (8150,8288) 8219 (8219,8219) 8323 (7445,9201)
5/20/2020 8281 3237 (-6604,13079) 8219 (8097,8341) 9198 (7709,10686) 7912 (7439,8385) 8219 (8137,8301) 8219 (8219,8219) 8349 (7087,9610)
5/21/2020 8309 3237 (-6621,13095) 8219 (8043,8395) 9292 (7722,10862) 7833 (7257,8409) 8219 (8115,8323) 8219 (8219,8219) 8374 (6686,10063)
5/22/2020 8332 3237 (-6640,13114) 8219 (7998,8440) 9387 (7736,11037) 7745 (7057,8433) 8219 (8091,8347) 8219 (8219,8219) 8400 (6246,10554)
5/23/2020 8346 3237 (-6657,13131) 8219 (7970,8468) 9481 (7749,11214) 7649 (6844,8454) 8219 (8071,8367) 8219 (8219,8219) 8426 (5769,11082)
5/24/2020 8352 3237 (-6671,13146) 8219 (7958,8480) 9576 (7757,11395) 7544 (6619,8468) 8219 (8054,8384) 8219 (8219,8219) 8451 (5259,11643)
5/25/2020 8364 3237 (-6686,13160) 8219 (7935,8503) 9671 (7764,11577) 7430 (6379,8481) 8219 (8039,8399) 8219 (8219,8219) 8477 (4717,12237)
5/26/2020 8383 3237 (-6701,13175) 8219 (7898,8540) 9765 (7773,11758) 7307 (6120,8493) 8219 (8022,8416) 8219 (8219,8219) 8503 (4146,12860)
5/27/2020 8401 3237 (-6716,13190) 8219 (7862,8576) 9860 (7781,11938) 7174 (5843,8506) 8219 (8004,8434) 8219 (8219,8219) 8528 (3545,13511)
5/28/2020 8411 3237 (-6731,13205) 8219 (7843,8595) 9954 (7788,12121) 7032 (5550,8515) 8219 (7987,8451) 8219 (8219,8219) 8554 (2918,14191)
5/29/2020 8422 3237 (-6745,13219) 8219 (7821,8617) 10049 (7794,12304) 6881 (5240,8522) 8219 (7972,8466) 8219 (8219,8219) 8580 (2264,14896)
5/30/2020 8437 3237 (-6759,13233) 8219 (7792,8646) 10144 (7800,12487) 6720 (4912,8528) 8219 (7956,8482) 8219 (8219,8219) 8605 (1584,15627)
5/31/2020 8440 3237 (-6772,13246) 8219 (7786,8652) 10238 (7804,12672) 6549 (4569,8530) 8219 (7942,8496) 8219 (8219,8219) 8631 (881,16382)
6/1/2020 8446 3237 (-6783,13258) 8219 (7774,8664) 10333 (7807,12859) 6368 (4208,8529) 8219 (7930,8508) 8219 (8219,8219) 8657 (154,17160)
6/2/2020 8455 3237 (-6795,13269) 8219 (7756,8682) 10428 (7809,13046) 6177 (3829,8526) 8219 (7917,8521) 8219 (8219,8219) 8683 (-597,17962)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 8237 8243 (8196,8291) 8241 (8152,8330) 8099 (7829,8369) 8227 (8212,8242) 8241 (8152,8330) 4131 (-3917,12179)
5/17/2020 8249 8267 (8045,8488) 8264 (8111,8416) 8098 (7814,8381) 8233 (8174,8292) 8263 (8110,8415) 4142 (-3907,12191)
5/18/2020 8257 8290 (7840,8740) 8286 (8062,8510) 8097 (7803,8391) 8236 (8135,8338) 8284 (8060,8509) 4152 (-3896,12200)
5/19/2020 8267 8313 (7590,9035) 8309 (8005,8614) 8095 (7789,8400) 8249 (8048,8449) 8306 (8002,8611) 4161 (-3887,12209)
5/20/2020 8281 8335 (7303,9367) 8332 (7940,8724) 8092 (7772,8412) 8257 (7949,8565) 8328 (7936,8721) 4171 (-3878,12220)
5/21/2020 8309 8357 (6985,9730) 8355 (7868,8842) 8089 (7748,8430) 8278 (7787,8769) 8350 (7863,8837) 4183 (-3873,12239)
5/22/2020 8332 8379 (6638,10121) 8379 (7790,8967) 8086 (7722,8450) 8302 (7556,9048) 8372 (7783,8960) 4198 (-3864,12260)
5/23/2020 8346 8401 (6265,10537) 8402 (7707,9098) 8083 (7697,8469) 8307 (7351,9263) 8394 (7698,9090) 4212 (-3855,12279)
5/24/2020 8352 8422 (5869,10976) 8426 (7617,9235) 8080 (7675,8485) 8312 (7167,9457) 8416 (7607,9225) 4224 (-3846,12294)
5/25/2020 8364 8443 (5451,11435) 8450 (7523,9378) 8077 (7653,8501) 8314 (6999,9629) 8437 (7510,9365) 4232 (-3841,12305)
5/26/2020 8383 8464 (5014,11914) 8474 (7423,9526) 8074 (7631,8518) 8325 (6824,9826) 8459 (7408,9511) 4243 (-3834,12319)
5/27/2020 8401 8484 (4558,12411) 8499 (7318,9679) 8072 (7608,8535) 8332 (6642,10021) 8481 (7300,9662) 4256 (-3825,12336)
5/28/2020 8411 8505 (4085,12924) 8523 (7209,9838) 8069 (7586,8552) 8351 (6430,10271) 8503 (7188,9818) 4270 (-3814,12353)
5/29/2020 8422 8525 (3597,13453) 8548 (7095,10001) 8067 (7566,8568) 8374 (6170,10579) 8525 (7072,9978) 4282 (-3804,12368)
5/30/2020 8437 8544 (3093,13996) 8573 (6977,10169) 8064 (7545,8584) 8378 (5910,10845) 8547 (6950,10143) 4293 (-3795,12381)
5/31/2020 8440 8564 (2575,14553) 8599 (6855,10342) 8062 (7527,8598) 8381 (5666,11096) 8569 (6825,10313) 4305 (-3784,12394)
6/1/2020 8446 8583 (2044,15122) 8624 (6728,10519) 8060 (7509,8612) 8382 (5438,11325) 8590 (6695,10486) 4317 (-3773,12406)
6/2/2020 8455 8602 (1501,15704) 8650 (6598,10701) 8059 (7492,8625) 8391 (5210,11572) 8612 (6560,10664) 4329 (-3760,12418)

Table A.130 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Oman.

Table A.131.

Actual and Predicted Cases with 95% Confidence Intervals for Oman using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 5029 719 (-7729,9167) 4625 (3833,5417) 2372 (-2836,7580) 4688 (4019,5357) 4625 (3833,5417) 4625 (4625,4625) 4812 (4445,5179)
5/17/2020 5186 719 (-7884,9322) 4625 (3525,5725) 2400 (-2936,7736) 4868 (4222,5514) 4625 (3667,5583) 4625 (4625,4625) 5026 (-7807,17858)
5/18/2020 5379 719 (-8065,9502) 4625 (3147,6103) 2428 (-3062,7917) 5053 (4409,5697) 4625 (3467,5783) 4625 (4625,4625) 5239 (-23183,33661)
5/19/2020 5671 719 (-8304,9742) 4625 (2575,6675) 2456 (-3248,8159) 5242 (4544,5940) 4625 (3191,6059) 4625 (4625,4625) 5452 (-41916,52821)
5/20/2020 6043 719 (-8604,10042) 4625 (1846,7404) 2484 (-3496,8464) 5436 (4616,6256) 4625 (2839,6411) 4625 (4625,4625) 5666 (-63520,74852)
5/21/2020 6370 719 (-8918,10356) 4625 (1205,8045) 2512 (-3759,8783) 5635 (4682,6587) 4625 (2478,6772) 4625 (4625,4625) 5879 (-87667,99425)
5/22/2020 6794 719 (-9274,10712) 4625 (374,8876) 2540 (-4066,9146) 5838 (4707,6969) 4625 (2069,7181) 4625 (4625,4625) 6093 (-114117,126302)
5/23/2020 7257 719 (-9669,11107) 4625 (-534,9784) 2568 (-4414,9550) 6045 (4695,7396) 4625 (1618,7632) 4625 (4625,4625) 6306 (-142688,155300)
5/24/2020 7770 719 (-10104,11542) 4625 (-1539,10789) 2596 (-4804,9996) 6258 (4646,7870) 4625 (1124,8126) 4625 (4625,4625) 6519 (-173236,186274)
5/25/2020 7770 719 (-10440,11878) 4625 (-1539,10789) 2624 (-5087,10335) 6475 (4748,8202) 4625 (774,8476) 4625 (4625,4625) 6733 (-205640,219106)
5/26/2020 8118 719 (-10784,12222) 4625 (-2221,11471) 2652 (-5378,10682) 6697 (4849,8545) 4625 (412,8838) 4625 (4625,4625) 6946 (-239802,253695)
5/27/2020 8373 719 (-11115,12553) 4625 (-2721,11971) 2680 (-5656,11016) 6924 (4974,8874) 4625 (68,9182) 4625 (4625,4625) 7160 (-275637,289956)
5/28/2020 9009 719 (-11512,12949) 4625 (-3968,13218) 2708 (-6003,11418) 7156 (5029,9283) 4625 (-360,9610) 4625 (4625,4625) 7373 (-313069,327814)
5/29/2020 9820 719 (-11995,13432) 4625 (-5557,14807) 2736 (-6441,11913) 7393 (4981,9805) 4625 (-896,10146) 4625 (4625,4625) 7586 (-352034,367206)
5/30/2020 10423 719 (-12509,13947) 4625 (-6739,15989) 2764 (-6912,12440) 7635 (4911,10359) 4625 (-1462,10712) 4625 (4625,4625) 7800 (-392474,408073)
5/31/2020 11437 719 (-13124,14562) 4625 (-8727,17977) 2792 (-7490,13074) 7882 (4721,11043) 4625 (-2148,11398) 4625 (4625,4625) 8013 (-434338,450364)
6/1/2020 12223 719 (-13781,15219) 4625 (-10267,19517) 2820 (-8111,13751) 8134 (4504,11765) 4625 (-2873,12123) 4625 (4625,4625) 8226 (-477579,494032)
6/2/2020 12799 719 (-14438,15875) 4625 (-11396,20646) 2848 (-8727,14423) 8392 (4318,12465) 4625 (-3582,12832) 4625 (4625,4625) 8440 (-522155,539034)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 5029 4812 (4445,5179) 4624 (4475,4772) 3557 (673,6442) 4931 (4331,5531) 4624 (4475,4772) 2468 (-2552,7488)
5/17/2020 5186 5026 (-7807,17858) 4622 (4412,4833) 3575 (551,6599) 5238 (-114162,124638) 4622 (4412,4833) 2486 (-2672,7644)
5/18/2020 5379 5239 (-23183,33661) 4621 (4364,4879) 3591 (399,6783) 5546 (-261420,272512) 4621 (4364,4879) 2456 (-2899,7811)
5/19/2020 5671 5452 (-41916,52821) 4620 (4323,4917) 3600 (171,7029) 5851 (-439832,451533) 4620 (4322,4917) 2439 (-3176,8055)
5/20/2020 6043 5666 (-63520,74852) 4619 (4286,4951) 3604 (-135,7343) 6169 (-649193,661532) 4619 (4286,4951) 2419 (-3525,8362)
5/21/2020 6370 5879 (-87667,99425) 4617 (4253,4981) 3605 (-463,7672) 6478 (-882117,895073) 4617 (4253,4981) 2455 (-3809,8720)
5/22/2020 6794 6093 (-114117,126302) 4616 (4223,5009) 3603 (-844,8049) 6783 (-1135733,1149298) 4616 (4223,5009) 2478 (-4145,9101)
5/23/2020 7257 6306 (-142688,155300) 4615 (4195,5035) 3599 (-1272,8470) 7089 (-1409089,1423267) 4615 (4194,5035) 2500 (-4517,9518)
5/24/2020 7770 6519 (-173236,186274) 4613 (4168,5059) 3594 (-1748,8936) 7395 (-1701094,1715885) 4613 (4168,5059) 2515 (-4939,9969)
5/25/2020 7770 6733 (-205640,219106) 4612 (4143,5081) 3588 (-2105,9280) 7703 (-2010896,2026303) 4612 (4142,5082) 2547 (-5230,10324)
5/26/2020 8118 6946 (-239802,253695) 4611 (4119,5103) 3581 (-2472,9634) 8008 (-2336867,2352883) 4611 (4118,5104) 2474 (-5657,10604)
5/27/2020 8373 7160 (-275637,289956) 4609 (4096,5123) 3574 (-2827,9974) 8327 (-2680983,2697637) 4610 (4095,5124) 2452 (-6023,10927)
5/28/2020 9009 7373 (-313069,327814) 4608 (4074,5143) 3566 (-3258,10390) 8635 (-3040235,3057506) 4608 (4073,5144) 2407 (-6492,11305)
5/29/2020 9820 7586 (-352034,367206) 4607 (4052,5161) 3557 (-3792,10906) 8940 (-3413333,3431213) 4607 (4051,5163) 2516 (-6874,11905)
5/30/2020 10423 7800 (-392474,408073) 4606 (4032,5180) 3548 (-4359,11454) 9246 (-3800113,3818605) 4606 (4031,5181) 2597 (-7301,12495)
5/31/2020 11437 8013 (-434338,450364) 4604 (4012,5197) 3537 (-5041,12115) 9553 (-4200261,4219367) 4605 (4011,5198) 2657 (-7849,13162)
6/1/2020 12223 8226 (-477579,494032) 4603 (3992,5214) 3524 (-5769,12817) 9861 (-4613553,4633275) 4603 (3991,5215) 2723 (-8425,13870)
6/2/2020 12799 8440 (-522155,539034) 4602 (3974,5230) 3508 (-6491,13507) 10166 (-5039073,5059404) 4602 (3972,5232) 2717 (-9076,14509)

Table A.131 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Pakistan.

Table A.132.

Actual and Predicted Cases with 95% Confidence Intervals for Pakistan using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 38799 5711 (-59140,70563) 38799 (38799,38799) 18970 (-19894,57835) 39495 (38131,40860) 38799 (38799,38799) 38799 (38799,38799) 40119 (37531,42707)
5/17/2020 40151 5711 (-60479,71901) 38799 (36149,41449) 19195 (-20789,59179) 41110 (39467,42752) 38799 (36925,40673) 38799 (38799,38799) 41719 (-622891,706330)
5/18/2020 42125 5711 (-62249,73672) 38799 (32280,45318) 19420 (-22125,60965) 42766 (41242,44291) 38799 (34736,42862) 38799 (38799,38799) 43320 (-1440934,1527573)
5/19/2020 43966 5711 (-64070,75493) 38799 (28672,48926) 19644 (-23514,62802) 44465 (43057,45873) 38799 (32633,44965) 38799 (38799,38799) 44920 (-2437380,2527220)
5/20/2020 45898 5711 (-65957,77380) 38799 (24885,52713) 19869 (-24971,64709) 46206 (44918,47494) 38799 (30484,47114) 38799 (38799,38799) 46520 (-3586114,3679154)
5/21/2020 48091 5711 (-67979,79402) 38799 (20587,57011) 20094 (-26569,66756) 47991 (46813,49170) 38799 (28174,49424) 38799 (38799,38799) 48120 (-4869559,4965798)
5/22/2020 50694 5711 (-70216,81639) 38799 (15485,62113) 20319 (-28392,69029) 49820 (48552,51089) 38799 (25592,52006) 38799 (38799,38799) 49720 (-6275019,6374458)
5/23/2020 52437 5711 (-72345,83767) 38799 (12069,65529) 20543 (-30098,71185) 51694 (50400,52987) 38799 (23245,54353) 38799 (38799,38799) 51320 (-7792798,7895438)
5/24/2020 54601 5711 (-74513,85936) 38799 (7827,69771) 20768 (-31846,73382) 53612 (52232,54992) 38799 (20865,56733) 38799 (38799,38799) 52920 (-9415190,9521030)
5/25/2020 56349 5711 (-76614,88037) 38799 (4401,73197) 20993 (-33520,75505) 55576 (54181,56970) 38799 (18605,58993) 38799 (38799,38799) 54520 (-11135875,11244915)
5/26/2020 57705 5711 (-78582,90005) 38799 (1743,75855) 21217 (-35053,77488) 57585 (56254,58917) 38799 (16538,61060) 38799 (38799,38799) 56120 (-12949557,13061797)
5/27/2020 59151 5711 (-80472,91895) 38799 (-1091,78689) 21442 (-36504,79388) 59641 (58337,60946) 38799 (14574,63024) 38799 (38799,38799) 57720 (-14851708,14967149)
5/28/2020 61227 5711 (-82419,93842) 38799 (-5160,82758) 21667 (-38015,81349) 61745 (60460,63029) 38799 (12524,65074) 38799 (38799,38799) 59320 (-16838405,16957046)
5/29/2020 64028 5711 (-84540,95963) 38799 (-10650,88248) 21892 (-39710,83493) 63895 (62656,65135) 38799 (10239,67359) 38799 (38799,38799) 60921 (-18906203,19028044)
5/30/2020 66457 5711 (-86741,98163) 38799 (-15411,93009) 22116 (-41486,85719) 66094 (64882,67306) 38799 (7860,69738) 38799 (38799,38799) 62521 (-21052045,21177086)
5/31/2020 69496 5711 (-89104,100527) 38799 (-21367,98965) 22341 (-43434,88116) 68342 (67039,69644) 38799 (5278,72320) 38799 (38799,38799) 64121 (-23273195,23401437)
6/1/2020 72460 5711 (-91592,103015) 38799 (-27177,104775) 22566 (-45510,90642) 70638 (69106,72170) 38799 (2555,75043) 38799 (38799,38799) 65721 (-25567189,25698630)
6/2/2020 76398 5711 (-94330,105753) 38799 (-34895,112493) 22791 (-47851,93432) 72984 (70815,75153) 38799 (-474,78072) 38799 (38799,38799) 67321 (-27931785,28066427)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 38799 40119 (37531,42707) 40132 (39566,40698) 33094 (21913,44276) 40073 (37576,42571) 40038 (39459,40618) 20833 (-14381,56047)
5/17/2020 40151 41719 (-622891,706330) 41832 (41069,42596) 33661 (21686,45637) 41685 (-1015128,1098498) 41675 (40882,42468) 21520 (-14350,57391)
5/18/2020 42125 43320 (-1440934,1527573) 43548 (42554,44541) 34121 (20793,47449) 43274 (-2304580,2391127) 43312 (42259,44365) 22525 (-14214,59264)
5/19/2020 43966 44920 (-2437380,2527220) 45278 (44028,46529) 34475 (19652,49299) 44963 (-3925749,4015675) 44949 (43599,46299) 23205 (-14560,60971)
5/20/2020 45898 46520 (-3586114,3679154) 47024 (45494,48554) 34753 (18283,51222) 46590 (-5781907,5875086) 46586 (44909,48263) 24392 (-14291,63074)
5/21/2020 48091 48120 (-4869559,4965798) 48785 (46954,50616) 34964 (16624,53304) 48147 (-7820401,7916695) 48223 (46191,50255) 25372 (-14346,65089)
5/22/2020 50694 49720 (-6275019,6374458) 50561 (48409,52712) 35148 (14632,55665) 49869 (-10101081,10200819) 49860 (47449,52271) 26297 (-14676,67269)
5/23/2020 52437 51320 (-7792798,7895438) 52352 (49862,54841) 35321 (12760,57882) 51514 (-12563574,12666603) 51497 (48684,54310) 27324 (-14768,69416)
5/24/2020 54601 52920 (-9415190,9521030) 54158 (51313,57002) 35488 (10823,60153) 53126 (-15183603,15289855) 53134 (49897,56370) 28193 (-15080,71467)
5/25/2020 56349 54520 (-11135875,11244915) 55979 (52763,59194) 35655 (8971,62339) 54715 (-17946002,18055432) 54771 (51091,58451) 29098 (-15293,73489)
5/26/2020 57705 56120 (-12949557,13061797) 57815 (54213,61417) 35818 (7276,64359) 56404 (-20879474,20992282) 56408 (52265,60551) 29867 (-15544,75277)
5/27/2020 59151 57720 (-14851708,14967149) 59666 (55663,63669) 35977 (5668,66287) 58030 (-23952160,24068220) 58045 (53420,62669) 30725 (-15631,77082)
5/28/2020 61227 59320 (-16838405,16957046) 61532 (57114,65950) 36141 (3986,68296) 59588 (-27137322,27256498) 59682 (54558,64805) 31535 (-15838,78907)
5/29/2020 64028 60921 (-18906203,19028044) 63413 (58567,68260) 36310 (2092,70529) 61310 (-30482401,30605020) 61318 (55679,66958) 32531 (-16008,81071)
5/30/2020 66457 62521 (-21052045,21177086) 65310 (60021,70599) 36480 (107,72853) 62955 (-33955603,34081513) 62955 (56783,69127) 33728 (-16005,83461)
5/31/2020 69496 64121 (-23273195,23401437) 67221 (61478,72965) 36651 (-2070,75372) 64567 (-37542973,37672107) 64592 (57872,71313) 34852 (-16206,85910)
6/1/2020 72460 65721 (-25567189,25698630) 69148 (62937,75359) 36822 (-4387,78030) 66156 (-41235346,41367657) 66229 (58945,73514) 35981 (-16500,88463)
6/2/2020 76398 67321 (-27931785,28066427) 71089 (64399,77779) 36994 (-6996,80985) 67845 (-45057281,45192970) 67866 (60003,75730) 36979 (-17177,91135)

Table A.132 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Panama.

Table A.133.

Actual and Predicted Cases with 95% Confidence Intervals for Panama using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 9449 2093 (-12323,16510) 9268 (8913,9623) 6591 (989,12193) 10680 (8268,13091) 9268 (8913,9623) 9268 (9268,9268) 9446 (9097,9794)
5/17/2020 9606 2093 (-12478,16665) 9268 (8606,9930) 6667 (985,12349) 10992 (8423,13560) 9268 (8737,9799) 9268 (9268,9268) 9618 (-258,19494)
5/18/2020 9726 2093 (-12609,16796) 9268 (8370,10166) 6743 (1006,12480) 11309 (8551,14068) 9268 (8592,9944) 9268 (9268,9268) 9790 (-12034,31613)
5/19/2020 9867 2093 (-12744,16931) 9268 (8094,10442) 6819 (1022,12617) 11633 (8683,14583) 9268 (8439,10097) 9268 (9268,9268) 9962 (-26374,46298)
5/20/2020 9977 2093 (-12869,17056) 9268 (7878,10658) 6896 (1049,12742) 11962 (8801,15122) 9268 (8301,10235) 9268 (9268,9268) 10134 (-42909,63177)
5/21/2020 10116 2093 (-12998,17185) 9268 (7606,10930) 6972 (1072,12872) 12296 (8925,15668) 9268 (8154,10382) 9268 (9268,9268) 10306 (-61389,82001)
5/22/2020 10267 2093 (-13134,17321) 9268 (7310,11226) 7048 (1088,13008) 12637 (9056,16218) 9268 (7999,10537) 9268 (9268,9268) 10478 (-81630,102586)
5/23/2020 10577 2093 (-13316,17503) 9268 (6702,11834) 7124 (1057,13191) 12983 (9241,16725) 9268 (7774,10762) 9268 (9268,9268) 10650 (-103494,124795)
5/24/2020 10926 2093 (-13539,17726) 9268 (6018,12518) 7201 (984,13417) 13335 (9472,17198) 9268 (7491,11045) 9268 (9268,9268) 10822 (-126870,148514)
5/25/2020 11183 2093 (-13771,17958) 9268 (5515,13021) 7277 (902,13652) 13693 (9712,17675) 9268 (7206,11330) 9268 (9268,9268) 10994 (-151667,173655)
5/26/2020 11447 2093 (-14011,18198) 9268 (4997,13539) 7353 (811,13895) 14057 (9959,18155) 9268 (6918,11618) 9268 (9268,9268) 11166 (-177807,200140)
5/27/2020 11728 2093 (-14261,18448) 9268 (4446,14090) 7429 (710,14149) 14427 (10217,18637) 9268 (6622,11914) 9268 (9268,9268) 11338 (-205227,227904)
5/28/2020 12131 2093 (-14539,18726) 9268 (3657,14879) 7505 (577,14434) 14803 (10505,19100) 9268 (6287,12249) 9268 (9268,9268) 11510 (-233870,256891)
5/29/2020 12531 2093 (-14841,19028) 9268 (2873,15663) 7582 (420,14744) 15185 (10816,19553) 9268 (5926,12610) 9268 (9268,9268) 11682 (-263685,287050)
5/30/2020 13018 2093 (-15176,19363) 9268 (1918,16618) 7658 (226,15090) 15573 (11159,19986) 9268 (5523,13013) 9268 (9268,9268) 11855 (-294629,318338)
5/31/2020 13463 2093 (-15531,19718) 9268 (1046,17490) 7734 (10,15458) 15967 (11521,20413) 9268 (5100,13436) 9268 (9268,9268) 12027 (-326663,350716)
6/1/2020 13837 2093 (-15893,20080) 9268 (313,18223) 7810 (-212,15833) 16367 (11889,20845) 9268 (4678,13858) 9268 (9268,9268) 12199 (-359749,384147)
6/2/2020 14095 2093 (-16245,20432) 9268 (-193,18729) 7887 (-421,16194) 16774 (12249,21298) 9268 (4281,14255) 9268 (9268,9268) 12371 (-393858,418599)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 9449 9446 (9097,9794) 9449 (9343,9556) 7851 (4719,10983) 9469 (9075,9864) 9439 (9331,9546) 4806 (-4294,13906)
5/17/2020 9606 9618 (-258,19494) 9632 (9482,9783) 7731 (4316,11145) 9623 (-3401,22647) 9611 (9458,9765) 4901 (-4260,14062)
5/18/2020 9726 9790 (-12034,31613) 9806 (9622,9990) 7613 (3941,11286) 9781 (-19496,39058) 9775 (9585,9965) 4985 (-4220,14190)
5/19/2020 9867 9962 (-26374,46298) 9988 (9754,10222) 7487 (3543,11431) 9930 (-38569,58430) 9944 (9698,10189) 5071 (-4183,14325)
5/20/2020 9977 10134 (-42909,63177) 10171 (9888,10455) 7358 (3149,11567) 10090 (-61030,81211) 10113 (9814,10411) 5156 (-4138,14449)
5/21/2020 10116 10306 (-61389,82001) 10354 (10021,10687) 7230 (2748,11713) 10266 (-87175,107706) 10279 (9926,10633) 5239 (-4099,14577)
5/22/2020 10267 10478 (-81630,102586) 10540 (10152,10928) 7106 (2341,11871) 10438 (-116241,137116) 10447 (10033,10862) 5335 (-4050,14721)
5/23/2020 10577 10650 (-103494,124795) 10727 (10283,11171) 6985 (1880,12091) 10624 (-148613,169861) 10615 (10139,11092) 5431 (-4046,14907)
5/24/2020 10926 10822 (-126870,148514) 10915 (10413,11418) 6871 (1376,12365) 10777 (-182340,203895) 10783 (10241,11325) 5559 (-4039,15157)
5/25/2020 11183 10994 (-151667,173655) 11106 (10542,11670) 6761 (872,12650) 10936 (-217738,239609) 10951 (10341,11561) 5690 (-4031,15411)
5/26/2020 11447 11166 (-177807,200140) 11298 (10670,11925) 6658 (370,12946) 11085 (-254418,276588) 11119 (10438,11800) 5804 (-4047,15654)
5/27/2020 11728 11338 (-205227,227904) 11491 (10798,12184) 6560 (-132,13253) 11245 (-292849,315340) 11287 (10532,12041) 5892 (-4100,15885)
5/28/2020 12131 11510 (-233870,256891) 11686 (10925,12447) 6469 (-659,13598) 11420 (-333535,356375) 11454 (10624,12284) 5978 (-4188,16144)
5/29/2020 12531 11682 (-263685,287050) 11882 (11052,12713) 6384 (-1202,13971) 11592 (-376210,399395) 11622 (10714,12530) 6101 (-4258,16461)
5/30/2020 13018 11855 (-294629,318338) 12080 (11178,12983) 6305 (-1773,14383) 11779 (-421273,444831) 11790 (10801,12779) 6224 (-4358,16806)
5/31/2020 13463 12027 (-326663,350716) 12280 (11304,13256) 6231 (-2356,14818) 11932 (-467407,491271) 11958 (10887,13029) 6359 (-4462,17180)
6/1/2020 13837 12199 (-359749,384147) 12482 (11430,13533) 6161 (-2934,15256) 12090 (-514786,538967) 12126 (10970,13282) 6467 (-4601,17534)
6/2/2020 14095 12371 (-393858,418599) 12684 (11555,13814) 6095 (-3485,15675) 12240 (-563112,587591) 12294 (11051,13536) 6564 (-4741,17868)

Table A.133 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Papua New Guinea.

Table A.134.

Actual and Predicted Cases with 95% Confidence Intervals for Papua New Guinea using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 8 2 (-9,13) 8 (8,8) 7 (6,9) 10 (6,15) 8 (8,8) 8 (8,8) 8 (8,8)
5/17/2020 8 2 (-9,13) 8 (8,8) 7 (6,9) 11 (6,16) 8 (8,8) 8 (8,8) 8 (8,8)
5/18/2020 8 2 (-9,13) 8 (8,8) 7 (6,9) 11 (6,16) 8 (8,8) 8 (8,8) 8 (8,8)
5/19/2020 8 2 (-9,13) 8 (8,8) 8 (6,9) 11 (6,17) 8 (8,8) 8 (8,8) 8 (8,8)
5/20/2020 8 2 (-9,13) 8 (8,8) 8 (7,9) 11 (6,17) 8 (8,8) 8 (8,8) 8 (8,8)
5/21/2020 8 2 (-9,13) 8 (8,8) 8 (7,9) 12 (6,18) 8 (8,8) 8 (8,8) 8 (8,8)
5/22/2020 8 2 (-9,13) 8 (8,8) 8 (7,9) 12 (6,18) 8 (8,8) 8 (8,8) 8 (8,8)
5/23/2020 8 2 (-9,13) 8 (8,8) 8 (7,9) 12 (6,19) 8 (8,8) 8 (8,8) 8 (8,8)
5/24/2020 8 2 (-9,13) 8 (8,8) 8 (7,9) 12 (6,19) 8 (8,8) 8 (8,8) 8 (8,8)
5/25/2020 8 2 (-9,13) 8 (8,8) 8 (7,9) 13 (6,20) 8 (8,8) 8 (8,8) 8 (8,8)
5/26/2020 8 2 (-9,13) 8 (8,8) 8 (7,9) 13 (6,20) 8 (8,8) 8 (8,8) 8 (8,8)
5/27/2020 8 2 (-9,13) 8 (8,8) 8 (7,9) 13 (6,21) 8 (8,8) 8 (8,8) 8 (8,8)
5/28/2020 8 2 (-9,13) 8 (8,8) 8 (8,9) 13 (6,21) 8 (8,8) 8 (8,8) 8 (8,8)
5/29/2020 8 2 (-9,13) 8 (8,8) 8 (8,9) 14 (6,22) 8 (8,8) 8 (8,8) 8 (8,8)
5/30/2020 8 2 (-9,13) 8 (8,8) 8 (8,9) 14 (6,22) 8 (8,8) 8 (8,8) 8 (8,8)
5/31/2020 8 2 (-9,13) 8 (8,8) 9 (8,9) 14 (5,23) 8 (8,8) 8 (8,8) 8 (8,8)
6/1/2020 8 2 (-9,13) 8 (8,8) 9 (8,9) 14 (5,23) 8 (8,8) 8 (8,8) 8 (8,8)
6/2/2020 8 2 (-9,13) 8 (8,8) 9 (8,10) 15 (5,24) 8 (8,8) 8 (8,8) 8 (8,8)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 8 8 (8,8) 8 (7,9) 8 (8,8) 8 (8,8) 8 (7,9) 4 (-4,12)
5/17/2020 8 8 (8,8) 8 (7,9) 8 (8,8) 8 (8,8) 8 (7,9) 4 (-4,12)
5/18/2020 8 8 (8,8) 8 (7,10) 8 (8,8) 8 (8,8) 8 (6,10) 4 (-4,12)
5/19/2020 8 8 (8,8) 8 (6,10) 8 (8,8) 8 (8,8) 8 (6,10) 4 (-4,12)
5/20/2020 8 8 (8,8) 8 (6,10) 8 (8,8) 8 (8,8) 8 (6,10) 4 (-3,12)
5/21/2020 8 8 (8,8) 8 (6,11) 8 (8,8) 8 (8,8) 8 (6,10) 4 (-3,12)
5/22/2020 8 8 (8,8) 8 (6,11) 8 (8,8) 8 (8,8) 8 (5,11) 4 (-3,12)
5/23/2020 8 8 (8,8) 9 (6,11) 8 (8,8) 8 (8,8) 8 (5,11) 4 (-3,12)
5/24/2020 8 8 (8,8) 9 (6,11) 8 (8,8) 8 (8,8) 8 (5,11) 4 (-3,12)
5/25/2020 8 8 (8,8) 9 (6,12) 8 (8,8) 8 (8,8) 8 (5,11) 4 (-3,12)
5/26/2020 8 8 (8,8) 9 (6,12) 8 (8,8) 8 (8,8) 8 (5,11) 4 (-3,12)
5/27/2020 8 8 (8,8) 9 (6,12) 8 (8,8) 8 (8,8) 8 (5,11) 4 (-3,12)
5/28/2020 8 8 (8,8) 9 (6,12) 8 (8,8) 8 (8,9) 8 (4,12) 4 (-3,12)
5/29/2020 8 8 (8,8) 9 (5,13) 8 (8,8) 8 (8,9) 8 (4,12) 4 (-3,12)
5/30/2020 8 8 (8,8) 9 (5,13) 8 (8,8) 8 (8,9) 8 (4,12) 5 (-3,12)
5/31/2020 8 8 (8,8) 9 (5,13) 8 (8,8) 8 (8,8) 8 (4,12) 5 (-3,12)
6/1/2020 8 8 (8,8) 9 (5,13) 8 (8,8) 8 (8,8) 8 (4,12) 5 (-3,12)
6/2/2020 8 8 (8,8) 9 (5,13) 8 (8,8) 8 (8,8) 8 (4,12) 5 (-3,12)

Table A.134 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Paraguay.

Table A.135.

Actual and Predicted Cases with 95% Confidence Intervals for Paraguay using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 778 123 (-1161,1407) 759 (722,796) 399 (-345,1142) 800 (757,843) 759 (722,796) 759 (759,759) 787 (733,841)
5/17/2020 786 123 (-1169,1415) 759 (706,812) 403 (-343,1150) 832 (761,902) 759 (713,805) 759 (759,759) 809 (567,1051)
5/18/2020 788 123 (-1173,1419) 759 (702,816) 408 (-338,1154) 864 (761,968) 759 (709,809) 759 (759,759) 831 (339,1323)
5/19/2020 829 123 (-1196,1441) 759 (622,896) 413 (-351,1177) 898 (785,1011) 759 (678,840) 759 (759,759) 853 (61,1646)
5/20/2020 833 123 (-1211,1456) 759 (614,904) 417 (-357,1192) 932 (799,1065) 759 (662,856) 759 (759,759) 876 (-260,2012)
5/21/2020 836 123 (-1222,1467) 759 (608,910) 422 (-358,1203) 967 (807,1128) 759 (651,867) 759 (759,759) 898 (-620,2416)
5/22/2020 838 123 (-1230,1476) 759 (604,914) 427 (-357,1211) 1003 (811,1196) 759 (643,875) 759 (759,759) 920 (-1014,2854)
5/23/2020 850 123 (-1239,1485) 759 (581,937) 432 (-357,1220) 1040 (817,1263) 759 (634,884) 759 (759,759) 943 (-1440,3325)
5/24/2020 862 123 (-1249,1495) 759 (557,961) 436 (-358,1230) 1078 (825,1331) 759 (623,895) 759 (759,759) 965 (-1897,3826)
5/25/2020 865 123 (-1258,1503) 759 (551,967) 441 (-357,1239) 1116 (830,1403) 759 (614,904) 759 (759,759) 987 (-2381,4355)
5/26/2020 877 123 (-1267,1513) 759 (528,990) 446 (-357,1248) 1156 (837,1475) 759 (604,914) 759 (759,759) 1009 (-2893,4911)
5/27/2020 884 123 (-1276,1521) 759 (514,1004) 450 (-356,1257) 1196 (843,1549) 759 (595,923) 759 (759,759) 1032 (-3429,5493)
5/28/2020 900 123 (-1286,1531) 759 (483,1035) 455 (-357,1267) 1238 (852,1623) 759 (584,934) 759 (759,759) 1054 (-3991,6098)
5/29/2020 917 123 (-1297,1542) 759 (449,1069) 460 (-358,1278) 1280 (863,1697) 759 (571,947) 759 (759,759) 1076 (-4575,6727)
5/30/2020 964 123 (-1313,1559) 759 (357,1161) 464 (-366,1294) 1323 (881,1765) 759 (550,968) 759 (759,759) 1098 (-5182,7379)
5/31/2020 986 123 (-1331,1576) 759 (314,1204) 469 (-374,1311) 1367 (900,1834) 759 (528,990) 759 (759,759) 1121 (-5811,8052)
6/1/2020 995 123 (-1347,1592) 759 (296,1222) 474 (-380,1328) 1412 (918,1907) 759 (508,1010) 759 (759,759) 1143 (-6461,8747)
6/2/2020 1013 123 (-1364,1609) 759 (261,1257) 478 (-388,1344) 1458 (935,1981) 759 (489,1029) 759 (759,759) 1165 (-7131,9461)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 778 781 (738,823) 771 (749,794) 587 (213,961) 762 (756,769) 772 (750,795) 389 (-372,1151)
5/17/2020 786 797 (644,951) 789 (741,838) 565 (160,970) 765 (742,788) 792 (743,841) 401 (-357,1159)
5/18/2020 788 814 (513,1114) 807 (740,875) 540 (106,974) 766 (726,807) 811 (743,879) 409 (-344,1162)
5/19/2020 829 830 (357,1302) 824 (740,909) 513 (26,1000) 767 (711,824) 830 (745,915) 417 (-350,1184)
5/20/2020 833 845 (180,1509) 841 (741,941) 484 (-48,1016) 768 (696,841) 849 (748,949) 429 (-343,1201)
5/21/2020 836 859 (-13,1732) 858 (743,973) 455 (-118,1029) 769 (681,856) 867 (751,983) 437 (-337,1211)
5/22/2020 838 873 (-221,1968) 874 (744,1004) 427 (-185,1039) 769 (668,870) 885 (754,1016) 445 (-328,1218)
5/23/2020 850 887 (-442,2216) 890 (746,1034) 399 (-253,1052) 769 (655,883) 903 (756,1049) 446 (-329,1222)
5/24/2020 862 900 (-673,2474) 906 (747,1064) 373 (-320,1066) 769 (644,895) 920 (759,1082) 456 (-322,1233)
5/25/2020 865 913 (-914,2740) 921 (748,1094) 348 (-383,1079) 770 (633,907) 938 (761,1114) 465 (-314,1243)
5/26/2020 877 925 (-1162,3013) 936 (749,1123) 325 (-445,1095) 770 (622,917) 955 (763,1147) 472 (-307,1252)
5/27/2020 884 937 (-1418,3292) 950 (749,1152) 303 (-504,1110) 770 (612,927) 971 (764,1179) 480 (-301,1261)
5/28/2020 900 948 (-1680,3577) 965 (750,1180) 284 (-561,1129) 770 (603,937) 988 (765,1211) 486 (-297,1269)
5/29/2020 917 959 (-1947,3866) 979 (750,1208) 266 (-617,1149) 770 (594,946) 1004 (766,1243) 495 (-291,1282)
5/30/2020 964 970 (-2219,4159) 993 (750,1236) 250 (-676,1176) 770 (585,954) 1020 (766,1274) 503 (-291,1298)
5/31/2020 986 980 (-2496,4456) 1007 (750,1264) 235 (-735,1204) 770 (577,963) 1036 (766,1306) 517 (-286,1320)
6/1/2020 995 990 (-2776,4756) 1020 (749,1291) 221 (-789,1231) 770 (569,971) 1052 (766,1337) 525 (-286,1335)
6/2/2020 1013 1000 (-3059,5058) 1033 (749,1318) 209 (-841,1258) 770 (561,978) 1067 (765,1368) 530 (-289,1349)

Table A.135 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Peru.

Table A.136.

Actual and Predicted Cases with 95% Confidence Intervals for Peru using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST
5/16/2020 88541 11617 (-139155,162388) 84495 (76565,92425) 39892 (-55459,135244) 89801 (87331,92270) 80604 (65047,96161)
5/17/2020 92273 11617 (-142855,166089) 84495 (69250,99740) 40372 (-58219,138962) 93718 (91061,96375) 80604 (61045,100163)
5/18/2020 94933 11617 (-145853,169086) 84495 (64037,104953) 40851 (-60270,141972) 97741 (93894,101588) 80604 (57845,103363)
5/19/2020 99483 11617 (-149667,172900) 84495 (55119,113871) 41330 (-63154,145814) 101870 (97799,105941) 80604 (53571,107637)
5/20/2020 104020 11617 (-153822,177056) 84495 (46226,122764) 41809 (-66390,150009) 106108 (102033,110184) 80604 (48888,112320)
5/21/2020 108769 11617 (-158241,181474) 84495 (36918,132072) 42289 (-69897,154474) 110456 (106499,114414) 80604 (43914,117294)
5/22/2020 111698 11617 (-162242,185475) 84495 (31177,137813) 42768 (-72970,158506) 114915 (110544,119286) 80604 (39562,121646)
5/23/2020 115754 11617 (-166305,189538) 84495 (23227,145763) 43247 (-76107,162601) 119487 (114648,124325) 84495 (40414,128576)
5/24/2020 119959 11617 (-170452,193685) 84495 (14986,154004) 43726 (-79331,166784) 124172 (118844,129499) 84495 (36913,132077)
5/25/2020 123979 11617 (-174620,197854) 84495 (7106,161884) 44206 (-82575,170987) 128972 (123046,134898) 84495 (33148,135842)
5/26/2020 129751 11617 (-179184,202418) 84495 (-4207,173197) 44685 (-86233,175603) 133888 (127732,140045) 84495 (28709,140281)
5/27/2020 135905 11617 (-184129,207363) 84495 (-16269,185259) 45164 (-90287,180616) 138923 (132786,145060) 84495 (23677,145313)
5/28/2020 141779 11617 (-189320,212554) 84495 (-27782,196772) 45643 (-94595,185882) 144076 (138049,150103) 84495 (18283,150707)
5/29/2020 148285 11617 (-194822,218055) 84495 (-40533,209523) 46123 (-99225,191471) 149350 (143516,155185) 84495 (12471,156519)
5/30/2020 155671 11617 (-200728,223962) 84495 (-55010,224000) 46602 (-104276,197480) 154746 (149090,160402) 84495 (6143,162847)
5/31/2020 164476 11617 (-207204,230437) 84495 (-72268,241258) 47081 (-109923,204086) 160265 (154413,166117) 84495 (-894,169884)
6/1/2020 170039 11617 (-213633,236866) 84495 (-83171,252161) 47560 (-115505,210626) 165908 (159901,171916) 84495 (-7787,176777)
6/2/2020 170039 11617 (-219197,242430) 84495 (-83171,252161) 48040 (-120155,216235) 171677 (165790,177565) 84495 (-13509,182499)



Predicted Cases (95% Confidence Interval)
Date Actual Cases SES HLT DT ARIMA

5/16/2020 88541 84495 (84495,84495) 87716 (81403,94030) 87716 (81403,94030) 88107 (87155,89059)
5/17/2020 92273 84495 (84495,84495) 91128 (-3360191,3542447) 91128 (-3360191,3542447) 91920 (90370,93471)
5/18/2020 94933 84495 (84495,84495) 94539 (-7618317,7807395) 94539 (-7618317,7807395) 95596 (93423,97769)
5/19/2020 99483 84495 (84495,84495) 97951 (-12804883,13000785) 97951 (-12804883,13000785) 99471 (96674,102267)
5/20/2020 104020 84495 (84495,84495) 101362 (-18783816,18986541) 101362 (-18783816,18986541) 103217 (99746,106688)
5/21/2020 108769 84495 (84495,84495) 104774 (-25463608,25673156) 104774 (-25463608,25673156) 107154 (102992,111315)
5/22/2020 111698 84495 (84495,84495) 108185 (-32778181,32994552) 108185 (-32778181,32994552) 110970 (106069,115872)
5/23/2020 115754 84495 (84495,84495) 111597 (-40677081,40900275) 111597 (-40677081,40900275) 114970 (109309,120630)
5/24/2020 119959 84495 (84495,84495) 115009 (-49120193,49350211) 115009 (-49120193,49350211) 118856 (112391,125321)
5/25/2020 123979 84495 (84495,84495) 118420 (-58074647,58311487) 118420 (-58074647,58311487) 122918 (115629,130207)
5/26/2020 129751 84495 (84495,84495) 121832 (-67512875,67756538) 121832 (-67512875,67756538) 126875 (118720,135030)
5/27/2020 135905 84495 (84495,84495) 125243 (-77411329,77661816) 125243 (-77411329,77661816) 131000 (121959,140040)
5/28/2020 141779 84495 (84495,84495) 128655 (-87749591,88006900) 128655 (-87749591,88006900) 135026 (125061,144990)
5/29/2020 148285 84495 (84495,84495) 132066 (-98509735,98773867) 132066 (-98509735,98773867) 139214 (128306,150121)
5/30/2020 155671 84495 (84495,84495) 135478 (-109675861,109946817) 135478 (-109675861,109946817) 143310 (131423,155197)
5/31/2020 164476 84495 (84495,84495) 138889 (-121233740,121511519) 138889 (-121233740,121511519) 147560 (134676,160445)
6/1/2020 170039 84495 (84495,84495) 142301 (-133170539,133455141) 142301 (-133170539,133455141) 151726 (137809,165642)
6/2/2020 170039 84495 (84495,84495) 145712 (-145474610,145766035) 145712 (-145474610,145766035) 156040 (141074,171006)



Predicted Cases (95% Confidence Interval)
Date Actual Cases LSTM HWA SSM Sutte-Arima

5/16/2020 88541 85206 (78669,91743) 88289 (80853,95725) 88265 (87212,89319) 46181 (-36843,129206)
5/17/2020 92273 88742 (82010,95474) 92108 (-9777644,9961860) 92105 (90430,93780) 48050 (-36821,132921)
5/18/2020 94933 92394 (86191,98596) 95652 (-21333043,21524347) 96013 (93720,98305) 49787 (-36306,135880)
5/19/2020 99483 96150 (89863,102437) 99451 (-35823535,36022437) 99987 (97048,102926) 51510 (-36634,139653)
5/20/2020 104020 100022 (93396,106648) 103288 (-52728518,52935093) 104029 (100404,107654) 53469 (-36968,143906)
5/21/2020 108769 104046 (96914,111178) 107082 (-71635929,71850092) 108137 (103781,112492) 55576 (-37308,148459)
5/22/2020 111698 108214 (101124,115303) 110746 (-92144641,92366133) 112311 (107178,117444) 57843 (-36954,152641)
5/23/2020 115754 112580 (105594,119567) 114559 (-114402974,114632092) 116551 (110592,122510) 59562 (-37286,156409)
5/24/2020 119959 117113 (110269,123958) 118378 (-138276158,138512914) 120857 (114022,127691) 61420 (-37575,160415)
5/25/2020 123979 121846 (115219,128472) 121922 (-163272562,163516405) 125227 (117467,132988) 63355 (-37798,164508)
5/26/2020 129751 126783 (120226,133340) 125721 (-189724649,189976091) 129663 (120925,138401) 65520 (-38127,169166)
5/27/2020 135905 131959 (125295,138622) 129558 (-217591120,217850236) 134163 (124396,143930) 67878 (-38559,174315)
5/28/2020 141779 137397 (130567,144228) 133352 (-246738907,247005611) 138727 (127879,149574) 70227 (-39181,179636)
5/29/2020 148285 143148 (136038,150259) 137016 (-276957867,277231899) 143354 (131374,155335) 72640 (-39990,185269)
5/30/2020 155671 149263 (141666,156859) 140829 (-308391961,308673620) 148045 (134879,161212) 74813 (-41438,191063)
5/31/2020 164476 155737 (147225,164248) 144648 (-340996270,341285567) 152800 (138395,167205) 77149 (-43269,197568)
6/1/2020 170039 162589 (153605,171574) 148192 (-374430585,374726968) 157616 (141919,173314) 79740 (-44719,204200)
6/2/2020 170039 169862 (161131,178594) 151991 (-408960818,409264800) 162496 (145452,179539) 81731 (-45916,209379)

Table A.136 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Philippines.

Table A.137.

Actual and Predicted Cases with 95% Confidence Intervals for Philippines using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 12305 2883 (-15584,21350) 12091 (11672,12510) 8901 (2230,15573) 13447 (11208,15686) 11350 (9478,13222) 12091 (12091,12091) 12337 (11855,12818)
5/17/2020 12513 2883 (-15789,21555) 12091 (11264,12918) 9003 (2227,15779) 13793 (11415,16171) 11350 (9264,13436) 12091 (12091,12091) 12577 (-6355,31510)
5/18/2020 12718 2883 (-15993,21759) 12091 (10862,13320) 9105 (2226,15984) 14144 (11619,16668) 11350 (9049,13651) 12091 (12091,12091) 12818 (-29162,54798)
5/19/2020 12942 2883 (-16206,21972) 12091 (10423,13759) 9207 (2215,16199) 14499 (11833,17166) 11350 (8819,13881) 12091 (12091,12091) 13059 (-56937,83055)
5/20/2020 13221 2883 (-16447,22213) 12091 (9876,14306) 9309 (2177,16441) 14860 (12076,17644) 11350 (8555,14145) 12091 (12091,12091) 13300 (-88962,115561)
5/21/2020 13434 2883 (-16678,22444) 12091 (9459,14723) 9411 (2148,16674) 15226 (12308,18143) 11350 (8302,14398) 12091 (12091,12091) 13540 (-124748,151829)
5/22/2020 13597 2883 (-16890,22656) 12091 (9139,15043) 9513 (2140,16887) 15596 (12515,18677) 11350 (8073,14627) 12091 (12091,12091) 13781 (-163944,191506)
5/23/2020 13777 2883 (-17094,22860) 12091 (8786,15396) 9615 (2139,17091) 15972 (12713,19230) 11350 (7854,14846) 12091 (12091,12091) 14022 (-206278,234321)
5/24/2020 14035 2883 (-17312,23078) 12091 (8281,15901) 9717 (2125,17309) 16352 (12928,19777) 11350 (7616,15084) 12091 (12091,12091) 14263 (-251536,280061)
5/25/2020 14319 2883 (-17545,23311) 12091 (7724,16458) 9819 (2096,17543) 16738 (13160,20317) 11350 (7358,15342) 12091 (12091,12091) 14503 (-299542,328549)
5/26/2020 14669 2883 (-17802,23568) 12091 (7038,17144) 9921 (2041,17802) 17129 (13420,20838) 11350 (7068,15632) 12091 (12091,12091) 14744 (-350149,379637)
5/27/2020 15049 2883 (-18083,23849) 12091 (6293,17889) 10023 (1960,18086) 17525 (13708,21343) 11350 (6747,15953) 12091 (12091,12091) 14985 (-403229,433199)
5/28/2020 15588 2883 (-18412,24178) 12091 (5237,18945) 10125 (1829,18422) 17926 (14045,21808) 11350 (6364,16336) 12091 (12091,12091) 15225 (-458673,489124)
5/29/2020 16634 2883 (-18865,24631) 12091 (3187,20995) 10227 (1557,18898) 18333 (14488,22178) 11350 (5805,16895) 12091 (12091,12091) 15466 (-516386,547318)
5/30/2020 17224 2883 (-19346,25112) 12091 (2030,22152) 10329 (1255,19403) 18744 (14951,22538) 11350 (5223,17477) 12091 (12091,12091) 15707 (-576281,607695)
5/31/2020 18086 2883 (-19893,25659) 12091 (341,23841) 10431 (878,19984) 19161 (15451,22872) 11350 (4562,18138) 12091 (12091,12091) 15948 (-638283,670178)
6/1/2020 18638 2883 (-20447,26213) 12091 (-741,24923) 10533 (496,20570) 19583 (15956,23211) 11350 (3909,18791) 12091 (12091,12091) 16188 (-702322,734698)
6/2/2020 18997 2883 (-20981,26747) 12091 (-1445,25627) 10635 (144,21126) 20011 (16454,23567) 11350 (3301,19399) 12091 (12091,12091) 16429 (-768335,801194)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 12305 12337 (11855,12818) 12348 (12223,12474) 11812 (10845,12779) 12327 (11864,12790) 12343 (12217,12469) 6299 (-5473,18071)
5/17/2020 12513 12577 (-6355,31510) 12601 (12398,12804) 11942 (10897,12988) 12576 (-37269,62420) 12589 (12385,12793) 6416 (-5445,18277)
5/18/2020 12718 12818 (-29162,54798) 12839 (12557,13121) 12070 (10945,13195) 12827 (-98915,124570) 12819 (12534,13104) 6526 (-5427,18480)
5/19/2020 12942 13059 (-56937,83055) 13097 (12698,13496) 12189 (10967,13411) 13075 (-173448,199597) 13066 (12662,13470) 6654 (-5393,18701)
5/20/2020 13221 13300 (-88962,115561) 13351 (12837,13866) 12299 (10940,13659) 13304 (-256572,283180) 13307 (12786,13829) 6783 (-5381,18946)
5/21/2020 13434 13540 (-124748,151829) 13603 (12965,14240) 12403 (10913,13893) 13550 (-350333,377434) 13544 (12897,14190) 6920 (-5346,19187)
5/22/2020 13597 13781 (-163944,191506) 13864 (13086,14642) 12502 (10901,14102) 13776 (-450890,478442) 13787 (12998,14577) 7052 (-5296,19400)
5/23/2020 13777 14022 (-206278,234321) 14124 (13202,15046) 12598 (10892,14304) 13990 (-556950,584931) 14028 (13092,14964) 7172 (-5252,19596)
5/24/2020 14035 14263 (-251536,280061) 14385 (13311,15458) 12694 (10862,14525) 14228 (-671108,699564) 14267 (13176,15358) 7286 (-5231,19802)
5/25/2020 14319 14503 (-299542,328549) 14651 (13415,15886) 12787 (10807,14767) 14469 (-793063,822001) 14509 (13253,15765) 7426 (-5193,20045)
5/26/2020 14669 14744 (-350149,379637) 14917 (13514,16320) 12876 (10711,15041) 14706 (-921819,951231) 14750 (13323,16176) 7580 (-5161,20320)
5/27/2020 15049 14985 (-403229,433199) 15185 (13607,16763) 12963 (10578,15348) 14925 (-1055254,1085104) 14990 (13385,16594) 7743 (-5137,20622)
5/28/2020 15588 15225 (-458673,489124) 15457 (13697,17217) 13048 (10372,15723) 15160 (-1194923,1225244) 15231 (13441,17021) 7899 (-5162,20960)
5/29/2020 16634 15466 (-516386,547318) 15730 (13781,17678) 13130 (9965,16295) 15375 (-1338687,1369437) 15472 (13490,17453) 8079 (-5280,21439)
5/30/2020 17224 15707 (-576281,607695) 16005 (13862,18147) 13209 (9538,16880) 15579 (-1485681,1516840) 15712 (13532,17892) 8338 (-5330,22006)
5/31/2020 18086 15948 (-638283,670178) 16282 (13939,18626) 13285 (9023,17548) 15806 (-1637928,1669541) 15953 (13568,18338) 8513 (-5528,22553)
6/1/2020 18638 16188 (-702322,734698) 16562 (14012,19112) 13359 (8522,18196) 16037 (-1795525,1827599) 16194 (13598,18789) 8708 (-5708,23124)
6/2/2020 18997 16429 (-768335,801194) 16844 (14082,19606) 13430 (8072,18789) 16264 (-1957947,1990475) 16434 (13623,19246) 8762 (-6024,23549)

Table A.137 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Poland.

Table A.138.

Actual and Predicted Cases with 95% Confidence Intervals for Poland using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 18257 4200 (-23353,31752) 18016 (17544,18488) 13073 (2914,23233) 20237 (16356,24117) 18016 (17544,18488) 18016 (18016,18016) 18383 (17664,19102)
5/17/2020 18529 4200 (-23621,32020) 18016 (17011,19021) 13224 (2944,23503) 20781 (16625,24937) 18016 (17230,18802) 18016 (18016,18016) 18758 (-24973,62489)
5/18/2020 18885 4200 (-23946,32345) 18016 (16313,19719) 13374 (2918,23831) 21334 (16953,25714) 18016 (16842,19190) 18016 (18016,18016) 19133 (-78127,116393)
5/19/2020 19268 4200 (-24299,32698) 18016 (15562,20470) 13525 (2862,24187) 21895 (17310,26480) 18016 (16423,19609) 18016 (18016,18016) 19508 (-142867,181884)
5/20/2020 19739 4200 (-24702,33101) 18016 (14639,21393) 13675 (2757,24593) 22464 (17719,27210) 18016 (15939,20093) 18016 (18016,18016) 19883 (-217509,257275)
5/21/2020 20143 4200 (-25106,33505) 18016 (13847,22185) 13825 (2650,25001) 23043 (18128,27957) 18016 (15468,20564) 18016 (18016,18016) 20258 (-300913,341429)
5/22/2020 20619 4200 (-25534,33933) 18016 (12914,23118) 13976 (2519,25433) 23630 (18562,28697) 18016 (14969,21063) 18016 (18016,18016) 20633 (-392255,433522)
5/23/2020 20931 4200 (-25934,34333) 18016 (12303,23729) 14126 (2418,25835) 24225 (18964,29486) 18016 (14523,21509) 18016 (18016,18016) 21008 (-490907,532924)
5/24/2020 21326 4200 (-26334,34733) 18016 (11528,24504) 14277 (2315,26238) 24830 (19367,30292) 18016 (14076,21956) 18016 (18016,18016) 21384 (-596367,639134)
5/25/2020 21631 4200 (-26717,35116) 18016 (10931,25101) 14427 (2233,26621) 25443 (19747,31138) 18016 (13658,22374) 18016 (18016,18016) 21759 (-708225,751743)
5/26/2020 22074 4200 (-27113,35512) 18016 (10062,25970) 14577 (2135,27020) 26065 (20144,31985) 18016 (13219,22813) 18016 (18016,18016) 22134 (-826137,870404)
5/27/2020 22473 4200 (-27513,35912) 18016 (9280,26752) 14728 (2035,27421) 26695 (20544,32847) 18016 (12776,23256) 18016 (18016,18016) 22509 (-949807,994825)
5/28/2020 22825 4200 (-27907,36306) 18016 (8590,27442) 14878 (1941,27816) 27335 (20937,33733) 18016 (12343,23689) 18016 (18016,18016) 22884 (-1078981,1124749)
5/29/2020 23155 4200 (-28294,36693) 18016 (7944,28088) 15029 (1855,28202) 27984 (21320,34648) 18016 (11923,24109) 18016 (18016,18016) 23259 (-1213435,1259953)
5/30/2020 23571 4200 (-28687,37086) 18016 (7128,28904) 15179 (1762,28596) 28642 (21711,35572) 18016 (11493,24539) 18016 (18016,18016) 23634 (-1352970,1400238)
5/31/2020 23786 4200 (-29058,37457) 18016 (6707,29325) 15329 (1694,28965) 29308 (22073,36544) 18016 (11096,24936) 18016 (18016,18016) 24009 (-1497407,1545426)
6/1/2020 24165 4200 (-29432,37831) 18016 (5964,30068) 15480 (1622,29338) 29984 (22439,37530) 18016 (10694,25338) 18016 (18016,18016) 24384 (-1646588,1695356)
6/2/2020 24395 4200 (-29790,38189) 18016 (5513,30519) 15630 (1567,29693) 30670 (22785,38554) 18016 (10314,25718) 18016 (18016,18016) 24759 (-1800365,1849884)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 18257 18383 (17664,19102) 18418 (18306,18531) 15339 (9621,21058) 18405 (17643,19167) 18410 (18296,18524) 9394 (-7978,26766)
5/17/2020 18529 18758 (-24973,62489) 18825 (18644,19006) 15187 (9038,21336) 18813 (-109690,147316) 18806 (18620,18991) 9590 (-7857,27036)
5/18/2020 18885 19133 (-78127,116393) 19235 (18978,19492) 15035 (8388,21682) 19185 (-257631,296000) 19201 (18934,19469) 9771 (-7815,27358)
5/19/2020 19268 19508 (-142867,181884) 19649 (19308,19990) 14864 (7669,22059) 19591 (-444532,483715) 19597 (19238,19956) 9970 (-7778,27718)
5/20/2020 19739 19883 (-217509,257275) 20066 (19633,20498) 14685 (6872,22497) 19975 (-657079,697029) 19992 (19534,20451) 10203 (-7737,28143)
5/21/2020 20143 20258 (-300913,341429) 20487 (19956,21017) 14501 (6061,22942) 20368 (-895136,935873) 20388 (19822,20954) 10447 (-7675,28569)
5/22/2020 20619 20633 (-392255,433522) 20911 (20276,21546) 14319 (5217,23421) 20769 (-1157579,1199117) 20784 (20103,21464) 10667 (-7659,28993)
5/23/2020 20931 21008 (-490907,532924) 21339 (20593,22084) 14140 (4411,23868) 21158 (-1439940,1482257) 21179 (20377,21982) 10897 (-7602,29396)
5/24/2020 21326 21384 (-596367,639134) 21770 (20909,22632) 13965 (3609,24321) 21566 (-1744302,1787435) 21575 (20644,22506) 11086 (-7594,29766)
5/25/2020 21631 21759 (-708225,751743) 22205 (21222,23189) 13797 (2838,24756) 21938 (-2062964,2106840) 21970 (20905,23036) 11302 (-7541,30144)
5/26/2020 22074 22134 (-826137,870404) 22644 (21534,23754) 13637 (2059,25215) 22345 (-2401264,2445953) 22366 (21160,23571) 11492 (-7531,30515)
5/27/2020 22473 22509 (-949807,994825) 23086 (21844,24328) 13485 (1289,25681) 22729 (-2754503,2799961) 22761 (21410,24113) 11735 (-7464,30935)
5/28/2020 22825 22884 (-1078981,1124749) 23532 (22154,24911) 13341 (540,26143) 23122 (-3123586,3169830) 23157 (21654,24660) 11959 (-7410,31328)
5/29/2020 23155 23259 (-1213435,1259953) 23982 (22462,25502) 13205 (-186,26597) 23523 (-3508900,3555945) 23553 (21893,25212) 12192 (-7336,31720)
5/30/2020 23571 23634 (-1352970,1400238) 24435 (22769,26100) 13077 (-909,27062) 23912 (-3908119,3955943) 23948 (22127,25769) 12399 (-7296,32094)
5/31/2020 23786 24009 (-1497407,1545426) 24891 (23075,26707) 12954 (-1590,27498) 24320 (-4323275,4371914) 24344 (22356,26332) 12630 (-7207,32467)
6/1/2020 24165 24384 (-1646588,1695356) 25351 (23381,27322) 12838 (-2265,27940) 24692 (-4749066,4798450) 24739 (22580,26899) 12837 (-7147,32821)
6/2/2020 24395 24759 (-1800365,1849884) 25815 (23686,27944) 12727 (-2909,28362) 25098 (-5189723,5239919) 25135 (22799,27471) 13077 (-7036,33190)

Table A.138 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Portugal.

Table A.139.

Actual and Predicted Cases with 95% Confidence Intervals for Portugal using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 28810 8546 (-31171,48263) 28583 (28138,29028) 25565 (19204,31926) 32522 (25246,39798) 28319 (27357,29281) 28583 (28583,28583) 28816 (28359,29273)
5/17/2020 29036 8546 (-31394,48486) 28583 (27695,29471) 25853 (19553,32153) 33026 (25473,40579) 28319 (27115,29523) 28583 (28583,28583) 29053 (11395,46710)
5/18/2020 29209 8546 (-31581,48673) 28583 (27356,29810) 26142 (19936,32347) 33527 (25659,41395) 28319 (26911,29727) 28583 (28583,28583) 29289 (-9858,68436)
5/19/2020 29432 8546 (-31785,48877) 28583 (26919,30247) 26430 (20303,32557) 34025 (25858,42191) 28319 (26683,29955) 28583 (28583,28583) 29525 (-35742,94793)
5/20/2020 29660 8546 (-31998,49090) 28583 (26472,30694) 26718 (20662,32775) 34519 (26064,42974) 28319 (26442,30196) 28583 (28583,28583) 29762 (-65588,125112)
5/21/2020 29912 8546 (-32223,49315) 28583 (25978,31188) 27007 (21010,33004) 35009 (26279,43739) 28319 (26184,30454) 28583 (28583,28583) 29998 (-98941,158938)
5/22/2020 30200 8546 (-32466,49558) 28583 (25414,31752) 27295 (21341,33250) 35496 (26512,44480) 28319 (25900,30738) 28583 (28583,28583) 30235 (-135472,195942)
5/23/2020 30471 8546 (-32716,49808) 28583 (24883,32283) 27584 (21665,33502) 35978 (26748,45208) 28319 (25609,31029) 28583 (28583,28583) 30471 (-174929,235872)
5/24/2020 30623 8546 (-32944,50036) 28583 (24585,32581) 27872 (22010,33735) 36457 (26957,45957) 28319 (25354,31284) 28583 (28583,28583) 30708 (-217113,278528)
5/25/2020 30788 8546 (-33160,50251) 28583 (24261,32905) 28161 (22366,33956) 36931 (27147,46714) 28319 (25117,31521) 28583 (28583,28583) 30944 (-261858,323746)
5/26/2020 31007 8546 (-33376,50468) 28583 (23832,33334) 28449 (22721,34178) 37400 (27335,47464) 28319 (24877,31761) 28583 (28583,28583) 31181 (-309027,371389)
5/27/2020 31292 8546 (-33604,50696) 28583 (23273,33893) 28738 (23066,34409) 37864 (27536,48193) 28319 (24619,32019) 28583 (28583,28583) 31417 (-358503,421337)
5/28/2020 31596 8546 (-33844,50936) 28583 (22678,34488) 29026 (23401,34652) 38324 (27748,48899) 28319 (24343,32295) 28583 (28583,28583) 31654 (-410182,473490)
5/29/2020 31946 8546 (-34102,51194) 28583 (21992,35174) 29315 (23721,34908) 38778 (27977,49579) 28319 (24042,32596) 28583 (28583,28583) 31890 (-463976,527757)
5/30/2020 32203 8546 (-34360,51452) 28583 (21488,35678) 29603 (24042,35165) 39227 (28203,50250) 28319 (23744,32894) 28583 (28583,28583) 32127 (-519805,584058)
5/31/2020 32500 8546 (-34624,51716) 28583 (20906,36260) 29891 (24357,35426) 39670 (28433,50907) 28319 (23438,33200) 28583 (28583,28583) 32363 (-577598,642324)
6/1/2020 32700 8546 (-34880,51972) 28583 (20514,36652) 30180 (24679,35681) 40107 (28651,51563) 28319 (23146,33492) 28583 (28583,28583) 32599 (-637290,702489)
6/2/2020 32895 8546 (-35130,52222) 28583 (20131,37035) 30468 (25006,35931) 40539 (28859,52219) 28319 (22865,33773) 28583 (28583,28583) 32836 (-698823,764495)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 28810 28802 (28373,29230) 28817 (28490,29144) 27384 (24588,30179) 28811 (28364,29257) 28811 (28484,29139) 14521 (-13486,42528)
5/17/2020 29036 29024 (13400,44649) 29053 (28496,29609) 27334 (24257,30412) 29038 (-8857,66934) 29039 (28482,29597) 14640 (-13472,42752)
5/18/2020 29209 29245 (-5252,63743) 29291 (28493,30088) 27300 (23987,30614) 29266 (-55045,113578) 29268 (28469,30066) 14765 (-13412,42943)
5/19/2020 29432 29464 (-27841,86769) 29531 (28475,30587) 27260 (23688,30833) 29494 (-111308,170296) 29496 (28437,30554) 14870 (-13399,43139)
5/20/2020 29660 29681 (-53740,113103) 29773 (28440,31106) 27219 (23373,31064) 29722 (-176155,235599) 29724 (28387,31060) 14991 (-13376,43357)
5/21/2020 29912 29896 (-82521,142313) 30017 (28389,31645) 27178 (23041,31314) 29949 (-248601,308500) 29952 (28319,31584) 15113 (-13361,43587)
5/22/2020 30200 30109 (-113868,174086) 30263 (28323,32204) 27139 (22688,31589) 30177 (-327925,388279) 30180 (28233,32126) 15249 (-13345,43843)
5/23/2020 30471 30320 (-147537,208177) 30512 (28242,32781) 27102 (22329,31875) 30405 (-413568,474377) 30408 (28131,32685) 15384 (-13333,44102)
5/24/2020 30623 30529 (-183332,244391) 30762 (28148,33376) 27069 (22005,32133) 30632 (-505117,566381) 30636 (28013,33259) 15517 (-13301,44335)
5/25/2020 30788 30737 (-221089,282562) 31015 (28040,33989) 27036 (21699,32373) 30860 (-602203,663922) 30864 (27879,33849) 15626 (-13283,44536)
5/26/2020 31007 30942 (-260671,322555) 31269 (27920,34619) 27005 (21393,32617) 31088 (-704545,766720) 31092 (27730,34454) 15733 (-13271,44737)
5/27/2020 31292 31145 (-301957,364248) 31526 (27787,35265) 26975 (21073,32877) 31315 (-811877,874507) 31320 (27567,35073) 15853 (-13259,44964)
5/28/2020 31596 31347 (-344844,407538) 31785 (27643,35926) 26947 (20739,33155) 31543 (-923976,987061) 31548 (27390,35706) 16004 (-13221,45229)
5/29/2020 31946 31547 (-389238,452332) 32045 (27487,36603) 26921 (20385,33457) 31770 (-1040644,1104184) 31776 (27200,36352) 16158 (-13193,45509)
5/30/2020 32203 31745 (-435057,498547) 32308 (27321,37296) 26897 (20035,33758) 31997 (-1161697,1225692) 32004 (26997,37012) 16311 (-13163,45786)
5/31/2020 32500 31942 (-482225,546108) 32573 (27144,38002) 26874 (19681,34067) 32225 (-1286998,1351448) 32232 (26781,37684) 16439 (-13164,46043)
6/1/2020 32700 32136 (-530675,594947) 32840 (26957,38724) 26852 (19340,34363) 32452 (-1416398,1481302) 32460 (26553,38368) 16572 (-13154,46297)
6/2/2020 32895 32329 (-580345,645002) 33109 (26760,39459) 26831 (19012,34650) 32680 (-1549783,1615143) 32688 (26312,39065) 16681 (-13162,46524)

Table A.139 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Qatar.

Table A.140.

Actual and Predicted Cases with 95% Confidence Intervals for Qatar using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST
5/16/2020 30972 4164 (-48379,56707) 29425 (26393,32457) 14023 (-19196,47243) 30463 (29464,31461) 23623 (9219,38027)
5/17/2020 32604 4164 (-50002,58330) 29425 (23194,35656) 14191 (-20494,48875) 31756 (30385,33127) 23623 (7540,39706)
5/18/2020 33969 4164 (-51455,59783) 29425 (20519,38331) 14358 (-21622,50337) 33084 (31582,34586) 26539 (10946,42132)
5/19/2020 35606 4164 (-53016,61344) 29425 (17310,41540) 14525 (-22861,51911) 34447 (32720,36174) 26539 (10374,42704)
5/20/2020 37097 4164 (-54563,62892) 29425 (14388,44462) 14692 (-24088,53471) 35845 (33950,37740) 26539 (9372,43706)
5/21/2020 38651 4164 (-56131,64460) 29425 (11342,47508) 14859 (-25336,55054) 37279 (35230,39328) 26539 (8113,44965)
5/22/2020 40481 4164 (-57804,66132) 29425 (7755,51095) 15026 (-26692,56745) 38749 (36458,41039) 26539 (6597,46481)
5/23/2020 42213 4164 (-59516,67845) 29425 (4361,54489) 15193 (-28090,58477) 40255 (37719,42791) 26539 (4953,48125)
5/24/2020 43714 4164 (-61198,69527) 29425 (1419,57431) 15360 (-29456,60176) 41799 (39100,44497) 26539 (3299,49779)
5/25/2020 45465 4164 (-62920,71249) 29425 (-2013,60863) 15527 (-30861,61916) 43380 (40512,46247) 26539 (1565,51513)
5/26/2020 47207 4164 (-64670,72999) 29425 (-5428,64278) 15694 (-32296,63685) 44998 (41969,48028) 26539 (-222,53300)
5/27/2020 48947 4164 (-66443,74772) 29425 (-8838,67688) 15862 (-33753,65476) 46656 (43478,49833) 26539 (-2048,55126)
5/28/2020 50914 4164 (-68277,76606) 29425 (-12693,71543) 16029 (-35273,67330) 48352 (44996,51707) 26539 (-3956,57034)
5/29/2020 52907 4164 (-70165,78494) 29425 (-16600,75450) 16196 (-36849,69240) 50087 (46532,53642) 26539 (-5931,59009)
5/30/2020 55262 4164 (-72159,80487) 29425 (-21216,80066) 16363 (-38534,71260) 51861 (48020,55703) 26539 (-8034,61112)
5/31/2020 56910 4164 (-74124,82453) 29425 (-24446,83296) 16530 (-40187,73247) 53676 (49633,57719) 26539 (-10095,63173)
6/1/2020 58433 4164 (-76048,84377) 29425 (-27431,86281) 16697 (-41794,75188) 55531 (51374,59689) 26539 (-12100,65178)
6/2/2020 60259 4164 (-77983,86312) 29425 (-31010,89860) 16864 (-43410,77139) 57428 (53181,61675) 26539 (-14115,67193)



Predicted Cases (95% Confidence Interval)
Date Actual Cases SES HLT DT ARIMA

5/16/2020 30972 29425 (29425,29425) 30697 (28204,33189) 30697 (28204,33189) 30879 (30684,31074)
5/17/2020 32604 29425 (29425,29425) 31970 (-477800,541740) 31970 (-477800,541740) 32280 (31938,32621)
5/18/2020 33969 29425 (29425,29425) 33243 (-1104844,1171331) 33243 (-1104844,1171331) 33693 (33171,34215)
5/19/2020 35606 29425 (29425,29425) 34517 (-1868586,1937620) 34517 (-1868586,1937620) 35119 (34389,35848)
5/20/2020 37097 29425 (29425,29425) 35790 (-2749026,2820606) 35790 (-2749026,2820606) 36556 (35596,37516)
5/21/2020 38651 29425 (29425,29425) 37064 (-3732698,3806825) 37064 (-3732698,3806825) 38006 (36795,39217)
5/22/2020 40481 29425 (29425,29425) 38337 (-4809876,4886550) 38337 (-4809876,4886550) 39468 (37987,40950)
5/23/2020 42213 29425 (29425,29425) 39610 (-5973131,6052352) 39610 (-5973131,6052352) 40943 (39173,42712)
5/24/2020 43714 29425 (29425,29425) 40884 (-7216557,7298325) 40884 (-7216557,7298325) 42429 (40355,44504)
5/25/2020 45465 29425 (29425,29425) 42157 (-8535312,8619627) 42157 (-8535312,8619627) 43928 (41533,46323)
5/26/2020 47207 29425 (29425,29425) 43431 (-9925337,10012199) 43431 (-9925337,10012199) 45439 (42708,48170)
5/27/2020 48947 29425 (29425,29425) 44704 (-11383164,11472572) 44704 (-11383164,11472572) 46962 (43881,50044)
5/28/2020 50914 29425 (29425,29425) 45978 (-12905784,12997739) 45978 (-12905784,12997739) 48498 (45053,51943)
5/29/2020 52907 29425 (29425,29425) 47251 (-14490558,14585060) 47251 (-14490558,14585060) 50046 (46223,53868)
5/30/2020 55262 29425 (29425,29425) 48524 (-16135144,16232192) 48524 (-16135144,16232192) 51606 (47393,55818)
5/31/2020 56910 29425 (29425,29425) 49798 (-17837445,17937041) 49798 (-17837445,17937041) 53178 (48563,57793)
6/1/2020 58433 29425 (29425,29425) 51071 (-19595572,19697714) 51071 (-19595572,19697714) 54762 (49732,59792)
6/2/2020 60259 29425 (29425,29425) 52345 (-21407808,21512498) 52345 (-21407808,21512498) 56359 (50903,61815)



Predicted Cases (95% Confidence Interval)
Date Actual Cases LSTM HWA SSM Sutte-Arima

5/16/2020 30972 11365 (-27064,49795) 30854 (28053,33655) 30853 (30654,31052) 16171 (-12838,45181)
5/17/2020 32604 9709 (-32067,51485) 32212 (-2429743,2494167) 32210 (31854,32566) 16898 (-13011,46808)
5/18/2020 33969 8169 (-36730,53067) 33555 (-5445961,5513072) 33567 (33014,34120) 17586 (-13075,48247)
5/19/2020 35606 6833 (-41198,54865) 34909 (-9130906,9200725) 34924 (34142,35705) 18335 (-13154,49824)
5/20/2020 37097 5716 (-45296,56728) 36252 (-13366905,13439408) 36281 (35244,37317) 19069 (-13226,51363)
5/21/2020 38651 4797 (-49076,58670) 37617 (-18122292,18197527) 37638 (36322,38953) 19768 (-13359,52896)
5/22/2020 40481 4073 (-52629,60776) 38972 (-23329123,23407067) 38994 (37379,40610) 20531 (-13514,54576)
5/23/2020 42213 3517 (-55916,62950) 40328 (-28953824,29034481) 40351 (38415,42288) 21301 (-13687,56290)
5/24/2020 43714 3090 (-58911,65092) 41686 (-34968833,35052205) 41708 (39432,43984) 22086 (-13801,57972)
5/25/2020 45465 2761 (-61740,67262) 43030 (-41336115,41422174) 43065 (40432,45698) 22825 (-13998,59649)
5/26/2020 47207 2508 (-64424,69440) 44383 (-48048481,48137248) 44422 (41414,47430) 23566 (-14221,61353)
5/27/2020 48947 2313 (-66989,71615) 45726 (-55078843,55170295) 45779 (42380,49178) 24329 (-14438,63096)
5/28/2020 50914 2163 (-69501,73826) 47092 (-62434333,62528517) 47136 (43331,50941) 25138 (-14657,64932)
5/29/2020 52907 2046 (-71973,76064) 48446 (-70090704,70187596) 48493 (44266,52719) 25948 (-14917,66813)
5/30/2020 55262 1955 (-74473,78383) 49803 (-78038052,78137657) 49850 (45187,54512) 26771 (-15259,68801)
5/31/2020 56910 1883 (-76877,80644) 51161 (-86267027,86369348) 51207 (46094,56319) 27663 (-15482,70808)
6/1/2020 58433 1827 (-79181,82836) 52504 (-94757234,94862242) 52563 (46988,58139) 28399 (-15825,72624)
6/2/2020 60259 1783 (-81449,85015) 53858 (-103509195,103616911) 53920 (47868,59973) 29116 (-16206,74439)

Table A.140 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Romania.

Table A.141.

Actual and Predicted Cases with 95% Confidence Intervals for Romania using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 16704 3978 (-20965,28921) 16437 (15914,16960) 12394 (3945,20842) 19132 (14373,23892) 16437 (15914,16960) 16437 (16437,16437) 16696 (16188,17205)
5/17/2020 16871 3978 (-21129,29085) 16437 (15586,17288) 12536 (4064,21009) 19643 (14535,24751) 16437 (15731,17143) 16437 (16437,16437) 16941 (-3382,37265)
5/18/2020 17036 3978 (-21292,29248) 16437 (15263,17611) 12679 (4184,21174) 20162 (14693,25630) 16437 (15547,17327) 16437 (16437,16437) 17186 (-27884,62256)
5/19/2020 17191 3978 (-21450,29407) 16437 (14959,17915) 12821 (4309,21334) 20688 (14842,26533) 16437 (15369,17505) 16437 (16437,16437) 17431 (-57722,92583)
5/20/2020 17387 3978 (-21623,29579) 16437 (14575,18299) 12964 (4420,21508) 21222 (15006,27438) 16437 (15170,17704) 16437 (16437,16437) 17676 (-92123,127474)
5/21/2020 17585 3978 (-21804,29761) 16437 (14187,18687) 13107 (4524,21690) 21764 (15178,28350) 16437 (14960,17914) 16437 (16437,16437) 17920 (-130564,166405)
5/22/2020 17712 3978 (-21970,29926) 16437 (13938,18936) 13249 (4643,21856) 22314 (15328,29300) 16437 (14775,18099) 16437 (16437,16437) 18165 (-172665,208996)
5/23/2020 17857 3978 (-22130,30086) 16437 (13654,19220) 13392 (4767,22017) 22872 (15471,30273) 16437 (14597,18277) 16437 (16437,16437) 18410 (-218138,254958)
5/24/2020 18070 3978 (-22302,30258) 16437 (13236,19638) 13535 (4880,22189) 23438 (15628,31248) 16437 (14401,18473) 16437 (16437,16437) 18655 (-266750,304060)
5/25/2020 18283 3978 (-22483,30439) 16437 (12819,20055) 13677 (4985,22370) 24012 (15796,32228) 16437 (14192,18682) 16437 (16437,16437) 18900 (-318313,356113)
5/26/2020 18429 3978 (-22658,30614) 16437 (12533,20341) 13820 (5096,22544) 24594 (15955,33233) 16437 (13994,18880) 16437 (16437,16437) 19144 (-372669,410958)
5/27/2020 18594 3978 (-22831,30787) 16437 (12209,20665) 13963 (5208,22717) 25184 (16111,34258) 16437 (13799,19075) 16437 (16437,16437) 19389 (-429681,468459)
5/28/2020 18791 3978 (-23009,30965) 16437 (11823,21051) 14105 (5317,22893) 25783 (16273,35293) 16437 (13597,19277) 16437 (16437,16437) 19634 (-489231,528499)
5/29/2020 18982 3978 (-23189,31145) 16437 (11449,21425) 14248 (5424,23072) 26390 (16438,36341) 16437 (13393,19481) 16437 (16437,16437) 19879 (-551217,590975)
5/30/2020 19133 3978 (-23365,31321) 16437 (11153,21721) 14390 (5534,23247) 27005 (16598,37411) 16437 (13195,19679) 16437 (16437,16437) 20124 (-615548,655795)
5/31/2020 19257 3978 (-23535,31491) 16437 (10910,21964) 14533 (5651,23415) 27628 (16749,38507) 16437 (13008,19866) 16437 (16437,16437) 20368 (-682139,722876)
6/1/2020 19398 3978 (-23702,31658) 16437 (10633,22241) 14676 (5771,23580) 28260 (16896,39624) 16437 (12824,20050) 16437 (16437,16437) 20613 (-750919,792146)
6/2/2020 19517 3978 (-23864,31820) 16437 (10400,22474) 14818 (5897,23740) 28900 (17036,40764) 16437 (12649,20225) 16437 (16437,16437) 20858 (-821820,863536)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 16704 16696 (16188,17205) 16671 (16541,16800) 15703 (13741,17665) 16662 (16221,17103) 16662 (16532,16792) 8446 (-7740,24632)
5/17/2020 16871 16941 (-3382,37265) 16906 (16693,17120) 15741 (13648,17833) 16887 (-14928,48703) 16887 (16672,17103) 8571 (-7656,24798)
5/18/2020 17036 17186 (-27884,62256) 17145 (16846,17443) 15772 (13544,18000) 17112 (-53620,87845) 17112 (16809,17416) 8677 (-7602,24956)
5/19/2020 17191 17431 (-57722,92583) 17385 (16996,17773) 15792 (13425,18159) 17337 (-100733,135408) 17338 (16942,17734) 8793 (-7532,25118)
5/20/2020 17387 17676 (-92123,127474) 17627 (17144,18110) 15803 (13272,18335) 17563 (-155042,190167) 17563 (17069,18057) 8895 (-7494,25284)
5/21/2020 17585 17920 (-130564,166405) 17871 (17288,18455) 15809 (13096,18522) 17788 (-215715,251291) 17788 (17190,18386) 9022 (-7434,25478)
5/22/2020 17712 18165 (-172665,208996) 18118 (17429,18806) 15811 (12932,18691) 18013 (-282152,318177) 18013 (17306,18721) 9151 (-7351,25653)
5/23/2020 17857 18410 (-218138,254958) 18366 (17567,19165) 15810 (12766,18855) 18238 (-353894,390370) 18239 (17416,19061) 9270 (-7273,25814)
5/24/2020 18070 18655 (-266750,304060) 18617 (17702,19531) 15809 (12582,19037) 18463 (-430580,467506) 18464 (17521,19407) 9387 (-7210,25984)
5/25/2020 18283 18900 (-318313,356113) 18870 (17835,19904) 15809 (12384,19233) 18688 (-511907,549282) 18689 (17621,19757) 9516 (-7141,26173)
5/26/2020 18429 19144 (-372669,410958) 19124 (17965,20284) 15808 (12194,19422) 18912 (-597628,635453) 18914 (17716,20113) 9658 (-7048,26364)
5/27/2020 18594 19389 (-429681,468459) 19381 (18092,20670) 15807 (12005,19610) 19137 (-687531,725805) 19139 (17806,20473) 9786 (-6967,26539)
5/28/2020 18791 19634 (-489231,528499) 19640 (18218,21063) 15806 (11809,19804) 19362 (-781426,820151) 19365 (17892,20838) 9908 (-6897,26712)
5/29/2020 18982 19879 (-551217,590975) 19901 (18341,21462) 15805 (11609,20001) 19587 (-879150,918325) 19590 (17973,21207) 10036 (-6822,26893)
5/30/2020 19133 20124 (-615548,655795) 20164 (18462,21867) 15804 (11414,20194) 19812 (-980558,1020182) 19815 (18050,21580) 10175 (-6730,27080)
5/31/2020 19257 20368 (-682139,722876) 20430 (18581,22278) 15803 (11227,20378) 20037 (-1085521,1125594) 20040 (18122,21958) 10305 (-6641,27251)
6/1/2020 19398 20613 (-750919,792146) 20697 (18699,22695) 15802 (11045,20558) 20262 (-1193919,1234442) 20265 (18191,22340) 10427 (-6558,27411)
6/2/2020 19517 20858 (-821820,863536) 20967 (18815,23118) 15801 (10870,20732) 20486 (-1305650,1346623) 20491 (18255,22726) 10553 (-6464,27570)

Table A.141 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Russia.

Table A.142.

Actual and Predicted Cases with 95% Confidence Intervals for Russia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST
5/16/2020 272043 34485 (-431128,500099) 262843 (244811,280875) 119884 (-178347,418116) 280736 (263698,297774) 242271 (183918,300624)
5/17/2020 281752 34485 (-440738,509709) 262843 (225781,299905) 121332 (-185103,427766) 293389 (273258,313519) 242271 (173739,310803)
5/18/2020 290678 34485 (-449876,518846) 262843 (208286,317400) 122779 (-191386,436944) 306391 (282177,330604) 242271 (163966,320576)
5/19/2020 299941 34485 (-459104,528075) 262843 (190131,335555) 124226 (-197764,446217) 319746 (291173,348320) 242271 (153994,330548)
5/20/2020 308705 34485 (-468187,537158) 262843 (172953,352733) 125674 (-203994,455342) 333460 (299934,366987) 242271 (144163,340379)
5/21/2020 317554 34485 (-477247,546217) 262843 (155609,370077) 127121 (-210202,464444) 347537 (308649,386425) 242271 (134337,350205)
5/22/2020 326448 34485 (-486323,555293) 262843 (138177,387509) 128569 (-216425,473562) 361981 (317381,406581) 242271 (124482,360060)
5/23/2020 335882 34485 (-495569,564539) 262843 (119687,405999) 130016 (-222821,482853) 376797 (326355,427238) 242271 (114412,370130)
5/24/2020 344481 34485 (-504735,573705) 262843 (102833,422853) 131464 (-229133,492060) 391988 (335199,448778) 242271 (104464,380078)
5/25/2020 353427 34485 (-513931,582902) 262843 (85298,440388) 132911 (-235474,501296) 407561 (344092,471030) 242271 (94494,390048)
5/26/2020 362342 34485 (-523151,592121) 262843 (67825,457861) 134359 (-241836,510554) 423519 (353027,494011) 242271 (84512,400030)
5/27/2020 370680 34485 (-532285,601256) 262843 (51482,474204) 135806 (-248107,519719) 439866 (361844,517888) 242271 (74663,409879)
5/28/2020 379051 34485 (-541365,610335) 262843 (35075,490611) 137253 (-254319,528826) 456608 (370604,542611) 242271 (64901,419641)
5/29/2020 387623 34485 (-550439,619410) 262843 (18274,507412) 138701 (-260523,537924) 473748 (379389,568107) 242271 (55161,429381)
5/30/2020 396575 34485 (-559573,628544) 262843 (728,524958) 140148 (-266785,547081) 491291 (388298,594285) 242271 (45360,439182)
5/31/2020 405843 34485 (-568806,637776) 262843 (-17437,543123) 141596 (-273145,556337) 509242 (397387,621098) 242271 (35450,449092)
6/1/2020 414328 34485 (-578014,646984) 262843 (-34068,559754) 143043 (-279476,565563) 527606 (406464,648748) 242271 (25595,458947)
6/2/2020 423186 34485 (-587253,656223) 262843 (-51429,577115) 144491 (-285837,574818) 546386 (415621,677151) 242271 (15720,468822)



Predicted Cases (95% Confidence Interval)
Date Actual Cases SES HLT DT ARIMA

5/16/2020 272043 262843 (262843,262843) 273268 (252835,293700) 273268 (252835,293700) 273477 (272667,274288)
5/17/2020 281752 262843 (262843,262843) 283701 (-33842079,34409482) 283701 (-33842079,34409482) 284268 (282504,286031)
5/18/2020 290678 262843 (262843,262843) 294135 (-75998799,76587069) 294135 (-75998799,76587069) 295151 (292173,298130)
5/19/2020 299941 262843 (262843,262843) 304568 (-127347440,127956577) 304568 (-127347440,127956577) 306129 (301731,310527)
5/20/2020 308705 262843 (262843,262843) 315002 (-186539876,187169880) 315002 (-186539876,187169880) 317200 (311208,323193)
5/21/2020 317554 262843 (262843,262843) 325436 (-252669918,253320789) 325436 (-252669918,253320789) 328365 (320621,336109)
5/22/2020 326448 262843 (262843,262843) 335869 (-325083324,325755063) 335869 (-325083324,325755063) 339624 (329985,349264)
5/23/2020 335882 262843 (262843,262843) 346303 (-403280579,403973184) 346303 (-403280579,403973184) 350977 (339308,362645)
5/24/2020 344481 262843 (262843,262843) 356736 (-486864547,487578020) 356736 (-486864547,487578020) 362423 (348601,376245)
5/25/2020 353427 262843 (262843,262843) 367170 (-575509828,576244168) 367170 (-575509828,576244168) 373963 (357868,390058)
5/26/2020 362342 262843 (262843,262843) 377603 (-668943529,669698736) 377603 (-668943529,669698736) 385597 (367117,404076)
5/27/2020 370680 262843 (262843,262843) 388037 (-766932541,767708615) 388037 (-766932541,767708615) 397324 (376353,418295)
5/28/2020 379051 262843 (262843,262843) 398471 (-869274743,870071684) 398471 (-869274743,870071684) 409145 (385580,432711)
5/29/2020 387623 262843 (262843,262843) 408904 (-975792698,976610507) 408904 (-975792698,976610507) 421060 (394801,447319)
5/30/2020 396575 262843 (262843,262843) 419338 (-1086329018,1087167693) 419338 (-1086329018,1087167693) 433069 (404021,462117)
5/31/2020 405843 262843 (262843,262843) 429771 (-1200742849,1201602391) 429771 (-1200742849,1201602391) 445171 (413242,477100)
6/1/2020 414328 262843 (262843,262843) 440205 (-1318907171,1319787581) 440205 (-1318907171,1319787581) 457367 (422468,492267)
6/2/2020 423186 262843 (262843,262843) 450638 (-1440706675,1441607952) 450638 (-1440706675,1441607952) 469657 (431700,507614)



Predicted Cases (95% Confidence Interval)
Date Actual Cases LSTM HWA SSM Sutte-Arima

5/16/2020 272043 270847 (268502,273191) 273440 (252670,294209) 273417 (272588,274246) 141944 (-113050,396938)
5/17/2020 281752 282654 (280578,284730) 284036 (-219765210,220333281) 284089 (282261,285918) 147192 (-112211,406595)
5/18/2020 290678 294801 (289837,299766) 294630 (-491702641,492291901) 294762 (291633,297891) 152585 (-110625,415794)
5/19/2020 299941 307300 (298904,315696) 305224 (-822921286,823531734) 305434 (300778,310091) 157782 (-109367,424930)
5/20/2020 308705 320196 (307632,332760) 315816 (-1204707118,1205338750) 316107 (309729,322484) 163326 (-107476,434127)
5/21/2020 317554 333504 (316345,350662) 326408 (-1631216031,1631868846) 326779 (318508,335050) 168743 (-105646,443133)
5/22/2020 326448 347265 (325125,369405) 336998 (-2098217493,2098891490) 337452 (327129,347774) 174358 (-103543,452258)
5/23/2020 335882 361505 (334226,388785) 347588 (-2602485778,2603180954) 348124 (335604,360644) 179969 (-101542,461479)
5/24/2020 344481 376281 (343219,409344) 358176 (-3141456213,3142172566) 358797 (343942,373652) 185805 (-99134,470743)
5/25/2020 353427 391633 (352332,430934) 368763 (-3713020476,3713758003) 369469 (352150,386788) 191530 (-96810,479870)
5/26/2020 362342 407571 (361543,453599) 379349 (-4315422306,4316181005) 380142 (360236,400048) 197354 (-94345,489054)
5/27/2020 370680 424157 (370701,477613) 389934 (-4947151244,4947931113) 390814 (368204,413424) 203128 (-91804,498060)
5/28/2020 379051 441443 (379896,502990) 400519 (-5606905334,5607706371) 401487 (376060,426913) 208993 (-89068,507053)
5/29/2020 387623 459487 (389240,529734) 411102 (-6293534126,6294356330) 412159 (383808,440510) 214851 (-86289,515990)
5/30/2020 396575 478340 (398855,557825) 421684 (-7006020063,7006863431) 422832 (391452,454211) 220795 (-83430,525020)
5/31/2020 405843 498096 (408841,587351) 432265 (-7743452663,7744317192) 433504 (398995,468013) 226950 (-80381,534281)
6/1/2020 414328 518851 (419018,618683) 442844 (-8505005683,8505891372) 444177 (406440,481913) 233200 (-77138,543538)
6/2/2020 423186 540704 (429527,651881) 453423 (-9289938325,9290845172) 454849 (413791,495907) 239329 (-73998,552656)

Table A.142 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Rwanda.

Table A.143.

Actual and Predicted Cases with 95% Confidence Intervals for Rwanda using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 289 78 (-336,492) 287 (283,291) 235 (129,341) 337 (243,430) 287 (283,291) 287 (287,287) 290 (285,295)
5/17/2020 292 78 (-339,495) 287 (277,297) 237 (131,344) 344 (246,443) 287 (280,294) 287 (287,287) 291 (284,299)
5/18/2020 297 78 (-344,499) 287 (267,307) 240 (132,348) 352 (251,454) 287 (274,300) 287 (287,287) 293 (283,304)
5/19/2020 308 78 (-351,507) 287 (246,328) 243 (129,356) 360 (258,462) 287 (264,310) 287 (287,287) 295 (282,309)
5/20/2020 314 78 (-358,514) 287 (234,340) 245 (127,363) 368 (266,471) 287 (255,319) 287 (287,287) 297 (280,314)
5/21/2020 320 78 (-365,520) 287 (222,352) 248 (126,370) 377 (272,481) 287 (248,326) 287 (287,287) 299 (279,319)
5/22/2020 321 78 (-370,526) 287 (220,354) 251 (126,375) 385 (277,492) 287 (243,331) 287 (287,287) 301 (277,325)
5/23/2020 325 78 (-375,530) 287 (213,361) 253 (127,380) 393 (282,504) 287 (238,336) 287 (287,287) 303 (275,331)
5/24/2020 327 78 (-379,534) 287 (209,365) 256 (128,384) 402 (286,517) 287 (234,340) 287 (287,287) 305 (272,337)
5/25/2020 336 78 (-384,540) 287 (191,383) 259 (128,389) 410 (291,529) 287 (228,346) 287 (287,287) 307 (270,344)
5/26/2020 339 78 (-389,544) 287 (185,389) 261 (129,394) 419 (296,542) 287 (223,351) 287 (287,287) 309 (267,350)
5/27/2020 346 78 (-394,550) 287 (171,403) 264 (129,399) 428 (301,554) 287 (217,357) 287 (287,287) 311 (264,357)
5/28/2020 349 78 (-399,554) 287 (165,409) 267 (129,404) 437 (306,567) 287 (212,362) 287 (287,287) 312 (261,364)
5/29/2020 355 78 (-404,560) 287 (154,420) 269 (130,409) 445 (311,580) 287 (206,368) 287 (287,287) 314 (257,371)
5/30/2020 359 78 (-409,565) 287 (146,428) 272 (130,414) 454 (316,593) 287 (201,373) 287 (287,287) 316 (254,379)
5/31/2020 370 78 (-415,570) 287 (124,450) 275 (130,420) 464 (322,605) 287 (194,380) 287 (287,287) 318 (250,386)
6/1/2020 377 78 (-421,576) 287 (111,463) 277 (129,426) 473 (328,618) 287 (187,387) 287 (287,287) 320 (247,394)
6/2/2020 384 78 (-427,583) 287 (97,477) 280 (128,432) 482 (334,630) 287 (180,394) 287 (287,287) 322 (243,401)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 289 289 (285,293) 288 (281,294) 271 (235,306) 288 (286,289) 288 (281,294) 144 (-140,428)
5/17/2020 292 291 (285,296) 288 (277,298) 269 (228,310) 287 (286,289) 288 (277,298) 144 (-143,431)
5/18/2020 297 292 (284,300) 288 (274,302) 267 (219,315) 287 (286,289) 288 (273,302) 145 (-146,436)
5/19/2020 308 293 (284,303) 288 (268,308) 265 (206,324) 286 (284,288) 288 (268,308) 146 (-152,444)
5/20/2020 314 295 (283,307) 288 (262,314) 263 (194,332) 286 (284,287) 288 (262,314) 147 (-157,451)
5/21/2020 320 296 (282,310) 289 (256,321) 261 (182,340) 285 (283,287) 288 (256,321) 148 (-162,458)
5/22/2020 321 297 (281,314) 289 (249,328) 259 (172,345) 286 (284,288) 289 (249,328) 148 (-166,462)
5/23/2020 325 299 (280,318) 289 (242,336) 257 (163,350) 286 (284,288) 289 (242,336) 147 (-172,465)
5/24/2020 327 300 (278,321) 289 (235,344) 255 (155,355) 286 (284,287) 289 (235,344) 146 (-176,469)
5/25/2020 336 301 (277,325) 289 (227,352) 253 (145,361) 286 (284,287) 289 (227,352) 146 (-182,474)
5/26/2020 339 302 (276,329) 290 (219,361) 252 (136,367) 285 (283,287) 290 (218,361) 147 (-185,480)
5/27/2020 346 303 (274,333) 290 (210,370) 250 (127,373) 284 (283,286) 290 (210,370) 147 (-190,485)
5/28/2020 349 305 (272,337) 290 (201,379) 248 (118,379) 284 (282,286) 290 (201,379) 148 (-194,491)
5/29/2020 355 306 (271,341) 290 (192,389) 247 (109,385) 285 (283,287) 290 (191,389) 147 (-200,495)
5/30/2020 359 307 (269,344) 291 (182,399) 246 (101,390) 285 (283,287) 290 (182,399) 148 (-204,500)
5/31/2020 370 308 (267,348) 291 (172,410) 244 (91,398) 285 (282,287) 291 (172,409) 148 (-210,506)
6/1/2020 377 309 (265,352) 291 (162,420) 243 (82,405) 285 (282,287) 291 (162,420) 149 (-215,513)
6/2/2020 384 310 (263,356) 291 (151,431) 242 (72,412) 284 (281,287) 291 (151,431) 149 (-220,519)

Table A.143 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Saint Kitts and Levis.

Table A.144.

Actual and Predicted Cases with 95% Confidence Intervals for Saint Kitts and Levis using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 15 6 (-13,24) 15 (15,15) 16 (14,18) 17 (14,19) 15 (15,15) 15 (15,15) 15 (15,15)
5/17/2020 15 6 (-13,24) 15 (15,15) 16 (14,19) 17 (14,19) 15 (15,15) 15 (15,15) 15 (15,15)
5/18/2020 15 6 (-13,24) 15 (15,15) 16 (14,19) 17 (14,19) 15 (15,15) 15 (15,15) 15 (15,15)
5/19/2020 15 6 (-13,24) 15 (15,15) 17 (14,19) 16 (14,19) 15 (15,15) 15 (15,15) 15 (15,15)
5/20/2020 15 6 (-13,24) 15 (15,15) 17 (14,20) 16 (14,19) 15 (15,15) 15 (15,15) 15 (15,15)
5/21/2020 15 6 (-13,24) 15 (15,15) 17 (14,20) 16 (13,19) 15 (15,15) 15 (15,15) 15 (15,15)
5/22/2020 15 6 (-13,24) 15 (15,15) 17 (14,20) 16 (13,19) 15 (15,15) 15 (15,15) 15 (15,15)
5/23/2020 15 6 (-13,24) 15 (15,15) 17 (14,21) 16 (13,19) 15 (15,15) 15 (15,15) 15 (15,15)
5/24/2020 15 6 (-13,24) 15 (15,15) 17 (14,21) 16 (13,19) 15 (15,15) 15 (15,15) 15 (15,15)
5/25/2020 15 6 (-13,24) 15 (15,15) 18 (14,21) 16 (13,19) 15 (15,15) 15 (15,15) 15 (15,15)
5/26/2020 15 6 (-13,24) 15 (15,15) 18 (14,22) 16 (13,18) 15 (15,15) 15 (15,15) 15 (15,15)
5/27/2020 15 6 (-13,24) 15 (15,15) 18 (14,22) 16 (13,18) 15 (15,15) 15 (15,15) 15 (15,15)
5/28/2020 15 6 (-13,24) 15 (15,15) 18 (14,23) 16 (13,18) 15 (15,15) 15 (15,15) 15 (15,15)
5/29/2020 15 6 (-13,24) 15 (15,15) 18 (14,23) 15 (13,18) 15 (15,15) 15 (15,15) 15 (15,15)
5/30/2020 15 6 (-13,24) 15 (15,15) 19 (14,23) 15 (13,18) 15 (15,15) 15 (15,15) 15 (15,15)
5/31/2020 15 6 (-13,24) 15 (15,15) 19 (14,24) 15 (13,17) 15 (15,15) 15 (15,15) 15 (15,15)
6/1/2020 15 6 (-13,24) 15 (15,15) 19 (14,24) 15 (13,17) 15 (15,15) 15 (15,15) 15 (15,15)
6/2/2020 15 6 (-13,24) 15 (15,15) 19 (14,24) 15 (12,17) 15 (15,15) 15 (15,15) 15 (15,15)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 15 15 (15,15) 15 (14,16) 15 (15,15) 15 (15,15) 15 (14,16) 8 (-7,22)
5/17/2020 15 15 (15,15) 15 (14,17) 15 (15,15) 15 (14,15) 15 (13,17) 8 (-7,22)
5/18/2020 15 15 (15,15) 16 (14,18) 15 (15,15) 15 (15,15) 15 (13,17) 8 (-7,22)
5/19/2020 15 15 (15,15) 16 (14,18) 15 (15,15) 15 (15,16) 15 (12,18) 8 (-6,22)
5/20/2020 15 15 (15,15) 16 (14,19) 15 (15,16) 15 (15,16) 15 (12,18) 8 (-6,22)
5/21/2020 15 15 (15,15) 16 (14,19) 15 (15,16) 15 (14,16) 15 (12,18) 8 (-6,22)
5/22/2020 15 15 (15,15) 17 (14,20) 15 (15,16) 15 (14,16) 15 (11,19) 8 (-6,22)
5/23/2020 15 15 (15,15) 17 (14,20) 15 (15,16) 15 (14,16) 15 (11,19) 8 (-5,22)
5/24/2020 15 15 (15,15) 17 (14,21) 15 (15,16) 15 (14,16) 15 (10,20) 9 (-5,22)
5/25/2020 15 15 (15,15) 17 (14,21) 15 (15,16) 15 (14,16) 15 (10,20) 9 (-5,22)
5/26/2020 15 15 (15,15) 18 (14,21) 15 (15,16) 15 (14,16) 15 (9,21) 9 (-5,22)
5/27/2020 15 15 (15,15) 18 (14,22) 15 (15,16) 15 (14,16) 15 (9,21) 9 (-4,22)
5/28/2020 15 15 (15,15) 18 (14,22) 15 (15,16) 15 (14,16) 15 (8,22) 9 (-4,22)
5/29/2020 15 15 (15,15) 18 (14,23) 15 (15,16) 15 (14,16) 15 (8,22) 9 (-4,22)
5/30/2020 15 15 (15,15) 19 (14,23) 15 (15,16) 15 (14,16) 15 (7,23) 9 (-4,22)
5/31/2020 15 15 (15,15) 19 (14,24) 15 (15,16) 15 (14,16) 15 (7,23) 9 (-3,22)
6/1/2020 15 15 (15,15) 19 (14,24) 15 (15,16) 15 (14,16) 15 (6,24) 10 (-3,22)
6/2/2020 15 15 (15,15) 19 (15,24) 15 (15,16) 15 (14,16) 15 (6,24) 10 (-3,22)

Table A.144 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Saint Lucia.

Table A.145.

Actual and Predicted Cases with 95% Confidence Intervals for Saint Lucia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 18 7 (-15,29) 18 (18,18) 19 (17,21) 18 (18,19) 18 (18,18) 18 (18,18) 18 (18,18)
5/17/2020 18 7 (-15,29) 18 (18,18) 19 (17,21) 18 (18,19) 18 (18,18) 18 (18,18) 18 (18,18)
5/18/2020 18 7 (-15,29) 18 (18,18) 19 (17,22) 18 (18,19) 18 (18,18) 18 (18,18) 18 (18,18)
5/19/2020 18 7 (-15,29) 18 (18,18) 20 (17,22) 18 (18,19) 18 (18,18) 18 (18,18) 18 (18,18)
5/20/2020 18 7 (-15,29) 18 (18,18) 20 (17,23) 18 (18,19) 18 (18,18) 18 (18,18) 18 (18,18)
5/21/2020 18 7 (-15,29) 18 (18,18) 20 (17,23) 18 (17,19) 18 (18,18) 18 (18,18) 18 (18,18)
5/22/2020 18 7 (-15,29) 18 (18,18) 20 (17,23) 18 (17,18) 18 (18,18) 18 (18,18) 18 (18,18)
5/23/2020 18 7 (-15,29) 18 (18,18) 20 (17,24) 18 (17,18) 18 (18,18) 18 (18,18) 18 (18,18)
5/24/2020 18 7 (-15,29) 18 (18,18) 21 (17,24) 18 (17,18) 18 (18,18) 18 (18,18) 18 (18,18)
5/25/2020 18 7 (-15,29) 18 (18,18) 21 (17,25) 17 (17,18) 18 (18,18) 18 (18,18) 18 (18,18)
5/26/2020 18 7 (-15,29) 18 (18,18) 21 (17,25) 17 (16,18) 18 (18,18) 18 (18,18) 18 (18,18)
5/27/2020 18 7 (-15,29) 18 (18,18) 21 (17,26) 17 (16,18) 18 (18,18) 18 (18,18) 18 (18,18)
5/28/2020 18 7 (-15,29) 18 (18,18) 21 (17,26) 17 (15,18) 18 (18,18) 18 (18,18) 18 (18,18)
5/29/2020 18 7 (-15,29) 18 (18,18) 22 (17,26) 16 (15,18) 18 (18,18) 18 (18,18) 18 (18,19)
5/30/2020 18 7 (-15,29) 18 (18,18) 22 (17,27) 16 (14,18) 18 (18,18) 18 (18,18) 18 (18,19)
5/31/2020 18 7 (-15,29) 18 (18,18) 22 (17,27) 16 (14,18) 18 (18,18) 18 (18,18) 18 (18,19)
6/1/2020 18 7 (-15,29) 18 (18,18) 22 (17,28) 15 (13,18) 18 (18,18) 18 (18,18) 18 (18,19)
6/2/2020 18 7 (-15,29) 18 (18,18) 22 (17,28) 15 (13,18) 18 (18,18) 18 (18,18) 18 (18,19)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 18 18 (18,18) 18 (17,19) 18 (17,18) 18 (18,18) 18 (17,19) 9 (-8,27)
5/17/2020 18 18 (18,18) 18 (16,20) 18 (17,18) 18 (18,18) 18 (16,20) 9 (-8,27)
5/18/2020 18 18 (18,18) 18 (16,21) 18 (17,18) 18 (18,18) 18 (15,21) 9 (-8,27)
5/19/2020 18 18 (18,18) 19 (15,22) 18 (17,18) 18 (18,18) 18 (15,21) 9 (-8,27)
5/20/2020 18 18 (18,18) 19 (15,22) 18 (17,18) 18 (18,18) 18 (14,22) 9 (-8,27)
5/21/2020 18 18 (18,18) 19 (15,23) 18 (17,18) 18 (18,18) 18 (14,22) 9 (-8,27)
5/22/2020 18 18 (18,18) 19 (14,24) 18 (17,18) 18 (18,18) 18 (13,23) 10 (-8,27)
5/23/2020 18 18 (18,18) 19 (14,24) 18 (17,18) 18 (18,18) 18 (13,23) 10 (-7,27)
5/24/2020 18 18 (18,18) 19 (14,25) 18 (17,18) 18 (18,18) 18 (12,24) 10 (-7,27)
5/25/2020 18 18 (18,18) 19 (14,25) 18 (17,18) 18 (18,18) 18 (12,24) 10 (-7,27)
5/26/2020 18 18 (18,18) 20 (14,26) 18 (17,18) 18 (18,18) 18 (12,24) 10 (-7,27)
5/27/2020 18 18 (18,18) 20 (13,26) 18 (17,18) 18 (18,18) 18 (12,25) 10 (-7,27)
5/28/2020 18 18 (18,18) 20 (13,27) 18 (17,18) 18 (18,18) 18 (11,25) 10 (-7,27)
5/29/2020 18 18 (18,18) 20 (13,27) 18 (17,18) 18 (18,18) 18 (11,25) 10 (-7,27)
5/30/2020 18 18 (18,18) 20 (13,27) 18 (17,18) 18 (18,18) 18 (11,25) 10 (-6,27)
5/31/2020 18 18 (18,18) 20 (13,28) 17 (17,18) 18 (18,18) 18 (10,26) 10 (-6,27)
6/1/2020 18 18 (18,18) 21 (13,28) 17 (17,18) 18 (18,18) 18 (10,26) 10 (-6,27)
6/2/2020 18 18 (18,18) 21 (13,29) 17 (17,18) 18 (18,18) 18 (10,26) 10 (-6,27)

Table A.145 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Saint Vincent and the Grenadine.

Table A.146.

Actual and Predicted Cases with 95% Confidence Intervals for Saint Vincent and the Grenadine using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 17 5 (-18,28) 17 (17,17) 16 (13,18) 20 (14,27) 17 (17,17) 17 (17,17) 17 (17,17)
5/17/2020 17 5 (-18,28) 17 (17,17) 16 (14,18) 21 (14,28) 17 (17,17) 17 (17,17) 17 (17,17)
5/18/2020 17 5 (-18,28) 17 (17,17) 16 (14,18) 21 (14,29) 17 (17,17) 17 (17,17) 17 (17,17)
5/19/2020 17 5 (-18,28) 17 (17,17) 16 (14,18) 22 (14,29) 17 (17,17) 17 (17,17) 17 (17,17)
5/20/2020 18 5 (-18,29) 17 (15,19) 16 (14,19) 22 (14,30) 17 (16,18) 17 (17,17) 17 (17,17)
5/21/2020 18 5 (-19,29) 17 (15,19) 17 (14,19) 22 (14,30) 17 (16,18) 17 (17,17) 17 (17,17)
5/22/2020 18 5 (-19,29) 17 (15,19) 17 (14,19) 23 (14,31) 17 (16,18) 17 (17,17) 17 (17,17)
5/23/2020 18 5 (-19,29) 17 (15,19) 17 (15,19) 23 (15,31) 17 (16,18) 17 (17,17) 17 (17,17)
5/24/2020 18 5 (-19,29) 17 (15,19) 17 (15,19) 23 (15,32) 17 (16,18) 17 (17,17) 17 (17,17)
5/25/2020 18 5 (-19,30) 17 (15,19) 17 (15,19) 24 (15,32) 17 (15,19) 17 (17,17) 17 (17,17)
5/26/2020 18 5 (-19,30) 17 (15,19) 18 (15,20) 24 (15,33) 17 (15,19) 17 (17,17) 17 (17,18)
5/27/2020 18 5 (-19,30) 17 (15,19) 18 (16,20) 24 (15,33) 17 (15,19) 17 (17,17) 17 (17,18)
5/28/2020 25 5 (-21,31) 17 (1,33) 18 (14,22) 24 (16,33) 17 (12,22) 17 (17,17) 17 (17,18)
5/29/2020 26 5 (-22,32) 17 (-1,35) 18 (12,24) 25 (16,33) 17 (11,23) 17 (17,17) 17 (17,18)
5/30/2020 26 5 (-23,33) 17 (-1,35) 18 (11,25) 25 (17,33) 17 (9,25) 17 (17,17) 17 (17,18)
5/31/2020 26 5 (-24,34) 17 (-1,35) 18 (11,26) 25 (17,34) 17 (8,26) 17 (17,17) 17 (17,18)
6/1/2020 26 5 (-25,35) 17 (-1,35) 19 (10,27) 26 (18,34) 17 (8,26) 17 (17,17) 17 (17,18)
6/2/2020 26 5 (-25,36) 17 (-1,35) 19 (10,27) 26 (18,34) 17 (7,27) 17 (17,17) 17 (17,18)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 17 17 (17,17) 17 (16,18) 17 (17,18) 17 (17,17) 17 (16,18) 9 (-8,25)
5/17/2020 17 17 (17,17) 18 (16,19) 17 (17,18) 17 (17,17) 17 (16,19) 9 (-7,25)
5/18/2020 17 17 (17,17) 18 (16,20) 17 (17,18) 17 (16,17) 17 (15,19) 9 (-7,25)
5/19/2020 17 17 (17,17) 18 (16,21) 17 (17,18) 17 (16,17) 17 (15,20) 9 (-7,25)
5/20/2020 18 17 (17,17) 19 (16,21) 17 (17,18) 17 (16,17) 18 (15,21) 9 (-7,25)
5/21/2020 18 17 (17,17) 19 (16,22) 17 (17,18) 17 (16,18) 18 (14,21) 10 (-6,26)
5/22/2020 18 17 (17,17) 19 (16,22) 17 (17,18) 17 (16,18) 18 (14,22) 10 (-6,26)
5/23/2020 18 17 (17,17) 20 (17,23) 18 (17,18) 17 (16,18) 18 (14,22) 10 (-6,26)
5/24/2020 18 17 (17,17) 20 (17,23) 18 (17,18) 17 (16,18) 18 (13,23) 10 (-6,26)
5/25/2020 18 17 (17,17) 20 (17,24) 18 (17,18) 17 (16,18) 18 (13,23) 10 (-6,26)
5/26/2020 18 17 (17,17) 21 (17,25) 18 (17,18) 17 (16,18) 18 (13,24) 10 (-5,26)
5/27/2020 18 17 (17,17) 21 (17,25) 18 (17,18) 17 (16,18) 18 (12,24) 11 (-5,26)
5/28/2020 25 17 (17,17) 22 (17,26) 18 (14,22) 17 (16,18) 18 (12,25) 11 (-6,28)
5/29/2020 26 17 (17,17) 22 (18,26) 18 (12,24) 17 (16,18) 19 (12,26) 12 (-6,30)
5/30/2020 26 17 (17,17) 22 (18,27) 18 (11,25) 17 (16,18) 19 (11,26) 13 (-6,31)
5/31/2020 26 17 (17,17) 23 (18,27) 18 (10,26) 17 (16,18) 19 (11,27) 13 (-6,32)
6/1/2020 26 17 (17,17) 23 (18,28) 18 (9,26) 17 (16,18) 19 (10,27) 12 (-8,31)
6/2/2020 26 17 (17,17) 23 (19,28) 18 (8,27) 17 (16,18) 19 (10,28) 12 (-9,32)

Table A.146 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for San Marino.

Table A.147.

Actual and Predicted Cases with 95% Confidence Intervals for San Marino using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 653 215 (-643,1073) 652 (650,654) 604 (507,700) 708 (600,815) 628 (579,677) 652 (652,652) 657 (647,668)
5/17/2020 654 215 (-644,1074) 652 (648,656) 610 (519,702) 717 (601,832) 628 (578,678) 652 (652,652) 662 (643,682)
5/18/2020 654 215 (-644,1075) 652 (648,656) 617 (531,702) 725 (601,849) 628 (578,678) 652 (652,652) 667 (636,699)
5/19/2020 655 215 (-645,1075) 652 (646,658) 623 (543,704) 734 (602,866) 628 (577,679) 652 (652,652) 672 (626,719)
5/20/2020 656 215 (-645,1076) 652 (644,660) 630 (555,705) 742 (602,882) 628 (576,680) 652 (652,652) 677 (615,740)
5/21/2020 658 215 (-647,1077) 652 (640,664) 637 (566,708) 750 (602,898) 628 (575,681) 652 (652,652) 682 (603,762)
5/22/2020 661 215 (-648,1079) 652 (634,670) 643 (576,710) 758 (604,913) 628 (573,683) 652 (652,652) 688 (588,787)
5/23/2020 665 215 (-651,1081) 652 (627,677) 650 (586,713) 766 (606,927) 628 (571,685) 652 (652,652) 693 (573,812)
5/24/2020 665 215 (-652,1083) 652 (627,677) 656 (596,717) 774 (607,942) 628 (569,687) 652 (652,652) 698 (556,839)
5/25/2020 666 215 (-654,1084) 652 (625,679) 663 (606,720) 782 (607,956) 628 (567,689) 652 (652,652) 703 (538,867)
5/26/2020 666 215 (-655,1086) 652 (625,679) 669 (615,724) 789 (608,971) 628 (566,690) 652 (652,652) 708 (519,896)
5/27/2020 667 215 (-656,1087) 652 (623,681) 676 (624,729) 797 (608,985) 628 (564,692) 652 (652,652) 713 (499,926)
5/28/2020 670 215 (-658,1089) 652 (617,687) 683 (632,734) 804 (608,999) 628 (563,693) 652 (652,652) 718 (478,957)
5/29/2020 671 215 (-659,1090) 652 (615,689) 689 (639,739) 811 (609,1013) 628 (561,695) 652 (652,652) 723 (456,989)
5/30/2020 671 215 (-661,1091) 652 (615,689) 696 (646,746) 818 (609,1027) 628 (560,696) 652 (652,652) 728 (433,1022)
5/31/2020 671 215 (-662,1092) 652 (615,689) 702 (652,753) 824 (609,1040) 628 (559,697) 652 (652,652) 733 (409,1056)
6/1/2020 671 215 (-663,1093) 652 (615,689) 709 (657,761) 831 (608,1054) 628 (558,698) 652 (652,652) 738 (384,1091)
6/2/2020 672 215 (-664,1094) 652 (613,691) 716 (661,770) 837 (608,1067) 628 (557,699) 652 (652,652) 743 (359,1127)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 653 657 (647,666) 659 (642,676) 619 (551,686) 655 (649,662) 658 (641,675) 332 (-298,961)
5/17/2020 654 661 (644,679) 665 (642,688) 616 (545,687) 660 (649,672) 664 (640,687) 334 (-294,962)
5/18/2020 654 666 (638,693) 671 (642,701) 614 (540,687) 661 (646,677) 669 (640,699) 337 (-290,963)
5/19/2020 655 670 (631,710) 678 (642,713) 611 (535,688) 666 (645,687) 675 (639,711) 339 (-285,964)
5/20/2020 656 675 (622,727) 684 (643,725) 609 (529,689) 671 (643,698) 680 (639,722) 342 (-280,965)
5/21/2020 658 679 (612,746) 691 (643,738) 606 (522,690) 679 (642,717) 686 (638,734) 346 (-275,966)
5/22/2020 661 683 (601,766) 697 (644,751) 604 (515,692) 684 (637,731) 692 (637,746) 349 (-270,969)
5/23/2020 665 688 (589,786) 704 (644,764) 601 (507,695) 687 (630,743) 697 (636,759) 353 (-266,971)
5/24/2020 665 692 (576,808) 710 (644,777) 599 (500,697) 691 (625,758) 703 (635,771) 357 (-260,974)
5/25/2020 666 696 (563,830) 717 (644,790) 596 (493,699) 692 (617,767) 709 (633,784) 360 (-255,975)
5/26/2020 666 700 (548,852) 724 (644,804) 594 (487,701) 697 (612,782) 714 (632,797) 363 (-251,976)
5/27/2020 667 704 (533,876) 731 (644,818) 592 (481,703) 701 (606,796) 720 (630,810) 366 (-246,977)
5/28/2020 670 708 (517,899) 738 (643,832) 590 (474,705) 709 (602,817) 725 (628,823) 369 (-241,979)
5/29/2020 671 712 (500,924) 745 (643,846) 588 (468,707) 714 (594,834) 731 (626,836) 373 (-235,981)
5/30/2020 671 716 (483,949) 752 (643,861) 586 (462,709) 716 (584,848) 737 (624,850) 377 (-229,983)
5/31/2020 671 720 (465,974) 759 (642,876) 584 (457,710) 721 (576,865) 742 (621,863) 380 (-224,984)
6/1/2020 671 723 (447,1000) 766 (641,891) 582 (452,712) 721 (565,877) 748 (619,877) 383 (-218,985)
6/2/2020 672 727 (428,1026) 773 (640,906) 580 (447,713) 725 (557,894) 754 (616,891) 387 (-213,986)

Table A.147 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Sao Tome and Principe.

Table A.148.

Actual and Predicted Cases with 95% Confidence Intervals for Sao Tome and Principe using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 235 21 (-397,440) 235 (235,235) 80 (-225,384) 243 (227,260) 208 (155,261) 235 (235,235) 246 (225,267)
5/17/2020 235 21 (-397,440) 235 (235,235) 81 (-223,384) 257 (224,289) 208 (155,261) 235 (235,235) 255 (203,306)
5/18/2020 246 21 (-405,447) 235 (213,257) 82 (-228,391) 270 (232,308) 208 (147,269) 235 (235,235) 264 (171,357)
5/19/2020 251 21 (-411,454) 235 (204,266) 83 (-232,398) 284 (238,330) 208 (140,276) 235 (235,235) 273 (130,415)
5/20/2020 251 21 (-415,457) 235 (204,266) 84 (-234,401) 298 (240,357) 208 (137,279) 235 (235,235) 282 (83,480)
5/21/2020 251 21 (-417,460) 235 (204,266) 85 (-234,404) 313 (240,386) 208 (134,282) 235 (235,235) 290 (30,550)
5/22/2020 251 21 (-419,461) 235 (204,266) 86 (-234,405) 329 (240,417) 208 (133,283) 235 (235,235) 299 (-28,626)
5/23/2020 251 21 (-420,463) 235 (204,266) 87 (-233,407) 344 (239,449) 208 (132,284) 235 (235,235) 308 (-91,707)
5/24/2020 251 21 (-421,464) 235 (204,266) 88 (-232,408) 360 (238,483) 208 (131,285) 235 (235,235) 317 (-158,793)
5/25/2020 299 21 (-432,475) 235 (110,360) 89 (-242,419) 377 (251,503) 208 (115,301) 235 (235,235) 326 (-231,883)
5/26/2020 441 21 (-477,520) 235 (-169,639) 90 (-288,467) 394 (271,517) 208 (44,372) 235 (235,235) 335 (-307,977)
5/27/2020 443 21 (-512,555) 235 (-173,643) 91 (-322,503) 411 (292,530) 208 (3,413) 235 (235,235) 344 (-387,1075)
5/28/2020 458 21 (-544,586) 235 (-202,672) 92 (-352,535) 429 (314,545) 208 (-32,448) 235 (235,235) 353 (-471,1177)
5/29/2020 463 21 (-570,613) 235 (-212,682) 93 (-377,562) 448 (336,559) 208 (-59,475) 235 (235,235) 362 (-558,1282)
5/30/2020 479 21 (-595,638) 235 (-243,713) 94 (-400,587) 467 (359,575) 208 (-84,500) 235 (235,235) 371 (-649,1391)
5/31/2020 483 21 (-617,660) 235 (-251,721) 95 (-420,609) 486 (381,591) 208 (-105,521) 235 (235,235) 380 (-744,1503)
6/1/2020 484 21 (-636,679) 235 (-253,723) 96 (-437,628) 506 (404,608) 208 (-123,539) 235 (235,235) 389 (-841,1619)
6/2/2020 484 21 (-652,695) 235 (-253,723) 97 (-451,644) 526 (425,627) 208 (-138,554) 235 (235,235) 398 (-942,1737)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 235 238 (232,245) 242 (215,270) 208 (156,261) 237 (233,240) 243 (215,272) 126 (-88,340)
5/17/2020 235 241 (231,251) 250 (210,289) 201 (142,261) 238 (233,242) 252 (211,292) 127 (-85,340)
5/18/2020 246 243 (228,257) 257 (209,305) 193 (116,270) 239 (233,245) 260 (208,311) 129 (-90,347)
5/19/2020 251 245 (226,263) 265 (209,320) 183 (89,277) 249 (239,258) 268 (207,329) 134 (-87,355)
5/20/2020 251 246 (223,269) 272 (210,334) 172 (63,281) 249 (237,262) 276 (206,346) 139 (-82,360)
5/21/2020 251 247 (220,274) 280 (212,348) 161 (38,284) 251 (236,266) 285 (205,364) 143 (-77,362)
5/22/2020 251 248 (217,279) 288 (214,361) 150 (13,286) 252 (234,269) 293 (205,381) 145 (-73,363)
5/23/2020 251 248 (214,283) 296 (217,374) 139 (-11,288) 251 (232,270) 301 (205,397) 148 (-68,364)
5/24/2020 251 249 (211,287) 304 (220,387) 128 (-34,290) 250 (229,271) 309 (204,414) 152 (-62,366)
5/25/2020 299 249 (207,291) 312 (224,400) 118 (-73,308) 249 (227,272) 317 (204,431) 156 (-66,377)
5/26/2020 441 250 (204,295) 320 (228,412) 108 (-160,376) 258 (233,283) 326 (204,448) 169 (-97,434)
5/27/2020 443 250 (201,299) 328 (232,425) 99 (-223,421) 257 (230,284) 334 (203,464) 201 (-88,490)
5/28/2020 458 250 (198,302) 336 (236,437) 90 (-278,459) 258 (228,287) 342 (203,481) 205 (-104,515)
5/29/2020 463 250 (196,305) 345 (241,449) 83 (-324,490) 258 (226,289) 350 (203,498) 204 (-124,531)
5/30/2020 479 251 (193,308) 353 (246,461) 76 (-368,519) 256 (223,289) 359 (202,515) 180 (-170,531)
5/31/2020 483 251 (190,311) 362 (251,473) 69 (-405,544) 254 (220,289) 367 (201,532) 187 (-182,556)
6/1/2020 484 251 (187,314) 371 (256,486) 64 (-438,565) 253 (218,289) 375 (201,550) 190 (-195,574)
6/2/2020 484 251 (185,317) 380 (261,498) 58 (-467,584) 261 (224,299) 383 (200,567) 193 (-204,591)

Table A.148 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Saudi Arabia.

Table A.149.

Actual and Predicted Cases with 95% Confidence Intervals for Saudi Arabia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST
5/16/2020 52016 7060 (-81053,95173) 49176 (43610,54742) 23958 (-31036,78952) 52429 (51619,53239) 49176 (43610,54742)
5/17/2020 54752 7060 (-83774,97894) 49176 (38247,60105) 24244 (-33200,81689) 54664 (54078,55250) 49176 (40503,57849)
5/18/2020 57345 7060 (-86419,100540) 49176 (33165,65187) 24531 (-35292,84353) 56958 (56310,57606) 49176 (37531,60821)
5/19/2020 59854 7060 (-89016,103136) 49176 (28247,70105) 24817 (-37336,86970) 59313 (58540,60085) 49176 (34643,63709)
5/20/2020 62545 7060 (-91681,105801) 49176 (22973,75379) 25104 (-39453,89660) 61728 (60733,62723) 49176 (31675,66677)
5/21/2020 65077 7060 (-94330,108450) 49176 (18010,80342) 25390 (-41553,92333) 64205 (63060,65350) 49176 (28752,69600)
5/22/2020 67719 7060 (-97010,111131) 49176 (12832,85520) 25676 (-43687,95039) 66745 (65462,68027) 49176 (25804,72548)
5/23/2020 70161 7060 (-99658,113779) 49176 (8045,90307) 25963 (-45786,97712) 69347 (68021,70673) 49176 (22919,75433)
5/24/2020 72560 7060 (-102277,116398) 49176 (3343,95009) 26249 (-47854,100353) 72014 (70714,73314) 49176 (20086,78266)
5/25/2020 74795 7060 (-104840,118961) 49176 (-1037,99389) 26536 (-49864,102935) 74745 (73511,75979) 49176 (17337,81015)
5/26/2020 76726 7060 (-107300,121421) 49176 (-4822,103174) 26822 (-51766,105410) 77542 (76270,78813) 49176 (14728,83624)
5/27/2020 78541 7060 (-109662,123783) 49176 (-8379,106731) 27108 (-53565,107782) 80404 (78794,82015) 49176 (12246,86106)
5/28/2020 80185 7060 (-111920,126041) 49176 (-11602,109954) 27395 (-55256,110045) 83334 (81027,85641) 49176 (9894,88458)
5/29/2020 81766 7060 (-114087,128207) 49176 (-14700,113052) 27681 (-56852,112214) 86331 (83066,89597) 49176 (7652,90700)
5/30/2020 83384 7060 (-116188,130308) 49176 (-17872,116224) 27968 (-58380,114315) 89397 (85014,93780) 49176 (5484,92868)
5/31/2020 85261 7060 (-118275,132396) 49176 (-21551,119903) 28254 (-59895,116403) 92532 (86991,98073) 49176 (3325,95027)
6/1/2020 87142 7060 (-120353,134473) 49176 (-25237,123589) 28540 (-61399,118480) 95737 (88985,102489) 49176 (1172,97180)
6/2/2020 89011 7060 (-122421,136542) 49176 (-28901,127253) 28827 (-62895,120548) 99012 (90987,107038) 49176 (-974,99326)



Predicted Cases (95% Confidence Interval)
Date Actual Cases SES HLT DT ARIMA

5/16/2020 52016 49176 (49176,49176) 50994 (47430,54558) 50994 (47430,54558) 51606 (51602,51863)
5/17/2020 54752 49176 (49176,49176) 52917 (-1046569,1152404) 52917 (-1046569,1152404) 54150 (54143,54412)
5/18/2020 57345 49176 (49176,49176) 54841 (-2401125,2510806) 54841 (-2401125,2510806) 56825 (56807,57098)
5/19/2020 59854 49176 (49176,49176) 56764 (-4051021,4164549) 56764 (-4051021,4164549) 59635 (59608,59916)
5/20/2020 62545 49176 (49176,49176) 58687 (-5953005,6070380) 58687 (-5953005,6070380) 62591 (62553,62882)
5/21/2020 65077 49176 (49176,49176) 60610 (-8077978,8199198) 60610 (-8077978,8199198) 65700 (65652,66002)
5/22/2020 67719 49176 (49176,49176) 62533 (-10404920,10529987) 62533 (-10404920,10529987) 68973 (68914,69287)
5/23/2020 70161 49176 (49176,49176) 64457 (-12917783,13046697) 64457 (-12917783,13046697) 72422 (72351,72747)
5/24/2020 72560 49176 (49176,49176) 66380 (-15603806,15736565) 66380 (-15603806,15736565) 76057 (75973,76395)
5/25/2020 74795 49176 (49176,49176) 68303 (-18452530,18589136) 68303 (-18452530,18589136) 79889 (79792,80242)
5/26/2020 76726 49176 (49176,49176) 70226 (-21455186,21595638) 70226 (-21455186,21595638) 83933 (83821,84300)
5/27/2020 78541 49176 (49176,49176) 72149 (-24604281,24748580) 72149 (-24604281,24748580) 88202 (88075,88584)
5/28/2020 80185 49176 (49176,49176) 74073 (-27893320,28041465) 74073 (-27893320,28041465) 92710 (92567,93109)
5/29/2020 81766 49176 (49176,49176) 75996 (-31316599,31468591) 75996 (-31316599,31468591) 97473 (97312,97890)
5/30/2020 83384 49176 (49176,49176) 77919 (-34869060,35024898) 77919 (-34869060,35024898) 102508 (102328,102943)
5/31/2020 85261 49176 (49176,49176) 79842 (-38546174,38705859) 79842 (-38546174,38705859) 107831 (107631,108286)
6/1/2020 87142 49176 (49176,49176) 81765 (-42343860,42507391) 81765 (-42343860,42507391) 113462 (113241,113938)
6/2/2020 89011 49176 (49176,49176) 83689 (-46258411,46425788) 83689 (-46258411,46425788) 119420 (119177,119920)



Predicted Cases (95% Confidence Interval)
Date Actual Cases LSTM HWA SSM Sutte-Arima

5/16/2020 52016 44008 (28312,59704) 51483 (46962,56004) 51546 (51418,51675) 26868 (-22421,76158)
5/17/2020 54752 44726 (26941,62510) 53789 (-10377197,10484776) 53961 (53658,54263) 28303 (-22278,78884)
5/18/2020 57345 45396 (25555,65238) 56096 (-23263128,23375319) 56429 (55911,56947) 29761 (-22007,81529)
5/19/2020 59854 45989 (24083,67895) 58402 (-38957584,39074388) 58946 (58170,59722) 31214 (-21679,84108)
5/20/2020 62545 46521 (22413,70629) 60708 (-57048321,57169736) 61514 (60440,62587) 32632 (-21457,86722)
5/21/2020 65077 47007 (20675,73339) 63013 (-77258221,77384247) 64130 (62722,65539) 34178 (-21043,89399)
5/22/2020 67719 47457 (18828,76087) 65319 (-99386712,99517349) 66796 (65016,68577) 35803 (-20525,92130)
5/23/2020 70161 47879 (16966,78792) 67624 (-123281200,123416448) 69511 (67322,71701) 37549 (-19783,94880)
5/24/2020 72560 48278 (15095,81461) 69929 (-148820080,148959937) 72274 (69640,74909) 39322 (-18930,97574)
5/25/2020 74795 48658 (13254,84062) 72233 (-175903603,176048069) 75086 (71969,78202) 41215 (-17837,100266)
5/26/2020 76726 49033 (11519,86547) 74538 (-204448232,204597307) 77945 (74311,81579) 43166 (-16529,102860)
5/27/2020 78541 49409 (9890,88927) 76842 (-234382662,234536346) 80851 (76663,85040) 45212 (-14972,105396)
5/28/2020 80185 49780 (8371,91190) 79146 (-265645083,265803375) 83805 (79026,88584) 47365 (-13147,107878)
5/29/2020 81766 50141 (6936,93347) 81450 (-298180881,298343780) 86806 (81400,92211) 49646 (-11045,110336)
5/30/2020 83384 50491 (5554,95429) 83753 (-331942003,332109510) 89853 (83784,95921) 52103 (-8629,112835)
5/31/2020 85261 50831 (4165,97498) 86057 (-366885255,367057369) 92946 (86177,99715) 54731 (-5946,115407)
6/1/2020 87142 51160 (2763,99556) 88360 (-402971606,403148325) 96085 (88579,103591) 57586 (-2933,118104)
6/2/2020 89011 51480 (1353,101607) 90663 (-440165710,440347035) 99269 (90989,107549) 60616 (357,120874)

Table A.149 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Senegal.

Table A.150.

Actual and Predicted Cases with 95% Confidence Intervals for Senegal using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 2429 328 (-3791,4446) 2310 (2077,2543) 1085 (-1550,3720) 2316 (2095,2537) 2310 (2077,2543) 2310 (2310,2310) 2407 (2217,2598)
5/17/2020 2480 328 (-3841,4496) 2310 (1977,2643) 1097 (-1575,3770) 2414 (2232,2595) 2310 (2022,2598) 2310 (2310,2310) 2508 (-735,5751)
5/18/2020 2544 328 (-3900,4556) 2310 (1851,2769) 1110 (-1609,3829) 2514 (2362,2666) 2310 (1956,2664) 2310 (2310,2310) 2610 (-4496,9715)
5/19/2020 2617 328 (-3966,4622) 2310 (1708,2912) 1123 (-1650,3896) 2617 (2485,2748) 2310 (1881,2739) 2310 (2310,2310) 2711 (-9079,14501)
5/20/2020 2714 328 (-4046,4701) 2310 (1518,3102) 1136 (-1704,3976) 2722 (2604,2840) 2310 (1788,2832) 2310 (2310,2310) 2812 (-14365,19990)
5/21/2020 2812 328 (-4132,4788) 2310 (1326,3294) 1149 (-1765,4063) 2831 (2722,2939) 2310 (1686,2934) 2310 (2310,2310) 2914 (-20275,26103)
5/22/2020 2909 328 (-4222,4878) 2310 (1136,3484) 1162 (-1831,4154) 2942 (2838,3045) 2310 (1582,3038) 2310 (2310,2310) 3015 (-26751,32781)
5/23/2020 2976 328 (-4307,4963) 2310 (1005,3615) 1174 (-1890,4239) 3055 (2944,3167) 2310 (1487,3133) 2310 (2310,2310) 3116 (-33749,39981)
5/24/2020 3047 328 (-4390,5045) 2310 (865,3755) 1187 (-1947,4322) 3172 (3039,3305) 2310 (1397,3223) 2310 (2310,2310) 3217 (-41231,47666)
5/25/2020 3130 328 (-4473,5128) 2310 (703,3917) 1200 (-2005,4405) 3291 (3130,3452) 2310 (1306,3314) 2310 (2310,2310) 3319 (-49170,55808)
5/26/2020 3161 328 (-4546,5201) 2310 (642,3978) 1213 (-2053,4479) 3414 (3199,3628) 2310 (1228,3392) 2310 (2310,2310) 3420 (-57542,64382)
5/27/2020 3253 328 (-4623,5279) 2310 (462,4158) 1226 (-2105,4556) 3539 (3278,3800) 2310 (1145,3475) 2310 (2310,2310) 3521 (-66324,73366)
5/28/2020 3348 328 (-4704,5360) 2310 (276,4344) 1239 (-2160,4638) 3667 (3362,3972) 2310 (1057,3563) 2310 (2310,2310) 3623 (-75499,82744)
5/29/2020 3429 328 (-4786,5442) 2310 (117,4503) 1251 (-2217,4720) 3798 (3446,4150) 2310 (967,3653) 2310 (2310,2310) 3724 (-85051,92498)
5/30/2020 3535 328 (-4873,5528) 2310 (-91,4711) 1264 (-2278,4807) 3932 (3537,4327) 2310 (872,3748) 2310 (2310,2310) 3825 (-94966,102616)
5/31/2020 3645 328 (-4963,5619) 2310 (-307,4927) 1277 (-2344,4898) 4069 (3634,4504) 2310 (772,3848) 2310 (2310,2310) 3926 (-105231,113083)
6/1/2020 3739 328 (-5055,5711) 2310 (-491,5111) 1290 (-2411,4991) 4209 (3732,4687) 2310 (671,3949) 2310 (2310,2310) 4028 (-115834,123889)
6/2/2020 3836 328 (-5149,5805) 2310 (-681,5301) 1303 (-2479,5085) 4353 (3831,4874) 2310 (568,4052) 2310 (2310,2310) 4129 (-126766,135024)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 2429 2407 (2217,2598) 2431 (2405,2457) 2178 (1685,2670) 2420 (2204,2635) 2415 (2388,2442) 1269 (-1004,3542)
5/17/2020 2480 2508 (-735,5751) 2537 (2491,2583) 2254 (1785,2723) 2521 (-7885,12926) 2525 (2480,2570) 1324 (-946,3593)
5/18/2020 2544 2610 (-4496,9715) 2658 (2594,2722) 2331 (1878,2783) 2639 (-22109,27388) 2632 (2567,2698) 1379 (-896,3653)
5/19/2020 2617 2711 (-9079,14501) 2768 (2683,2853) 2408 (1966,2850) 2735 (-37850,43321) 2741 (2653,2829) 1424 (-867,3714)
5/20/2020 2714 2812 (-14365,19990) 2890 (2783,2996) 2486 (2044,2929) 2843 (-56366,62052) 2849 (2736,2962) 1477 (-842,3795)
5/21/2020 2812 2914 (-20275,26103) 3003 (2873,3133) 2565 (2115,3015) 2941 (-76571,82453) 2957 (2818,3097) 1541 (-807,3889)
5/22/2020 2909 3015 (-26751,32781) 3125 (2971,3279) 2645 (2185,3105) 3058 (-99588,105704) 3066 (2898,3233) 1608 (-770,3986)
5/23/2020 2976 3116 (-33749,39981) 3241 (3062,3421) 2726 (2262,3190) 3169 (-124638,130975) 3174 (2976,3371) 1670 (-731,4071)
5/24/2020 3047 3217 (-41231,47666) 3365 (3159,3571) 2810 (2346,3274) 3269 (-150971,157510) 3282 (3053,3511) 1727 (-696,4150)
5/25/2020 3130 3319 (-49170,55808) 3484 (3249,3718) 2895 (2432,3359) 3388 (-179562,186338) 3390 (3129,3652) 1782 (-664,4227)
5/26/2020 3161 3420 (-57542,64382) 3609 (3345,3872) 2983 (2528,3437) 3484 (-209014,215981) 3498 (3202,3794) 1842 (-617,4300)
5/27/2020 3253 3521 (-66324,73366) 3730 (3436,4024) 3072 (2625,3519) 3591 (-239973,247156) 3607 (3275,3938) 1896 (-580,4372)
5/28/2020 3348 3623 (-75499,82744) 3857 (3532,4182) 3164 (2723,3605) 3689 (-271919,279298) 3715 (3346,4083) 1963 (-532,4458)
5/29/2020 3429 3724 (-85051,92498) 3981 (3623,4338) 3258 (2824,3692) 3806 (-305695,313307) 3823 (3416,4230) 2027 (-487,4541)
5/30/2020 3535 3825 (-94966,102616) 4109 (3718,4499) 3354 (2924,3783) 3917 (-340914,348747) 3931 (3485,4377) 2100 (-435,4635)
5/31/2020 3645 3926 (-105231,113083) 4235 (3810,4660) 3451 (3025,3878) 4017 (-377072,385106) 4039 (3553,4526) 2165 (-394,4725)
6/1/2020 3739 4028 (-115834,123889) 4365 (3905,4825) 3551 (3128,3974) 4136 (-414911,423182) 4148 (3619,4676) 2233 (-352,4817)
6/2/2020 3836 4129 (-126766,135024) 4493 (3998,4989) 3653 (3233,4073) 4231 (-453420,461883) 4256 (3684,4828) 2299 (-311,4909)

Table A.150 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Serbia.

Table A.151.

Actual and Predicted Cases with 95% Confidence Intervals for Serbia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 10496 2644 (-12745,18034) 10438 (10324,10552) 8353 (4152,12553) 13057 (8038,18076) 10032 (9123,10941) 10438 (10438,10438) 10525 (10354,10696)
5/17/2020 10610 2644 (-12857,18146) 10438 (10101,10775) 8450 (4232,12667) 13408 (8151,18665) 10032 (9005,11059) 10438 (10438,10438) 10607 (8231,12983)
5/18/2020 10699 2644 (-12953,18242) 10438 (9926,10950) 8546 (4328,12764) 13765 (8246,19284) 10032 (8904,11160) 10438 (10438,10438) 10689 (5509,15869)
5/19/2020 10733 2644 (-13017,18306) 10438 (9860,11016) 8643 (4455,12831) 14127 (8304,19950) 10032 (8837,11227) 10438 (10438,10438) 10770 (2194,19347)
5/20/2020 10833 2644 (-13096,18384) 10438 (9664,11212) 8740 (4569,12911) 14494 (8377,20611) 10032 (8754,11310) 10438 (10438,10438) 10852 (-1630,23335)
5/21/2020 10919 2644 (-13176,18465) 10438 (9495,11381) 8837 (4680,12993) 14866 (8451,21282) 10032 (8666,11398) 10438 (10438,10438) 10934 (-5905,27774)
5/22/2020 11024 2644 (-13264,18553) 10438 (9289,11587) 8933 (4785,13081) 15244 (8532,21957) 10032 (8569,11495) 10438 (10438,10438) 11016 (-10589,32621)
5/23/2020 11092 2644 (-13347,18635) 10438 (9156,11720) 9030 (4895,13165) 15628 (8606,22649) 10032 (8479,11585) 10438 (10438,10438) 11098 (-15650,37846)
5/24/2020 11159 2644 (-13426,18714) 10438 (9025,11851) 9127 (5009,13245) 16016 (8675,23358) 10032 (8393,11671) 10438 (10438,10438) 11180 (-21062,43421)
5/25/2020 11193 2644 (-13495,18784) 10438 (8958,11918) 9224 (5131,13317) 16411 (8732,24090) 10032 (8319,11745) 10438 (10438,10438) 11261 (-26804,49327)
5/26/2020 11227 2644 (-13559,18847) 10438 (8892,11984) 9320 (5258,13382) 16810 (8780,24841) 10374 (8665,12083) 10438 (10438,10438) 11343 (-32859,55545)
5/27/2020 11275 2644 (-13619,18908) 10438 (8797,12079) 9417 (5389,13446) 17216 (8824,25607) 10374 (8660,12088) 10438 (10438,10438) 11425 (-39211,62061)
5/28/2020 11300 2644 (-13674,18963) 10438 (8748,12128) 9514 (5523,13504) 17626 (8861,26391) 10374 (8652,12096) 10438 (10438,10438) 11507 (-45847,68861)
5/29/2020 11354 2644 (-13729,19018) 10438 (8643,12233) 9611 (5658,13563) 18043 (8899,27187) 10374 (8637,12111) 10438 (10438,10438) 11589 (-52757,75934)
5/30/2020 11381 2644 (-13780,19069) 10438 (8590,12286) 9707 (5796,13618) 18464 (8931,27998) 10438 (8693,12183) 10438 (10438,10438) 11670 (-59928,83269)
5/31/2020 11412 2644 (-13829,19118) 10438 (8529,12347) 9804 (5936,13672) 18892 (8960,28824) 10438 (8683,12193) 10438 (10438,10438) 11752 (-67353,90858)
6/1/2020 11430 2644 (-13874,19162) 10438 (8494,12382) 9901 (6079,13723) 19325 (8985,29666) 10438 (8671,12205) 10438 (10438,10438) 11834 (-75023,98691)
6/2/2020 11454 2644 (-13916,19205) 10438 (8447,12429) 9998 (6223,13773) 19764 (9006,30521) 10438 (8658,12218) 10438 (10438,10438) 11916 (-82931,106762)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 10496 10518 (10361,10675) 10505 (10401,10609) 10513 (10479,10548) 10525 (10354,10696) 10504 (10400,10608) 5285 (-4928,15498)
5/17/2020 10610 10594 (8561,12627) 10571 (10404,10737) 10563 (10494,10632) 10586 (4894,16279) 10569 (10402,10735) 5319 (-4973,15611)
5/18/2020 10699 10669 (6263,15074) 10637 (10381,10893) 10609 (10492,10726) 10661 (-3085,24407) 10633 (10377,10889) 5358 (-4993,15709)
5/19/2020 10733 10743 (3484,18001) 10704 (10339,11068) 10651 (10521,10780) 10732 (-12694,34157) 10697 (10333,11062) 5395 (-4984,15774)
5/20/2020 10833 10816 (298,21333) 10771 (10283,11258) 10689 (10518,10860) 10806 (-23993,45604) 10762 (10274,11250) 5425 (-4998,15849)
5/21/2020 10919 10888 (-3240,25016) 10839 (10215,11462) 10725 (10504,10945) 10866 (-35907,57639) 10826 (10202,11450) 5457 (-5014,15928)
5/22/2020 11024 10960 (-7091,29011) 10907 (10136,11678) 10757 (10473,11041) 10928 (-48668,70524) 10891 (10119,11662) 5490 (-5035,16016)
5/23/2020 11092 11031 (-11226,33288) 10976 (10048,11904) 10787 (10447,11126) 11012 (-63417,85441) 10955 (10026,11884) 5537 (-5035,16108)
5/24/2020 11159 11101 (-15619,37821) 11046 (9950,12141) 10814 (10422,11205) 11069 (-78471,100608) 11019 (9923,12116) 5566 (-5049,16182)
5/25/2020 11193 11171 (-20250,42591) 11116 (9843,12388) 10838 (10406,11270) 11139 (-94590,116869) 11084 (9810,12357) 5598 (-5053,16249)
5/26/2020 11227 11239 (-25101,47580) 11186 (9729,12644) 10861 (10395,11326) 11206 (-111519,133931) 11148 (9689,12607) 5621 (-5061,16304)
5/27/2020 11275 11307 (-30159,52773) 11258 (9606,12909) 10881 (10383,11379) 11276 (-129375,151927) 11213 (9560,12866) 5651 (-5059,16362)
5/28/2020 11300 11375 (-35408,58157) 11330 (9476,13183) 10899 (10374,11425) 11332 (-147535,170200) 11277 (9422,13132) 5684 (-5050,16418)
5/29/2020 11354 11441 (-40838,63721) 11402 (9340,13465) 10916 (10360,11473) 11391 (-166118,188899) 11341 (9277,13406) 5719 (-5038,16475)
5/30/2020 11381 11507 (-46438,69452) 11475 (9196,13754) 10932 (10348,11515) 11471 (-185985,208926) 11406 (9125,13687) 5759 (-5015,16533)
5/31/2020 11412 11572 (-52199,75344) 11549 (9046,14052) 10946 (10336,11555) 11523 (-206026,229073) 11470 (8965,13976) 5792 (-4997,16581)
6/1/2020 11430 11637 (-58112,81386) 11623 (8889,14356) 10958 (10326,11591) 11590 (-226774,249955) 11535 (8799,14271) 5830 (-4970,16631)
6/2/2020 11454 11701 (-64169,87571) 11697 (8726,14668) 10970 (10316,11624) 11653 (-248075,271381) 11599 (8625,14573) 5861 (-4948,16671)

Table A.151 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Seychelles.

Table A.152.

Actual and Predicted Cases with 95% Confidence Intervals for Seychelles using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 11 5 (-6,17) 11 (11,11) 14 (9,18) 9 (6,13) 11 (11,11) 11 (11,11) 11 (11,11)
5/17/2020 11 5 (-6,17) 11 (11,11) 14 (9,19) 9 (5,13) 11 (11,11) 11 (11,11) 11 (11,11)
5/18/2020 11 5 (-6,17) 11 (11,11) 14 (9,19) 9 (5,13) 11 (11,11) 11 (11,11) 11 (11,11)
5/19/2020 11 5 (-6,17) 11 (11,11) 14 (9,19) 8 (4,13) 11 (11,11) 11 (11,11) 11 (11,11)
5/20/2020 11 5 (-6,17) 11 (11,11) 14 (9,20) 8 (3,13) 11 (11,11) 11 (11,11) 11 (11,11)
5/21/2020 11 5 (-6,17) 11 (11,11) 14 (9,20) 7 (2,13) 11 (11,11) 11 (11,11) 11 (11,11)
5/22/2020 11 5 (-6,17) 11 (11,11) 14 (9,20) 7 (1,13) 11 (11,11) 11 (11,11) 11 (11,11)
5/23/2020 11 5 (-6,17) 11 (11,11) 15 (9,20) 7 (1,13) 11 (11,11) 11 (11,11) 11 (11,11)
5/24/2020 11 5 (-6,17) 11 (11,11) 15 (9,21) 6 (0,13) 11 (11,11) 11 (11,11) 11 (11,11)
5/25/2020 11 5 (-6,17) 11 (11,11) 15 (9,21) 6 (-1,13) 11 (11,11) 11 (11,11) 11 (11,11)
5/26/2020 11 5 (-6,17) 11 (11,11) 15 (9,21) 5 (-2,13) 11 (11,11) 11 (11,11) 11 (11,11)
5/27/2020 11 5 (-6,17) 11 (11,11) 15 (9,22) 5 (-3,13) 11 (11,11) 11 (11,11) 11 (11,11)
5/28/2020 11 5 (-6,17) 11 (11,11) 15 (9,22) 4 (-4,13) 11 (11,11) 11 (11,11) 11 (11,11)
5/29/2020 11 5 (-6,17) 11 (11,11) 15 (9,22) 4 (-6,13) 11 (11,11) 11 (11,11) 11 (11,11)
5/30/2020 11 5 (-6,17) 11 (11,11) 15 (9,22) 3 (-7,13) 11 (11,11) 11 (11,11) 11 (11,11)
5/31/2020 11 5 (-6,17) 11 (11,11) 16 (9,23) 2 (-8,13) 11 (11,11) 11 (11,11) 11 (11,11)
6/1/2020 11 5 (-6,17) 11 (11,11) 16 (8,23) 2 (-9,13) 11 (11,11) 11 (11,11) 11 (11,11)
6/2/2020 11 5 (-6,17) 11 (11,11) 16 (8,23) 1 (-10,13) 11 (11,11) 11 (11,11) 11 (11,11)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 11 11 (11,11) 11 (10,12) 11 (11,12) 11 (11,11) 11 (10,12) 6 (-5,16)
5/17/2020 11 11 (11,11) 11 (10,12) 11 (11,12) 11 (11,11) 11 (10,12) 6 (-5,16)
5/18/2020 11 11 (11,11) 11 (10,12) 11 (11,12) 11 (11,11) 11 (10,12) 6 (-5,16)
5/19/2020 11 11 (11,11) 11 (10,13) 11 (11,12) 11 (11,11) 11 (9,13) 6 (-5,16)
5/20/2020 11 11 (11,11) 11 (9,13) 11 (11,12) 11 (11,11) 11 (9,13) 6 (-5,16)
5/21/2020 11 11 (11,11) 11 (9,14) 11 (11,12) 11 (11,11) 11 (9,13) 6 (-5,16)
5/22/2020 11 11 (11,11) 11 (9,14) 11 (11,12) 11 (11,11) 11 (8,14) 6 (-5,16)
5/23/2020 11 11 (11,11) 12 (9,14) 11 (11,12) 11 (11,12) 11 (8,14) 6 (-5,16)
5/24/2020 11 11 (11,11) 12 (9,15) 11 (11,12) 11 (11,11) 11 (8,14) 6 (-5,16)
5/25/2020 11 11 (11,11) 12 (8,15) 11 (11,12) 11 (11,12) 11 (7,15) 6 (-5,16)
5/26/2020 11 11 (11,11) 12 (8,15) 11 (11,12) 11 (11,12) 11 (7,15) 6 (-5,16)
5/27/2020 11 11 (11,11) 12 (8,16) 11 (11,12) 11 (11,12) 11 (7,15) 6 (-4,16)
5/28/2020 11 11 (11,11) 12 (8,16) 11 (11,12) 11 (11,12) 11 (7,15) 6 (-4,16)
5/29/2020 11 11 (11,11) 12 (8,16) 11 (11,12) 11 (11,12) 11 (6,16) 6 (-4,16)
5/30/2020 11 11 (11,11) 12 (8,17) 11 (11,12) 11 (11,12) 11 (6,16) 6 (-4,16)
5/31/2020 11 11 (11,11) 12 (8,17) 11 (11,12) 11 (10,12) 11 (6,16) 6 (-4,16)
6/1/2020 11 11 (11,11) 12 (7,17) 11 (11,12) 11 (10,12) 11 (6,16) 6 (-4,16)
6/2/2020 11 11 (11,11) 12 (7,17) 11 (11,12) 11 (11,12) 11 (5,17) 6 (-4,16)

Table A.152 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Sierra Leone.

Table A.153.

Actual and Predicted Cases with 95% Confidence Intervals for Sierra Leone using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 462 45 (-772,862) 447 (418,476) 161 (-430,751) 418 (333,504) 338 (95,581) 447 (447,447) 469 (425,514)
5/17/2020 505 45 (-816,906) 447 (333,561) 163 (-469,795) 439 (329,549) 338 (50,626) 447 (447,447) 495 (274,717)
5/18/2020 519 45 (-839,929) 447 (306,588) 165 (-489,818) 460 (348,572) 338 (26,650) 447 (447,447) 521 (64,978)
5/19/2020 534 45 (-858,948) 447 (276,618) 167 (-504,837) 482 (372,591) 338 (6,670) 447 (447,447) 547 (-193,1287)
5/20/2020 570 45 (-885,975) 447 (206,688) 169 (-527,864) 504 (390,618) 338 (-22,698) 447 (447,447) 573 (-490,1636)
5/21/2020 585 45 (-907,997) 447 (177,717) 171 (-546,887) 527 (413,641) 338 (-45,721) 447 (447,447) 599 (-824,2021)
5/22/2020 606 45 (-930,1020) 447 (135,759) 173 (-564,909) 550 (437,663) 338 (-69,745) 447 (447,447) 624 (-1191,2440)
5/23/2020 621 45 (-950,1040) 447 (106,788) 175 (-581,930) 574 (464,685) 338 (-90,766) 447 (447,447) 650 (-1589,2889)
5/24/2020 707 45 (-988,1078) 447 (-63,957) 176 (-616,969) 599 (473,725) 338 (-132,808) 447 (447,447) 676 (-2014,3367)
5/25/2020 735 45 (-1025,1115) 447 (-117,1011) 178 (-648,1005) 625 (487,762) 338 (-171,847) 447 (447,447) 702 (-2467,3871)
5/26/2020 754 45 (-1058,1147) 447 (-155,1049) 180 (-678,1039) 651 (506,795) 338 (-206,882) 447 (447,447) 728 (-2945,4400)
5/27/2020 782 45 (-1090,1180) 447 (-210,1104) 182 (-706,1071) 678 (527,828) 338 (-240,916) 447 (447,447) 753 (-3447,4954)
5/28/2020 812 45 (-1122,1212) 447 (-268,1162) 184 (-735,1104) 705 (549,861) 338 (-275,951) 447 (447,447) 779 (-3972,5530)
5/29/2020 829 45 (-1153,1243) 447 (-302,1196) 186 (-762,1134) 733 (575,892) 338 (-306,982) 447 (447,447) 805 (-4519,6129)
5/30/2020 852 45 (-1182,1272) 447 (-347,1241) 188 (-787,1164) 762 (602,922) 338 (-336,1012) 447 (447,447) 831 (-5087,6749)
5/31/2020 861 45 (-1208,1298) 447 (-364,1258) 190 (-810,1190) 792 (633,950) 338 (-363,1039) 447 (447,447) 857 (-5676,7390)
6/1/2020 865 45 (-1232,1322) 447 (-372,1266) 192 (-829,1214) 822 (667,977) 338 (-387,1063) 447 (447,447) 883 (-6285,8050)
6/2/2020 896 45 (-1257,1347) 447 (-433,1327) 194 (-850,1239) 853 (701,1005) 338 (-412,1088) 447 (447,447) 908 (-6913,8730)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 462 469 (425,514) 469 (460,478) 366 (179,554) 471 (424,517) 468 (459,478) 254 (-155,662)
5/17/2020 505 495 (274,717) 501 (490,512) 374 (150,599) 500 (102,898) 500 (489,511) 263 (-179,706)
5/18/2020 519 521 (64,978) 533 (519,547) 381 (141,622) 529 (-343,1402) 532 (517,546) 283 (-165,732)
5/19/2020 534 547 (-193,1287) 566 (548,584) 387 (133,640) 558 (-886,2003) 563 (545,582) 295 (-158,749)
5/20/2020 570 573 (-490,1636) 599 (575,622) 391 (115,667) 591 (-1541,2723) 595 (571,619) 312 (-153,776)
5/21/2020 585 599 (-824,2021) 632 (603,660) 394 (100,689) 620 (-2261,3501) 627 (597,657) 327 (-145,799)
5/22/2020 606 624 (-1191,2440) 665 (630,700) 397 (83,710) 651 (-3061,4363) 658 (622,695) 344 (-134,822)
5/23/2020 621 650 (-1589,2889) 698 (657,740) 398 (67,730) 681 (-3924,5287) 690 (646,734) 362 (-120,843)
5/24/2020 707 676 (-2014,3367) 732 (684,781) 400 (28,771) 710 (-4840,6260) 722 (670,773) 375 (-129,878)
5/25/2020 735 702 (-2467,3871) 766 (710,823) 401 (-8,810) 740 (-5809,7289) 753 (694,813) 405 (-115,924)
5/26/2020 754 728 (-2945,4400) 801 (737,865) 402 (-40,844) 769 (-6829,8367) 785 (717,853) 423 (-110,956)
5/27/2020 782 753 (-3447,4954) 836 (763,908) 403 (-72,877) 801 (-7913,9516) 817 (740,894) 441 (-104,986)
5/28/2020 812 779 (-3972,5530) 871 (790,951) 403 (-104,910) 830 (-9042,10702) 848 (762,935) 448 (-112,1008)
5/29/2020 829 805 (-4519,6129) 906 (816,995) 404 (-132,941) 861 (-10223,11946) 880 (784,976) 466 (-106,1038)
5/30/2020 852 831 (-5087,6749) 941 (842,1040) 405 (-161,971) 892 (-11450,13233) 912 (806,1017) 483 (-100,1067)
5/31/2020 861 857 (-5676,7390) 977 (869,1086) 406 (-185,997) 920 (-12714,14555) 943 (827,1059) 500 (-92,1092)
6/1/2020 865 883 (-6285,8050) 1013 (895,1132) 407 (-207,1021) 950 (-14018,15918) 975 (848,1102) 515 (-83,1113)
6/2/2020 896 908 (-6913,8730) 1050 (921,1178) 408 (-229,1046) 979 (-15360,17318) 1007 (869,1144) 531 (-74,1136)

Table A.153 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Singapore.

Table A.154.

Actual and Predicted Cases with 95% Confidence Intervals for Singapore using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 27356 4596 (-40012,49205) 26891 (25980,27802) 15297 (-8339,38933) 31395 (23478,39313) 26098 (23632,28564) 26891 (26891,26891) 27611 (26200,29023)
5/17/2020 28038 4596 (-40686,49879) 26891 (24643,29139) 15478 (-8654,39610) 32649 (24153,41145) 26098 (22893,29303) 26891 (26891,26891) 28346 (-138854,195547)
5/18/2020 28343 4596 (-41110,50303) 26891 (24045,29737) 15659 (-8717,40036) 33935 (24545,43324) 26098 (22451,29745) 26891 (26891,26891) 29082 (-343769,401933)
5/19/2020 28794 4596 (-41546,50739) 26891 (23161,30621) 15841 (-8793,40474) 35252 (24948,45557) 26098 (21980,30216) 26891 (26891,26891) 29817 (-593355,652989)
5/20/2020 29364 4596 (-42037,51229) 26891 (22044,31738) 16022 (-8922,40966) 36602 (25413,47791) 26098 (21433,30763) 26891 (26891,26891) 30552 (-881088,942192)
5/21/2020 29812 4596 (-42513,51706) 26891 (21166,32616) 16204 (-9037,41444) 37985 (25856,50113) 26098 (20905,31291) 26891 (26891,26891) 31288 (-1202570,1265145)
5/22/2020 30426 4596 (-43031,52224) 26891 (19962,33820) 16385 (-9194,41964) 39401 (26351,52450) 26098 (20319,31877) 26891 (26891,26891) 32023 (-1554625,1618671)
5/23/2020 31068 4596 (-43584,52777) 26891 (18704,35078) 16566 (-9385,42518) 40850 (26888,54812) 26098 (19689,32507) 26891 (26891,26891) 32758 (-1934825,2000341)
5/24/2020 31616 4596 (-44138,53331) 26891 (17630,36152) 16748 (-9577,43073) 42333 (27423,57244) 26098 (19062,33134) 26891 (26891,26891) 33493 (-2341239,2408226)
5/25/2020 31960 4596 (-44650,53843) 26891 (16956,36826) 16929 (-9726,43584) 43851 (27901,59801) 26098 (18498,33698) 26891 (26891,26891) 34229 (-2772285,2840742)
5/26/2020 32343 4596 (-45139,54331) 26891 (16205,37577) 17110 (-9852,44072) 45403 (28349,62457) 26098 (17966,34230) 26891 (26891,26891) 34964 (-3226636,3296564)
5/27/2020 32876 4596 (-45638,54831) 26891 (15160,38622) 17292 (-9987,44570) 46990 (28814,65167) 26098 (17419,34777) 26891 (26891,26891) 35699 (-3703159,3774557)
5/28/2020 33249 4596 (-46118,55311) 26891 (14429,39353) 17473 (-10103,45049) 48613 (29255,67971) 26098 (16898,35298) 26891 (26891,26891) 36434 (-4200869,4273738)
5/29/2020 33860 4596 (-46621,55814) 26891 (13232,40550) 17654 (-10241,45550) 50272 (29732,70811) 26098 (16345,35851) 26891 (26891,26891) 37170 (-4718904,4793243)
5/30/2020 34366 4596 (-47127,56320) 26891 (12240,41542) 17836 (-10382,46054) 51967 (30216,73717) 26098 (15788,36408) 26891 (26891,26891) 37905 (-5256499,5332308)
5/31/2020 34884 4596 (-47637,56830) 26891 (11225,42557) 18017 (-10528,46562) 53698 (30709,76687) 26098 (15227,36969) 26891 (26891,26891) 38640 (-5812967,5890247)
6/1/2020 35292 4596 (-48137,57330) 26891 (10425,43357) 18199 (-10662,47059) 55466 (31189,79743) 26098 (14682,37514) 26891 (26891,26891) 39375 (-6387691,6466442)
6/2/2020 35836 4596 (-48644,57837) 26891 (9359,44423) 18380 (-10803,47563) 57272 (31685,82859) 26098 (14126,38070) 26891 (26891,26891) 40111 (-6980110,7060331)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 27356 27611 (26200,29023) 27665 (27450,27881) 25802 (22757,28848) 27643 (26169,29116) 27656 (27439,27872) 14208 (-11562,39978)
5/17/2020 28038 28346 (-138854,195547) 28470 (28121,28819) 26464 (23398,29529) 28413 (-589103,645930) 28448 (28097,28800) 14574 (-11507,40656)
5/18/2020 28343 29082 (-343769,401933) 29282 (28735,29828) 27166 (24331,30002) 29184 (-1350631,1408998) 29241 (28689,29792) 14968 (-11158,41094)
5/19/2020 28794 29817 (-593355,652989) 30100 (29314,30886) 27912 (25309,30515) 29955 (-2278701,2338611) 30033 (29238,30828) 15295 (-10915,41504)
5/20/2020 29364 30552 (-881088,942192) 30926 (29866,31986) 28692 (26291,31094) 30718 (-3343515,3404950) 30825 (29753,31898) 15705 (-10618,42028)
5/21/2020 29812 31288 (-1202570,1265145) 31759 (30396,33121) 29517 (27312,31722) 31488 (-4535043,4598019) 31618 (30238,32997) 16102 (-10313,42517)
5/22/2020 30426 32023 (-1554625,1618671) 32598 (30908,34289) 30381 (28339,32422) 32259 (-5841248,5905767) 32410 (30697,34123) 16546 (-9983,43075)
5/23/2020 31068 32758 (-1934825,2000341) 33445 (31402,35488) 31291 (29375,33207) 33028 (-7251604,7317661) 33203 (31132,35273) 16997 (-9666,43660)
5/24/2020 31616 33493 (-2341239,2408226) 34299 (31882,36716) 32246 (30393,34098) 33798 (-8759485,8827081) 33995 (31545,36445) 17436 (-9355,44227)
5/25/2020 31960 34229 (-2772285,2840742) 35159 (32347,37971) 33242 (31313,35171) 34568 (-10358920,10428057) 34787 (31936,37639) 17883 (-8989,44755)
5/26/2020 32343 34964 (-3226636,3296564) 36027 (32800,39253) 34288 (32120,36457) 35339 (-12045253,12115931) 35580 (32308,38852) 18271 (-8666,45208)
5/27/2020 32876 35699 (-3703159,3774557) 36901 (33241,40561) 35390 (32873,37908) 36101 (-13810682,13882884) 36372 (32660,40085) 18665 (-8350,45679)
5/28/2020 33249 36434 (-4200869,4273738) 37783 (33671,41894) 36558 (33544,39572) 36871 (-15655123,15728864) 37165 (32994,41335) 19103 (-7967,46173)
5/29/2020 33860 37170 (-4718904,4793243) 38671 (34091,43251) 37791 (34230,41351) 37642 (-17575617,17650900) 37957 (33310,42604) 19552 (-7589,46693)
5/30/2020 34366 37905 (-5256499,5332308) 39567 (34501,44632) 39130 (34930,43331) 38410 (-19568409,19645229) 38749 (33610,43889) 20038 (-7166,47243)
5/31/2020 34884 38640 (-5812967,5890247) 40469 (34903,46036) 40569 (35639,45498) 39180 (-21631347,21709706) 39542 (33893,45190) 20485 (-6784,47754)
6/1/2020 35292 39375 (-6387691,6466442) 41379 (35295,47462) 42139 (36354,47923) 39949 (-23762097,23841995) 40334 (34161,46508) 20964 (-6354,48282)
6/2/2020 35836 40111 (-6980110,7060331) 42295 (35679,48911) 43856 (37123,50589) 40719 (-25958802,26040240) 41127 (34413,47841) 21388 (-5986,48762)

Table A.154 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Slovakia.

Table A.155.

Actual and Predicted Cases with 95% Confidence Intervals for Slovakia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 1493 464 (-1553,2481) 1480 (1455,1505) 1381 (1162,1600) 1759 (1238,2279) 1457 (1386,1528) 1480 (1480,1480) 1486 (1474,1497)
5/17/2020 1494 464 (-1554,2482) 1480 (1453,1507) 1397 (1191,1602) 1786 (1239,2333) 1457 (1385,1529) 1480 (1480,1480) 1491 (1469,1514)
5/18/2020 1495 464 (-1555,2483) 1480 (1451,1509) 1412 (1220,1604) 1814 (1240,2388) 1457 (1384,1530) 1480 (1480,1480) 1497 (1460,1534)
5/19/2020 1495 464 (-1556,2483) 1480 (1451,1509) 1428 (1249,1607) 1841 (1239,2442) 1457 (1384,1530) 1480 (1480,1480) 1502 (1448,1556)
5/20/2020 1496 464 (-1556,2484) 1480 (1449,1511) 1443 (1277,1610) 1868 (1239,2497) 1457 (1383,1531) 1480 (1480,1480) 1508 (1434,1581)
5/21/2020 1502 464 (-1559,2487) 1480 (1437,1523) 1459 (1303,1615) 1895 (1240,2550) 1457 (1381,1533) 1480 (1480,1480) 1513 (1418,1608)
5/22/2020 1503 464 (-1561,2489) 1480 (1435,1525) 1474 (1329,1620) 1922 (1241,2602) 1457 (1379,1535) 1480 (1480,1480) 1519 (1401,1636)
5/23/2020 1504 464 (-1563,2490) 1480 (1433,1527) 1490 (1353,1627) 1948 (1241,2655) 1457 (1377,1537) 1480 (1480,1480) 1524 (1382,1666)
5/24/2020 1509 464 (-1565,2493) 1480 (1423,1537) 1506 (1377,1635) 1974 (1241,2707) 1457 (1374,1540) 1480 (1480,1480) 1529 (1361,1698)
5/25/2020 1511 464 (-1567,2495) 1480 (1419,1541) 1521 (1399,1644) 2001 (1242,2759) 1457 (1371,1543) 1480 (1480,1480) 1535 (1339,1731)
5/26/2020 1513 464 (-1570,2497) 1480 (1415,1545) 1537 (1419,1654) 2026 (1242,2811) 1457 (1369,1545) 1480 (1480,1480) 1540 (1316,1765)
5/27/2020 1515 464 (-1572,2500) 1480 (1411,1549) 1552 (1438,1667) 2052 (1242,2862) 1457 (1367,1547) 1480 (1480,1480) 1546 (1291,1800)
5/28/2020 1520 464 (-1575,2502) 1480 (1402,1558) 1568 (1455,1681) 2078 (1242,2913) 1457 (1364,1550) 1480 (1480,1480) 1551 (1265,1837)
5/29/2020 1520 464 (-1577,2505) 1480 (1402,1558) 1583 (1469,1697) 2103 (1242,2964) 1457 (1361,1553) 1480 (1480,1480) 1557 (1238,1875)
5/30/2020 1521 464 (-1579,2507) 1480 (1400,1560) 1599 (1482,1716) 2128 (1241,3014) 1457 (1359,1555) 1480 (1480,1480) 1562 (1210,1914)
5/31/2020 1521 464 (-1581,2509) 1480 (1400,1560) 1614 (1492,1737) 2152 (1240,3065) 1457 (1357,1557) 1480 (1480,1480) 1567 (1180,1955)
6/1/2020 1522 464 (-1583,2510) 1480 (1398,1562) 1630 (1501,1759) 2177 (1238,3115) 1457 (1355,1559) 1480 (1480,1480) 1573 (1150,1996)
6/2/2020 1522 464 (-1584,2512) 1480 (1398,1562) 1646 (1508,1783) 2201 (1236,3165) 1457 (1354,1560) 1480 (1480,1480) 1578 (1118,2038)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 1493 1485 (1475,1495) 1485 (1454,1516) 1417 (1268,1566) 1484 (1476,1492) 1485 (1453,1516) 745 (-721,2211)
5/17/2020 1494 1490 (1471,1508) 1490 (1437,1543) 1411 (1255,1567) 1488 (1467,1509) 1490 (1436,1543) 749 (-714,2212)
5/18/2020 1495 1494 (1465,1524) 1495 (1421,1570) 1406 (1243,1568) 1492 (1454,1529) 1495 (1420,1569) 750 (-711,2212)
5/19/2020 1495 1499 (1457,1541) 1501 (1405,1597) 1400 (1232,1569) 1495 (1440,1551) 1500 (1403,1596) 753 (-707,2213)
5/20/2020 1496 1503 (1447,1559) 1506 (1387,1624) 1395 (1220,1570) 1499 (1423,1574) 1505 (1386,1623) 753 (-706,2213)
5/21/2020 1502 1508 (1436,1579) 1511 (1370,1653) 1390 (1207,1573) 1502 (1405,1598) 1510 (1368,1651) 756 (-704,2216)
5/22/2020 1503 1512 (1424,1599) 1517 (1351,1683) 1385 (1195,1576) 1505 (1386,1623) 1515 (1348,1681) 760 (-700,2219)
5/23/2020 1504 1516 (1411,1621) 1522 (1331,1714) 1381 (1184,1578) 1507 (1366,1649) 1519 (1328,1711) 762 (-696,2221)
5/24/2020 1509 1520 (1397,1643) 1528 (1310,1746) 1377 (1172,1582) 1510 (1345,1675) 1524 (1306,1743) 765 (-693,2224)
5/25/2020 1511 1524 (1383,1665) 1533 (1288,1779) 1373 (1160,1586) 1513 (1323,1702) 1529 (1284,1775) 768 (-690,2226)
5/26/2020 1513 1528 (1367,1689) 1539 (1265,1813) 1369 (1150,1589) 1515 (1301,1729) 1534 (1260,1808) 771 (-687,2229)
5/27/2020 1515 1532 (1351,1712) 1545 (1242,1848) 1366 (1140,1593) 1517 (1278,1757) 1539 (1236,1843) 774 (-684,2231)
5/28/2020 1520 1536 (1334,1737) 1550 (1217,1884) 1363 (1129,1597) 1519 (1255,1784) 1544 (1211,1878) 776 (-681,2234)
5/29/2020 1520 1539 (1317,1761) 1556 (1192,1921) 1360 (1120,1601) 1522 (1231,1812) 1549 (1185,1914) 780 (-677,2237)
5/30/2020 1521 1543 (1299,1787) 1562 (1166,1959) 1358 (1112,1604) 1523 (1208,1839) 1554 (1158,1951) 782 (-674,2239)
5/31/2020 1521 1546 (1281,1812) 1568 (1139,1997) 1356 (1104,1608) 1525 (1184,1867) 1559 (1130,1989) 785 (-671,2241)
6/1/2020 1522 1550 (1262,1838) 1574 (1111,2037) 1354 (1096,1611) 1527 (1160,1895) 1564 (1101,2028) 787 (-668,2242)
6/2/2020 1522 1553 (1242,1864) 1580 (1082,2077) 1352 (1090,1614) 1529 (1135,1922) 1569 (1071,2067) 790 (-663,2244)

Table A.155 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Slovenia.

Table A.156.

Actual and Predicted Cases with 95% Confidence Intervals for Slovenia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 1465 582 (-1147,2312) 1465 (1465,1465) 1598 (1337,1860) 1479 (1451,1507) 1464 (1462,1466) 1465 (1465,1465) 1467 (1463,1472)
5/17/2020 1466 582 (-1148,2313) 1465 (1463,1467) 1616 (1338,1894) 1470 (1450,1491) 1464 (1461,1467) 1465 (1465,1465) 1470 (1462,1477)
5/18/2020 1466 582 (-1149,2314) 1465 (1463,1467) 1633 (1338,1928) 1460 (1442,1478) 1464 (1461,1467) 1465 (1465,1465) 1472 (1462,1482)
5/19/2020 1467 582 (-1149,2314) 1465 (1461,1469) 1650 (1338,1963) 1448 (1423,1472) 1464 (1460,1468) 1465 (1465,1465) 1474 (1460,1487)
5/20/2020 1468 582 (-1150,2315) 1465 (1459,1471) 1667 (1338,1997) 1434 (1398,1471) 1464 (1459,1469) 1465 (1465,1465) 1476 (1459,1493)
5/21/2020 1468 582 (-1151,2316) 1465 (1459,1471) 1685 (1337,2032) 1419 (1368,1471) 1464 (1458,1470) 1465 (1465,1465) 1478 (1457,1499)
5/22/2020 1468 582 (-1151,2316) 1465 (1459,1471) 1702 (1337,2067) 1403 (1335,1471) 1464 (1458,1470) 1465 (1465,1465) 1480 (1455,1505)
5/23/2020 1468 582 (-1151,2316) 1465 (1459,1471) 1719 (1336,2102) 1385 (1299,1470) 1464 (1458,1470) 1465 (1465,1465) 1482 (1453,1511)
5/24/2020 1468 582 (-1152,2316) 1465 (1459,1471) 1736 (1335,2138) 1365 (1260,1470) 1464 (1458,1470) 1465 (1465,1465) 1484 (1451,1518)
5/25/2020 1469 582 (-1152,2317) 1465 (1457,1473) 1753 (1334,2173) 1343 (1217,1470) 1464 (1457,1471) 1465 (1465,1465) 1486 (1448,1524)
5/26/2020 1469 582 (-1152,2317) 1465 (1457,1473) 1771 (1332,2209) 1320 (1171,1470) 1464 (1457,1471) 1465 (1465,1465) 1488 (1445,1531)
5/27/2020 1471 582 (-1153,2318) 1465 (1453,1477) 1788 (1332,2244) 1295 (1121,1469) 1464 (1456,1472) 1465 (1465,1465) 1490 (1442,1539)
5/28/2020 1473 582 (-1154,2318) 1465 (1449,1481) 1805 (1331,2279) 1269 (1068,1469) 1464 (1455,1473) 1465 (1465,1465) 1493 (1439,1546)
5/29/2020 1473 582 (-1154,2319) 1465 (1449,1481) 1822 (1330,2314) 1240 (1012,1469) 1464 (1454,1474) 1465 (1465,1465) 1495 (1436,1554)
5/30/2020 1473 582 (-1155,2320) 1465 (1449,1481) 1840 (1329,2350) 1210 (952,1468) 1464 (1453,1475) 1465 (1465,1465) 1497 (1432,1561)
5/31/2020 1473 582 (-1155,2320) 1465 (1449,1481) 1857 (1328,2385) 1178 (889,1466) 1464 (1453,1475) 1465 (1465,1465) 1499 (1429,1569)
6/1/2020 1473 582 (-1156,2321) 1465 (1449,1481) 1874 (1327,2421) 1144 (823,1465) 1464 (1452,1476) 1465 (1465,1465) 1501 (1425,1577)
6/2/2020 1475 582 (-1156,2321) 1465 (1445,1485) 1891 (1326,2457) 1108 (753,1463) 1464 (1452,1476) 1465 (1465,1465) 1503 (1421,1585)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 1465 1467 (1463,1471) 1466 (1449,1484) 1447 (1413,1482) 1466 (1464,1468) 1466 (1449,1484) 734 (-699,2167)
5/17/2020 1466 1469 (1463,1475) 1468 (1435,1501) 1446 (1409,1483) 1467 (1463,1471) 1468 (1435,1501) 734 (-699,2168)
5/18/2020 1466 1471 (1462,1480) 1469 (1421,1518) 1444 (1405,1483) 1468 (1462,1474) 1469 (1421,1518) 735 (-698,2168)
5/19/2020 1467 1473 (1461,1484) 1471 (1406,1536) 1442 (1400,1484) 1469 (1461,1477) 1471 (1406,1536) 736 (-698,2169)
5/20/2020 1468 1474 (1460,1489) 1472 (1390,1555) 1440 (1395,1485) 1470 (1459,1480) 1472 (1389,1555) 737 (-697,2170)
5/21/2020 1468 1476 (1459,1493) 1474 (1372,1575) 1438 (1391,1485) 1470 (1458,1483) 1473 (1372,1575) 737 (-696,2171)
5/22/2020 1468 1478 (1458,1498) 1475 (1354,1597) 1436 (1386,1486) 1471 (1456,1486) 1475 (1353,1596) 738 (-695,2171)
5/23/2020 1468 1480 (1456,1503) 1477 (1335,1619) 1434 (1382,1486) 1472 (1454,1489) 1476 (1334,1619) 739 (-694,2171)
5/24/2020 1468 1481 (1454,1508) 1479 (1314,1643) 1432 (1378,1487) 1472 (1452,1493) 1478 (1313,1642) 739 (-693,2171)
5/25/2020 1469 1483 (1453,1514) 1480 (1293,1667) 1431 (1374,1488) 1473 (1450,1496) 1479 (1292,1667) 740 (-692,2172)
5/26/2020 1469 1485 (1451,1519) 1482 (1270,1693) 1429 (1370,1488) 1474 (1448,1499) 1481 (1269,1692) 741 (-690,2172)
5/27/2020 1471 1486 (1448,1524) 1483 (1247,1719) 1428 (1366,1489) 1474 (1446,1502) 1482 (1246,1718) 742 (-689,2173)
5/28/2020 1473 1488 (1446,1530) 1485 (1223,1747) 1426 (1362,1491) 1475 (1444,1506) 1483 (1221,1745) 743 (-688,2174)
5/29/2020 1473 1490 (1444,1535) 1487 (1198,1775) 1425 (1358,1492) 1475 (1441,1509) 1485 (1196,1773) 744 (-687,2175)
5/30/2020 1473 1491 (1441,1541) 1488 (1172,1804) 1424 (1355,1493) 1476 (1439,1512) 1486 (1170,1802) 745 (-686,2175)
5/31/2020 1473 1493 (1438,1547) 1490 (1146,1834) 1423 (1352,1494) 1476 (1437,1515) 1488 (1143,1832) 745 (-685,2176)
6/1/2020 1473 1494 (1436,1553) 1491 (1118,1865) 1422 (1349,1495) 1477 (1434,1519) 1489 (1116,1862) 746 (-684,2176)
6/2/2020 1475 1496 (1433,1558) 1493 (1090,1896) 1421 (1345,1497) 1477 (1432,1522) 1491 (1087,1894) 747 (-683,2177)

Table A.156 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Somalia.

Table A.157.

Actual and Predicted Cases with 95% Confidence Intervals for Somalia using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 1357 172 (-2151,2495) 1284 (1141,1427) 603 (-873,2080) 1442 (1275,1608) 1284 (1141,1427) 1284 (1284,1284) 1340 (1231,1449)
5/17/2020 1421 172 (-2215,2558) 1284 (1015,1553) 611 (-923,2144) 1508 (1340,1676) 1284 (1069,1499) 1284 (1284,1284) 1385 (496,2274)
5/18/2020 1455 172 (-2258,2602) 1284 (949,1619) 618 (-952,2188) 1575 (1382,1769) 1284 (1023,1545) 1284 (1284,1284) 1431 (-467,3329)
5/19/2020 1502 172 (-2304,2647) 1284 (857,1711) 625 (-983,2234) 1645 (1427,1864) 1284 (973,1595) 1284 (1284,1284) 1476 (-1640,4593)
5/20/2020 1573 172 (-2360,2704) 1284 (718,1850) 633 (-1025,2291) 1716 (1484,1949) 1284 (908,1660) 1284 (1284,1284) 1522 (-2993,6037)
5/21/2020 1594 172 (-2405,2748) 1284 (676,1892) 640 (-1055,2335) 1790 (1526,2053) 1284 (860,1708) 1284 (1284,1284) 1567 (-4506,7641)
5/22/2020 1594 172 (-2436,2779) 1284 (676,1892) 647 (-1071,2366) 1865 (1549,2181) 1284 (829,1739) 1284 (1284,1284) 1613 (-6163,9389)
5/23/2020 1594 172 (-2459,2803) 1284 (676,1892) 655 (-1080,2389) 1942 (1561,2324) 1284 (808,1760) 1284 (1284,1284) 1658 (-7955,11271)
5/24/2020 1594 172 (-2477,2820) 1284 (676,1892) 662 (-1083,2407) 2021 (1566,2477) 1284 (791,1777) 1284 (1284,1284) 1704 (-9871,13278)
5/25/2020 1689 172 (-2511,2855) 1284 (490,2078) 669 (-1103,2441) 2103 (1600,2605) 1284 (753,1815) 1284 (1284,1284) 1749 (-11904,15402)
5/26/2020 1711 172 (-2543,2887) 1284 (447,2121) 677 (-1120,2473) 2186 (1631,2741) 1284 (719,1849) 1284 (1284,1284) 1795 (-14048,17638)
5/27/2020 1731 172 (-2573,2917) 1284 (408,2160) 684 (-1135,2503) 2271 (1658,2884) 1284 (687,1881) 1284 (1284,1284) 1841 (-16297,19978)
5/28/2020 1828 172 (-2615,2959) 1284 (218,2350) 691 (-1163,2545) 2358 (1703,3014) 1284 (638,1930) 1284 (1284,1284) 1886 (-18648,22420)
5/29/2020 1828 172 (-2650,2994) 1284 (218,2350) 699 (-1183,2581) 2448 (1737,3158) 1284 (600,1968) 1284 (1284,1284) 1932 (-21095,24958)
5/30/2020 1916 172 (-2694,3038) 1284 (45,2523) 706 (-1213,2624) 2539 (1784,3294) 1284 (550,2018) 1284 (1284,1284) 1977 (-23636,27590)
5/31/2020 1976 172 (-2740,3084) 1284 (-72,2640) 713 (-1245,2671) 2633 (1834,3432) 1284 (496,2072) 1284 (1284,1284) 2023 (-26267,30312)
6/1/2020 2023 172 (-2787,3131) 1284 (-164,2732) 721 (-1277,2718) 2729 (1884,3573) 1284 (443,2125) 1284 (1284,1284) 2068 (-28984,33121)
6/2/2020 2089 172 (-2837,3181) 1284 (-294,2862) 728 (-1313,2769) 2827 (1938,3715) 1284 (386,2182) 1284 (1284,1284) 2114 (-31787,36014)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 1357 1340 (1231,1449) 1340 (1315,1366) 1292 (1164,1420) 1355 (1216,1493) 1340 (1312,1368) 690 (-618,1998)
5/17/2020 1421 1385 (496,2274) 1399 (1365,1432) 1330 (1175,1485) 1417 (186,2648) 1384 (1345,1423) 723 (-615,2061)
5/18/2020 1455 1431 (-467,3329) 1450 (1411,1489) 1368 (1208,1528) 1471 (-1078,4020) 1427 (1375,1478) 748 (-606,2102)
5/19/2020 1502 1476 (-1640,4593) 1496 (1450,1542) 1405 (1237,1573) 1553 (-3006,6112) 1474 (1409,1539) 777 (-594,2148)
5/20/2020 1573 1522 (-2993,6037) 1542 (1486,1598) 1442 (1252,1631) 1601 (-4939,8142) 1516 (1438,1595) 796 (-607,2198)
5/21/2020 1594 1567 (-4506,7641) 1588 (1518,1657) 1478 (1282,1674) 1653 (-7002,10308) 1563 (1469,1656) 820 (-603,2242)
5/22/2020 1594 1613 (-6163,9389) 1634 (1549,1719) 1513 (1322,1705) 1655 (-8710,12020) 1606 (1497,1715) 841 (-590,2271)
5/23/2020 1594 1658 (-7955,11271) 1681 (1578,1784) 1549 (1367,1731) 1731 (-10860,14323) 1652 (1527,1777) 856 (-576,2289)
5/24/2020 1594 1704 (-9871,13278) 1728 (1606,1850) 1584 (1413,1755) 1794 (-13292,16879) 1696 (1554,1837) 868 (-564,2299)
5/25/2020 1689 1749 (-11904,15402) 1776 (1633,1919) 1619 (1451,1787) 1847 (-15884,19578) 1741 (1582,1900) 888 (-558,2334)
5/26/2020 1711 1795 (-14048,17638) 1824 (1659,1989) 1654 (1490,1818) 1929 (-18865,22724) 1785 (1608,1962) 928 (-526,2382)
5/27/2020 1731 1841 (-16297,19978) 1873 (1684,2061) 1689 (1530,1847) 1978 (-21918,25874) 1830 (1634,2026) 956 (-503,2416)
5/28/2020 1828 1886 (-18648,22420) 1921 (1709,2134) 1723 (1560,1886) 2030 (-25056,29115) 1874 (1659,2090) 984 (-491,2460)
5/29/2020 1828 1932 (-21095,24958) 1971 (1733,2209) 1757 (1596,1919) 2032 (-27920,31983) 1919 (1684,2154) 1009 (-476,2494)
5/30/2020 1916 1977 (-23636,27590) 2020 (1756,2285) 1791 (1623,1959) 2108 (-31052,35268) 1964 (1708,2219) 1030 (-473,2533)
5/31/2020 1976 2023 (-26267,30312) 2070 (1778,2362) 1825 (1646,2004) 2170 (-34387,38727) 2009 (1732,2285) 1067 (-455,2589)
6/1/2020 2023 2068 (-28984,33121) 2121 (1800,2441) 1858 (1668,2049) 2224 (-37843,42290) 2053 (1755,2351) 1085 (-457,2628)
6/2/2020 2089 2114 (-31787,36014) 2171 (1821,2521) 1891 (1685,2098) 2306 (-41595,46207) 2098 (1778,2418) 1119 (-446,2683)

Table A.157 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for South Africa.

Table A.158.

Actual and Predicted Cases with 95% Confidence Intervals for South Africa using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 14355 2059 (-22041,26159) 13524 (11895,15153) 6666 (-8404,21736) 13069 (10547,15590) 12739 (9572,15906) 13524 (13524,13524) 14110 (12961,15259)
5/17/2020 15515 2059 (-23203,27322) 13524 (9622,17426) 6744 (-9421,22909) 13574 (10347,16801) 12739 (8287,17191) 13524 (13524,13524) 14740 (-101991,131471)
5/18/2020 16433 2059 (-24209,28328) 13524 (7822,19226) 6822 (-10280,23924) 14092 (10357,17828) 12739 (7200,18278) 13524 (13524,13524) 15370 (-244817,275557)
5/19/2020 17200 2059 (-25102,29220) 13524 (6319,20729) 6901 (-11023,24824) 14624 (10519,18728) 12739 (6248,19230) 13524 (13524,13524) 16000 (-418783,450783)
5/20/2020 18003 2059 (-25967,30085) 13524 (4745,22303) 6979 (-11740,25697) 15168 (10734,19601) 12739 (5323,20155) 13524 (13524,13524) 16630 (-619347,652606)
5/21/2020 19137 2059 (-26946,31064) 13524 (2523,24525) 7057 (-12575,26689) 15725 (10843,20606) 12739 (4252,21226) 13524 (13524,13524) 17260 (-843442,877962)
5/22/2020 20125 2059 (-27945,32063) 13524 (586,26462) 7135 (-13431,27701) 16295 (10959,21631) 12739 (3164,22314) 13524 (13524,13524) 17890 (-1088856,1124635)
5/23/2020 21343 2059 (-29026,33144) 13524 (-1801,28849) 7213 (-14373,28799) 16879 (11006,22751) 12739 (1979,23499) 13524 (13524,13524) 18519 (-1353894,1390933)
5/24/2020 22583 2059 (-30170,34288) 13524 (-4232,31280) 7291 (-15381,29963) 17476 (11012,23941) 12739 (728,24750) 13524 (13524,13524) 19149 (-1637212,1675510)
5/25/2020 23615 2059 (-31308,35426) 13524 (-6254,33302) 7369 (-16380,31118) 18087 (11062,25112) 12739 (-501,25979) 13524 (13524,13524) 19779 (-1937705,1977264)
5/26/2020 24264 2059 (-32355,36473) 13524 (-7526,34574) 7447 (-17281,32176) 18712 (11254,26170) 12739 (-1605,27083) 13524 (13524,13524) 20409 (-2254450,2295268)
5/27/2020 25937 2059 (-33552,37670) 13524 (-10805,37853) 7525 (-18341,33391) 19351 (11297,27406) 12739 (-2893,28371) 13524 (13524,13524) 21039 (-2586654,2628732)
5/28/2020 27403 2059 (-34825,38943) 13524 (-13679,40727) 7603 (-19479,34685) 20004 (11283,28726) 12739 (-4264,29742) 13524 (13524,13524) 21669 (-2933634,2976972)
5/29/2020 29240 2059 (-36229,40347) 13524 (-17279,44327) 7681 (-20754,36117) 20672 (11144,30199) 12739 (-5786,31264) 13524 (13524,13524) 22299 (-3294787,3339384)
5/30/2020 30967 2059 (-37719,41837) 13524 (-20664,47712) 7760 (-22117,37636) 21354 (10942,31765) 12739 (-7395,32873) 13524 (13524,13524) 22929 (-3669578,3715435)
5/31/2020 32683 2059 (-39276,43394) 13524 (-24028,51076) 7838 (-23548,39223) 22050 (10703,33398) 12739 (-9068,34546) 13524 (13524,13524) 23558 (-4057531,4104648)
6/1/2020 34357 2059 (-40880,44998) 13524 (-27309,54357) 7916 (-25025,40856) 22762 (10450,35073) 12739 (-10781,36259) 13524 (13524,13524) 24188 (-4458214,4506591)
6/2/2020 35812 2059 (-42489,46607) 13524 (-30160,57208) 7994 (-26502,42490) 23488 (10238,36738) 12739 (-12481,37959) 13524 (13524,13524) 24818 (-4871237,4920873)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 14355 14110 (12961,15259) 14292 (14186,14398) 12036 (7491,16581) 14270 (12808,15731) 14286 (14178,14395) 7519 (-5880,20918)
5/17/2020 15515 14740 (-101991,131471) 15045 (14832,15258) 12351 (6914,17788) 15016 (-674841,704872) 15028 (14807,15249) 7914 (-6255,22082)
5/18/2020 16433 15370 (-244817,275557) 15804 (15482,16127) 12669 (6517,18821) 15761 (-1525400,1556923) 15770 (15430,16110) 8380 (-6346,23107)
5/19/2020 17200 16000 (-418783,450783) 16571 (16131,17011) 12975 (6228,19723) 16507 (-2561288,2594301) 16512 (16043,16982) 8786 (-6401,23973)
5/20/2020 18003 16630 (-619347,652606) 17343 (16777,17910) 13275 (5955,20596) 17252 (-3755333,3789838) 17254 (16644,17864) 9161 (-6478,24800)
5/21/2020 19137 17260 (-843442,877962) 18123 (17421,18825) 13573 (5543,21603) 17998 (-5089259,5125254) 17996 (17235,18758) 9486 (-6745,25718)
5/22/2020 20125 17890 (-1088856,1124635) 18909 (18062,19755) 13872 (5113,22632) 18743 (-6549841,6587327) 18738 (17815,19661) 9917 (-6906,26739)
5/23/2020 21343 18519 (-1353894,1390933) 19702 (18703,20700) 14176 (4594,23757) 19488 (-8126958,8165935) 19480 (18386,20574) 10351 (-7131,27834)
5/24/2020 22583 19149 (-1637212,1675510) 20501 (19342,21660) 14486 (4018,24955) 20234 (-9812648,9853115) 20222 (18948,21496) 10823 (-7363,29009)
5/25/2020 23615 19779 (-1937705,1977264) 21307 (19980,22633) 14807 (3474,26140) 20979 (-11600309,11642267) 20964 (19501,22426) 11244 (-7636,30123)
5/26/2020 24264 20409 (-2254450,2295268) 22119 (20617,23621) 15138 (3062,27215) 21724 (-13484427,13527875) 21706 (20046,23365) 11657 (-7825,31139)
5/27/2020 25937 21039 (-2586654,2628732) 22938 (21255,24622) 15481 (2493,28469) 22469 (-15460295,15505233) 22448 (20583,24313) 11967 (-8291,32225)
5/28/2020 27403 21669 (-2933634,2976972) 23764 (21892,25636) 15835 (1862,29808) 23214 (-17523833,17570261) 23190 (21112,25267) 12456 (-8636,33547)
5/29/2020 29240 22299 (-3294787,3339384) 24596 (22529,26663) 16200 (1102,31299) 23959 (-19671443,19719360) 23932 (21634,26229) 12947 (-9097,34990)
5/30/2020 30967 22929 (-3669578,3715435) 25435 (23167,27703) 16577 (274,32881) 24703 (-21899915,21949321) 24674 (22149,27199) 13573 (-9471,36616)
5/31/2020 32683 23558 (-4057531,4104648) 26281 (23805,28756) 16967 (-597,34531) 25448 (-24206441,24257337) 25416 (22656,28175) 14004 (-10113,38120)
6/1/2020 34357 24188 (-4458214,4506591) 27133 (24444,29822) 17369 (-1487,36225) 26193 (-26588435,26640820) 26158 (23157,29159) 14472 (-10761,39706)
6/2/2020 35812 24818 (-4871237,4920873) 27992 (25084,30900) 17786 (-2342,37914) 26937 (-29043561,29097435) 26900 (23651,30148) 14872 (-11490,41233)

Table A.158 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for South Sudan.

Table A.159.

Actual and Predicted Cases with 95% Confidence Intervals for South Sudan using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 236 17 (-413,447) 236 (236,236) 62 (-280,403) 188 (93,283) 120 (-107,347) 236 (236,236) 250 (222,278)
5/17/2020 290 17 (-469,502) 236 (130,342) 62 (-335,460) 198 (53,342) 120 (-165,405) 236 (236,236) 267 (165,370)
5/18/2020 290 17 (-486,520) 236 (130,342) 63 (-350,477) 208 (58,358) 120 (-182,422) 236 (236,236) 285 (81,488)
5/19/2020 290 17 (-495,528) 236 (130,342) 64 (-357,485) 219 (71,366) 120 (-190,430) 236 (236,236) 302 (-22,626)
5/20/2020 290 17 (-500,533) 236 (130,342) 65 (-360,490) 230 (88,372) 120 (-195,435) 236 (236,236) 319 (-143,781)
5/21/2020 481 17 (-584,617) 236 (-244,716) 66 (-446,577) 241 (10,473) 120 (-288,528) 236 (236,236) 336 (-279,950)
5/22/2020 563 17 (-671,704) 236 (-405,877) 66 (-533,666) 253 (-61,567) 120 (-380,620) 236 (236,236) 353 (-428,1134)
5/23/2020 655 17 (-764,797) 236 (-585,1057) 67 (-626,760) 265 (-134,664) 120 (-477,717) 236 (236,236) 370 (-590,1331)
5/24/2020 655 17 (-829,863) 236 (-585,1057) 68 (-690,826) 277 (-172,727) 120 (-542,782) 236 (236,236) 387 (-764,1539)
5/25/2020 806 17 (-923,957) 236 (-881,1353) 69 (-783,920) 290 (-243,824) 120 (-639,879) 236 (236,236) 405 (-949,1758)
5/26/2020 806 17 (-994,1027) 236 (-881,1353) 69 (-852,991) 303 (-286,892) 120 (-709,949) 236 (236,236) 422 (-1145,1988)
5/27/2020 994 17 (-1098,1131) 236 (-1250,1722) 70 (-955,1096) 317 (-365,998) 120 (-815,1055) 236 (236,236) 439 (-1351,2229)
5/28/2020 994 17 (-1179,1212) 236 (-1250,1722) 71 (-1035,1177) 331 (-417,1078) 120 (-897,1137) 236 (236,236) 456 (-1567,2479)
5/29/2020 994 17 (-1244,1277) 236 (-1250,1722) 72 (-1098,1242) 345 (-452,1141) 120 (-961,1201) 236 (236,236) 473 (-1791,2738)
5/30/2020 994 17 (-1298,1331) 236 (-1250,1722) 72 (-1150,1295) 359 (-475,1193) 120 (-1014,1254) 236 (236,236) 490 (-2025,3006)
5/31/2020 994 17 (-1343,1376) 236 (-1250,1722) 73 (-1194,1340) 374 (-489,1237) 120 (-1059,1299) 236 (236,236) 507 (-2268,3282)
6/1/2020 994 17 (-1382,1415) 236 (-1250,1722) 74 (-1231,1379) 389 (-496,1274) 120 (-1097,1337) 236 (236,236) 525 (-2518,3567)
6/2/2020 994 17 (-1416,1449) 236 (-1250,1722) 75 (-1262,1412) 405 (-497,1307) 120 (-1130,1370) 236 (236,236) 542 (-2777,3861)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 236 250 (222,278) 279 (269,289) 209 (157,262) 239 (233,246) 279 (269,289) 147 (-28,322)
5/17/2020 290 267 (165,370) 298 (281,314) 223 (122,323) 254 (227,280) 298 (281,314) 155 (-70,379)
5/18/2020 290 285 (81,488) 303 (281,326) 236 (133,338) 278 (212,343) 302 (280,325) 168 (-62,397)
5/19/2020 290 302 (-22,626) 327 (295,360) 248 (151,346) 300 (188,413) 325 (293,358) 174 (-56,403)
5/20/2020 290 319 (-143,781) 368 (320,415) 261 (169,352) 308 (156,461) 365 (318,413) 194 (-28,416)
5/21/2020 481 336 (-279,950) 396 (334,458) 273 (86,459) 321 (126,516) 393 (331,454) 198 (-106,502)
5/22/2020 563 353 (-428,1134) 407 (332,482) 285 (16,553) 349 (96,602) 402 (327,476) 243 (-124,611)
5/23/2020 655 370 (-590,1331) 425 (336,515) 297 (-57,650) 354 (50,658) 418 (329,507) 267 (-169,704)
5/24/2020 655 387 (-764,1539) 461 (355,568) 309 (-94,711) 368 (11,726) 453 (346,559) 302 (-170,773)
5/25/2020 806 405 (-949,1758) 495 (370,620) 321 (-166,807) 392 (-28,813) 484 (359,609) 279 (-276,833)
5/26/2020 806 422 (-1145,1988) 512 (370,655) 333 (-209,874) 415 (-77,906) 499 (357,642) 301 (-307,908)
5/27/2020 994 439 (-1351,2229) 529 (368,690) 345 (-290,981) 423 (-136,981) 513 (353,674) 292 (-412,996)
5/28/2020 994 456 (-1567,2479) 560 (379,741) 358 (-343,1059) 436 (-191,1062) 542 (361,722) 342 (-421,1106)
5/29/2020 994 473 (-1791,2738) 595 (393,798) 371 (-380,1121) 464 (-241,1169) 575 (373,776) 332 (-481,1145)
5/30/2020 994 490 (-2025,3006) 619 (395,843) 384 (-404,1172) 469 (-310,1247) 595 (372,818) 344 (-508,1196)
5/31/2020 994 507 (-2268,3282) 637 (392,882) 398 (-420,1215) 483 (-371,1337) 609 (365,853) 318 (-570,1207)
6/1/2020 994 525 (-2518,3567) 664 (396,931) 411 (-428,1251) 507 (-430,1444) 633 (366,899) 332 (-586,1250)
6/2/2020 994 542 (-2777,3861) 698 (407,990) 425 (-432,1282) 529 (-496,1554) 664 (374,955) 349 (-591,1290)

Table A.159 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Spain.

Table A.160.

Actual and Predicted Cases with 95% Confidence Intervals for Spain using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST
5/16/2020 230698 81065 (-212215,374345) 230183 (229174,231192) 232375 (229088,235661) 246518 (215511,277524) 224350 (211908,236792)
5/17/2020 230698 81065 (-212215,374345) 230183 (229174,231192) 234939 (228618,241260) 247382 (215517,279246) 224350 (211908,236792)
5/18/2020 231606 81065 (-212809,374940) 230183 (227394,232972) 237504 (229067,245941) 248095 (216078,280111) 224350 (211288,237412)
5/19/2020 232037 81065 (-213318,375449) 230183 (226549,233817) 240069 (229329,250808) 248653 (216498,280808) 224350 (210759,237941)
5/20/2020 232555 81065 (-213827,375958) 230183 (225534,234832) 242633 (229583,255683) 249053 (216862,281244) 224350 (210226,238474)
5/21/2020 233037 81065 (-214324,376455) 230183 (224589,235777) 245198 (229816,260580) 249292 (217156,281428) 224350 (209702,238998)
5/22/2020 234824 81065 (-215186,377316) 230183 (221087,239279) 247762 (230596,264928) 249365 (217723,281008) 224350 (208726,239974)
5/23/2020 235290 81065 (-215946,378077) 230183 (220173,240193) 250327 (231185,269469) 249271 (218127,280415) 224350 (207886,240814)
5/24/2020 235772 81065 (-216643,378774) 230183 (219229,241137) 252891 (231659,274123) 249004 (218395,279614) 224350 (207127,241573)
5/25/2020 235400 81065 (-217125,379256) 230183 (219958,240408) 255456 (231786,279125) 248563 (218400,278725) 224350 (206633,242067)
5/26/2020 236259 81065 (-217674,379805) 230183 (218274,242092) 258021 (232046,283995) 247943 (218366,277519) 224350 (206050,242650)
5/27/2020 236259 81065 (-218132,380262) 230183 (218274,242092) 260585 (232161,289009) 247140 (218162,276119) 224350 (205578,243122)
5/28/2020 237906 81065 (-218771,380902) 230183 (215046,245320) 263150 (232587,293712) 246153 (217952,274353) 224350 (204867,243833)
5/29/2020 238564 81065 (-219413,381543) 230183 (213756,246610) 265714 (233009,298419) 244976 (217595,272357) 224350 (204153,244547)
5/30/2020 239228 81065 (-220057,382188) 230183 (212455,247911) 268279 (233430,303128) 243607 (217061,270152) 224350 (203436,245264)
5/31/2020 239479 81065 (-220651,382782) 230183 (211963,248403) 270843 (233766,307921) 242042 (216309,267775) 224350 (202786,245914)
6/1/2020 239638 81065 (-221193,383324) 230183 (211651,248715) 273408 (234018,312798) 240278 (215311,265245) 224350 (202203,246497)
6/2/2020 239932 81065 (-221707,383838) 230183 (211075,249291) 275972 (234228,317717) 238312 (214037,262587) 224350 (201655,247045)
Predicted Cases (95% Confidence Interval)
Date Actual Cases SES HLT DT ARIMA

5/16/2020 230698 230183 (230183,230183) 231318 (229093,233544) 231214 (229194,233234) 231080 (227646,234515)
5/17/2020 230698 230183 (230183,230183) 232341 (-133403,598084) 232138 (-68407,532684) 231906 (226616,237195)
5/18/2020 231606 230183 (230183,230183) 233363 (-582860,1049586) 233050 (-433551,899650) 232738 (225260,240216)
5/19/2020 232037 230183 (230183,230183) 234385 (-1130272,1599041) 233947 (-874079,1341973) 233578 (223637,243518)
5/20/2020 232555 230183 (230183,230183) 235407 (-1761316,2232129) 234831 (-1377174,1846837) 234424 (221782,247067)
5/21/2020 233037 230183 (230183,230183) 236429 (-2466345,2939203) 235702 (-1934042,2405447) 235279 (219717,250840)
5/22/2020 234824 230183 (230183,230183) 237451 (-3238390,3713292) 236560 (-2538209,3011330) 236140 (217458,254822)
5/23/2020 235290 230183 (230183,230183) 238473 (-4072129,4549075) 237405 (-3184646,3659456) 237009 (215018,258999)
5/24/2020 235772 230183 (230183,230183) 239495 (-4963327,5442318) 238238 (-3869287,4345763) 237884 (212409,263360)
5/25/2020 235400 230183 (230183,230183) 240517 (-5908517,6389552) 239058 (-4588754,5066870) 238767 (209638,267897)
5/26/2020 236259 230183 (230183,230183) 241539 (-6904788,7387867) 239866 (-5340175,5819907) 239658 (206714,272602)
5/27/2020 236259 230183 (230183,230183) 242561 (-7949655,8434778) 240662 (-6121067,6602391) 240555 (203643,277468)
5/28/2020 237906 230183 (230183,230183) 243584 (-9040963,9528130) 241446 (-6929251,7412143) 241460 (200430,282490)
5/29/2020 238564 230183 (230183,230183) 244606 (-10176818,10666030) 242218 (-7762800,8247236) 242372 (197082,287662)
5/30/2020 239228 230183 (230183,230183) 245628 (-11355544,11846800) 242979 (-8619983,9105942) 243292 (193604,292980)
5/31/2020 239479 230183 (230183,230183) 246650 (-12575638,13068937) 243729 (-9499244,9986702) 244218 (189998,298439)
6/1/2020 239638 230183 (230183,230183) 247672 (-13835744,14331088) 244467 (-10399167,10888101) 245152 (186269,304036)
6/2/2020 239932 230183 (230183,230183) 248694 (-15134633,15632022) 245194 (-11318460,11808848) 246093 (182421,309766)



Predicted Cases (95% Confidence Interval)
Date Actual Cases LSTM HWA SSM Sutte-Arima

5/16/2020 230698 221505 (203487,239523) 230786 (229605,231967) 231063 (227251,234875) 115900 (-109105,340904)
5/17/2020 230698 220889 (202258,239521) 231474 (-77304,540253) 231864 (226011,237718) 116288 (-108337,340913)
5/18/2020 231606 220370 (200544,240196) 232193 (-469441,933826) 232666 (224398,240933) 116562 (-108350,341474)
5/19/2020 232037 219846 (198929,240764) 232748 (-891547,1357044) 233467 (222481,244453) 117026 (-108013,342066)
5/20/2020 232555 219336 (197329,241343) 233856 (-1541329,2009041) 234269 (220298,248239) 117436 (-107723,342594)
5/21/2020 233037 218847 (195771,241923) 234919 (-2328204,2798041) 235070 (217874,252267) 117949 (-107278,343177)
5/22/2020 234824 218382 (193790,242975) 235079 (-2967814,3437972) 235872 (215227,256517) 118309 (-107370,343988)
5/23/2020 235290 217947 (191993,243902) 235655 (-3637723,4109034) 236673 (212372,260974) 118970 (-106999,344939)
5/24/2020 235772 217541 (190326,244756) 236246 (-4342822,4815315) 237475 (209321,265629) 119399 (-106806,345605)
5/25/2020 235400 217162 (188978,245347) 236869 (-5089476,5563213) 238276 (206083,270469) 119841 (-106394,346075)
5/26/2020 236259 216809 (187581,246036) 237331 (-5840329,6314991) 239078 (202668,275487) 119925 (-106472,346322)
5/27/2020 236259 216487 (186351,246624) 238346 (-6716551,7193243) 239879 (199082,280676) 120440 (-106008,346887)
5/28/2020 237906 216191 (184923,247460) 239319 (-7693665,8172303) 240681 (195332,286029) 120812 (-105873,347496)
5/29/2020 238564 215918 (183536,248300) 239391 (-8577700,9056482) 241482 (191424,291540) 121605 (-105263,348473)
5/30/2020 239228 215660 (182180,249140) 239880 (-9470001,9949761) 242283 (187363,297204) 122031 (-105027,349089)
5/31/2020 239479 215422 (180928,249916) 240386 (-10376253,10857025) 243085 (183154,303016) 122605 (-104579,349790)
6/1/2020 239638 215202 (179779,250625) 240925 (-11303481,11785332) 243886 (178800,308973) 122839 (-104449,350126)
6/2/2020 239932 214993 (178692,251295) 241306 (-12224811,12707423) 244688 (174307,315069) 123226 (-104143,350594)

Table A.160 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Sri Lanka.

Table A.161.

Actual and Predicted Cases with 95% Confidence Intervals for Sri Lanka using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 960 199 (-1292,1690) 935 (886,984) 625 (-31,1281) 1101 (825,1377) 869 (691,1047) 935 (935,935) 953 (918,988)
5/17/2020 981 199 (-1313,1711) 935 (845,1025) 632 (-38,1302) 1138 (846,1430) 869 (669,1069) 935 (935,935) 969 (845,1093)
5/18/2020 992 199 (-1327,1725) 935 (823,1047) 640 (-37,1317) 1176 (859,1493) 869 (654,1084) 935 (935,935) 985 (742,1228)
5/19/2020 1027 199 (-1352,1750) 935 (755,1115) 647 (-48,1341) 1215 (885,1546) 869 (627,1111) 935 (935,935) 1001 (616,1387)
5/20/2020 1028 199 (-1367,1765) 935 (753,1117) 654 (-48,1356) 1255 (899,1612) 869 (612,1126) 935 (935,935) 1017 (469,1566)
5/21/2020 1055 199 (-1386,1784) 935 (700,1170) 661 (-53,1376) 1296 (918,1674) 869 (591,1147) 935 (935,935) 1033 (305,1762)
5/22/2020 1068 199 (-1403,1801) 935 (674,1196) 668 (-56,1393) 1337 (934,1740) 869 (572,1166) 935 (935,935) 1050 (124,1975)
5/23/2020 1089 199 (-1422,1820) 935 (633,1237) 676 (-60,1412) 1380 (952,1807) 869 (552,1186) 935 (935,935) 1066 (-72,2203)
5/24/2020 1141 199 (-1448,1846) 935 (531,1339) 683 (-73,1439) 1423 (980,1866) 869 (522,1216) 935 (935,935) 1082 (-282,2445)
5/25/2020 1182 199 (-1478,1876) 935 (451,1419) 690 (-89,1469) 1467 (1011,1923) 869 (487,1251) 935 (935,935) 1098 (-505,2700)
5/26/2020 1319 199 (-1532,1930) 935 (182,1688) 697 (-131,1526) 1512 (1063,1962) 869 (418,1320) 935 (935,935) 1114 (-740,2968)
5/27/2020 1469 199 (-1607,2005) 935 (-112,1982) 705 (-199,1608) 1558 (1125,1991) 869 (319,1419) 935 (935,935) 1130 (-987,3248)
5/28/2020 1530 199 (-1681,2079) 935 (-231,2101) 712 (-264,1687) 1605 (1187,2023) 869 (230,1508) 935 (935,935) 1146 (-1246,3539)
5/29/2020 1558 199 (-1747,2146) 935 (-286,2156) 719 (-319,1757) 1653 (1247,2059) 869 (156,1582) 935 (935,935) 1162 (-1516,3841)
5/30/2020 1620 199 (-1814,2212) 935 (-408,2278) 726 (-374,1826) 1702 (1307,2096) 869 (82,1656) 935 (935,935) 1178 (-1796,4153)
5/31/2020 1633 199 (-1873,2271) 935 (-433,2303) 733 (-419,1886) 1751 (1365,2138) 869 (20,1718) 935 (935,935) 1195 (-2086,4476)
6/1/2020 1643 199 (-1925,2323) 935 (-453,2323) 741 (-457,1938) 1802 (1420,2184) 869 (-33,1771) 935 (935,935) 1211 (-2387,4808)
6/2/2020 1683 199 (-1976,2374) 935 (-531,2401) 748 (-493,1989) 1854 (1474,2233) 869 (-85,1823) 935 (935,935) 1227 (-2697,5150)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 960 951 (920,982) 946 (932,960) 903 (791,1015) 946 (925,967) 946 (931,960) 481 (-458,1420)
5/17/2020 981 965 (863,1068) 957 (930,984) 907 (778,1037) 956 (800,1111) 956 (929,984) 486 (-469,1441)
5/18/2020 992 980 (782,1177) 968 (927,1008) 912 (772,1051) 966 (634,1299) 966 (925,1007) 493 (-469,1456)
5/19/2020 1027 993 (684,1303) 978 (923,1033) 915 (752,1078) 975 (445,1506) 975 (919,1031) 499 (-483,1480)
5/20/2020 1028 1007 (571,1443) 988 (918,1058) 918 (744,1093) 983 (245,1721) 984 (912,1056) 505 (-485,1495)
5/21/2020 1055 1021 (446,1595) 998 (913,1083) 921 (729,1113) 991 (27,1956) 992 (904,1080) 507 (-498,1512)
5/22/2020 1068 1034 (309,1759) 1008 (907,1108) 924 (717,1131) 999 (-206,2204) 1000 (894,1105) 515 (-502,1531)
5/23/2020 1089 1047 (163,1931) 1017 (901,1133) 926 (702,1151) 1006 (-451,2463) 1007 (884,1130) 516 (-515,1546)
5/24/2020 1141 1060 (7,2112) 1027 (895,1159) 928 (675,1181) 1013 (-705,2731) 1014 (874,1154) 524 (-528,1576)
5/25/2020 1182 1072 (-157,2301) 1036 (889,1184) 930 (644,1217) 1021 (-972,3014) 1020 (862,1179) 533 (-543,1609)
5/26/2020 1319 1085 (-328,2497) 1045 (882,1208) 932 (576,1288) 1027 (-1246,3299) 1027 (850,1203) 542 (-582,1666)
5/27/2020 1469 1097 (-506,2700) 1054 (876,1233) 934 (478,1390) 1032 (-1518,3582) 1033 (837,1228) 567 (-624,1758)
5/28/2020 1530 1109 (-691,2908) 1063 (869,1257) 935 (391,1480) 1037 (-1794,3868) 1038 (824,1252) 589 (-664,1842)
5/29/2020 1558 1121 (-881,3122) 1072 (863,1282) 937 (319,1554) 1043 (-2072,4158) 1043 (811,1276) 597 (-712,1905)
5/30/2020 1620 1132 (-1077,3341) 1081 (856,1305) 938 (249,1627) 1048 (-2354,4449) 1048 (797,1299) 582 (-787,1951)
5/31/2020 1633 1144 (-1278,3565) 1090 (850,1329) 940 (191,1688) 1052 (-2637,4741) 1053 (783,1323) 570 (-854,1995)
6/1/2020 1643 1155 (-1484,3794) 1098 (844,1352) 941 (141,1740) 1058 (-2925,5040) 1057 (769,1346) 567 (-907,2040)
6/2/2020 1683 1166 (-1695,4026) 1107 (838,1375) 942 (93,1791) 1062 (-3214,5338) 1061 (754,1369) 568 (-954,2089)

Table A.161 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Sudan.

Table A.162.

Actual and Predicted Cases with 95% Confidence Intervals for Sudan using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 2289 178 (-3960,4316) 1964 (1327,2601) 648 (-2568,3864) 1821 (904,2738) 1818 (895,2741) 1964 (1964,1964) 2072 (1860,2285)
5/17/2020 2289 178 (-3960,4316) 1964 (1327,2601) 656 (-2553,3865) 1915 (1084,2745) 1818 (895,2741) 1964 (1964,1964) 2184 (-1769,6136)
5/18/2020 2591 178 (-4167,4522) 1964 (735,3193) 664 (-2745,4073) 2011 (1068,2955) 1818 (663,2973) 1964 (1964,1964) 2295 (-6383,10972)
5/19/2020 2728 178 (-4339,4694) 1964 (467,3461) 672 (-2902,4246) 2111 (1094,3127) 1818 (478,3158) 1964 (1964,1964) 2406 (-12002,16813)
5/20/2020 2728 178 (-4439,4795) 1964 (467,3461) 680 (-2986,4346) 2213 (1198,3228) 1818 (378,3258) 1964 (1964,1964) 2517 (-18484,23517)
5/21/2020 3138 178 (-4657,5013) 1964 (-337,4265) 688 (-3191,4567) 2318 (1183,3454) 1818 (132,3504) 1964 (1964,1964) 2628 (-25730,30985)
5/22/2020 3378 178 (-4887,5243) 1964 (-807,4735) 696 (-3408,4800) 2426 (1161,3692) 1818 (-124,3760) 1964 (1964,1964) 2739 (-33668,39146)
5/23/2020 3628 178 (-5129,5485) 1964 (-1297,5225) 704 (-3637,5045) 2538 (1133,3942) 1818 (-390,4026) 1964 (1964,1964) 2850 (-42246,47945)
5/24/2020 3820 178 (-5363,5718) 1964 (-1674,5602) 712 (-3857,5281) 2652 (1123,4180) 1818 (-640,4276) 1964 (1964,1964) 2961 (-51417,57339)
5/25/2020 3976 178 (-5582,5937) 1964 (-1980,5908) 720 (-4061,5501) 2769 (1138,4401) 1818 (-870,4506) 1964 (1964,1964) 3072 (-61148,67292)
5/26/2020 3976 178 (-5755,6110) 1964 (-1980,5908) 728 (-4219,5674) 2890 (1207,4573) 1818 (-1045,4681) 1964 (1964,1964) 3183 (-71408,77774)
5/27/2020 4346 178 (-5972,6328) 1964 (-2705,6633) 736 (-4422,5893) 3013 (1234,4792) 1818 (-1274,4910) 1964 (1964,1964) 3294 (-82171,88759)
5/28/2020 4346 178 (-6151,6506) 1964 (-2705,6633) 744 (-4585,6072) 3140 (1309,4971) 1818 (-1455,5091) 1964 (1964,1964) 3405 (-93415,100226)
5/29/2020 4521 178 (-6331,6686) 1964 (-3048,6976) 752 (-4749,6253) 3270 (1388,5152) 1818 (-1639,5275) 1964 (1964,1964) 3516 (-105121,112153)
5/30/2020 4800 178 (-6531,6887) 1964 (-3595,7523) 760 (-4935,6454) 3404 (1453,5354) 1818 (-1847,5483) 1964 (1964,1964) 3627 (-117271,124526)
5/31/2020 5026 178 (-6739,7095) 1964 (-4038,7966) 768 (-5127,6663) 3540 (1516,5564) 1818 (-2063,5699) 1964 (1964,1964) 3738 (-129850,137327)
6/1/2020 5173 178 (-6940,7296) 1964 (-4326,8254) 776 (-5314,6865) 3680 (1592,5768) 1818 (-2271,5907) 1964 (1964,1964) 3850 (-142843,150542)
6/2/2020 5310 178 (-7135,7490) 1964 (-4594,8522) 784 (-5493,7060) 3824 (1682,5966) 1818 (-2471,6107) 1964 (1964,1964) 3961 (-156239,164160)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 2289 2072 (1860,2285) 2042 (1997,2086) 1970 (1346,2595) 2045 (1887,2202) 2032 (1987,2077) 1073 (-1309,3456)
5/17/2020 2289 2184 (-1769,6136) 2146 (2081,2211) 2171 (1700,2642) 2128 (-3971,8227) 2129 (2064,2195) 1157 (-1146,3459)
5/18/2020 2591 2295 (-6383,10972) 2242 (2147,2337) 2402 (1962,2842) 2216 (-11594,16026) 2216 (2118,2314) 1205 (-1244,3653)
5/19/2020 2728 2406 (-12002,16813) 2342 (2215,2470) 2671 (2286,3056) 2299 (-20655,25253) 2307 (2174,2440) 1283 (-1267,3833)
5/20/2020 2728 2517 (-18484,23517) 2442 (2278,2606) 2987 (2574,3399) 2382 (-31071,35836) 2396 (2223,2568) 1298 (-1305,3900)
5/21/2020 3138 2628 (-25730,30985) 2543 (2340,2746) 3369 (2950,3789) 2456 (-42230,47143) 2485 (2271,2700) 1348 (-1426,4122)
5/22/2020 3378 2739 (-33668,39146) 2645 (2400,2889) 3851 (3328,4374) 2543 (-54727,59812) 2575 (2314,2836) 1419 (-1531,4369)
5/23/2020 3628 2850 (-42246,47945) 2747 (2459,3036) 4460 (3704,5217) 2618 (-67945,73181) 2664 (2355,2974) 1488 (-1644,4621)
5/24/2020 3820 2961 (-51417,57339) 2851 (2515,3186) 5254 (4077,6431) 2694 (-81893,87280) 2754 (2393,3115) 1583 (-1712,4878)
5/25/2020 3976 3072 (-61148,67292) 2955 (2571,3340) 6331 (4493,8169) 2773 (-96718,102265) 2843 (2429,3258) 1595 (-1862,5052)
5/26/2020 3976 3183 (-71408,77774) 3060 (2625,3496) 7866 (4975,10757) 2849 (-112200,117898) 2933 (2462,3404) 1633 (-1942,5208)
5/27/2020 4346 3294 (-82171,88759) 3166 (2677,3656) 10146 (5853,14439) 2925 (-128355,134205) 3022 (2492,3552) 1643 (-2107,5392)
5/28/2020 4346 3405 (-93415,100226) 3273 (2729,3818) 13846 (7237,20454) 2991 (-144847,150829) 3112 (2521,3703) 1728 (-2145,5601)
5/29/2020 4521 3516 (-105121,112153) 3381 (2779,3983) 20229 (9824,30634) 3070 (-162097,168237) 3201 (2547,3856) 1755 (-2249,5759)
5/30/2020 4800 3627 (-117271,124526) 3490 (2829,4151) 32197 (15072,49322) 3138 (-179747,186023) 3291 (2571,4011) 1839 (-2309,5987)
5/31/2020 5026 3738 (-129850,137327) 3599 (2877,4321) 55996 (26017,85975) 3207 (-197813,204226) 3380 (2593,4168) 1877 (-2425,6180)
6/1/2020 5173 3850 (-142843,150542) 3710 (2925,4494) 103089 (48204,157974) 3279 (-216426,222985) 3470 (2613,4327) 1971 (-2472,6414)
6/2/2020 5310 3961 (-156239,164160) 3821 (2972,4670) 193154 (91292,295015) 3348 (-235448,242144) 3559 (2631,4488) 2022 (-2555,6599)

Table A.162 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Suriname.

Table A.163.

Actual and Predicted Cases with 95% Confidence Intervals for Suriname using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 10 5 (-6,15) 10 (10,10) 12 (8,17) 8 (5,12) 10 (10,10) 10 (10,10) 10 (10,10)
5/17/2020 10 5 (-6,15) 10 (10,10) 12 (8,17) 8 (5,12) 10 (10,10) 10 (10,10) 10 (10,10)
5/18/2020 11 5 (-6,16) 10 (8,12) 13 (8,17) 8 (3,12) 10 (9,11) 10 (10,10) 10 (10,10)
5/19/2020 11 5 (-7,16) 10 (8,12) 13 (9,17) 7 (2,13) 10 (9,11) 10 (10,10) 10 (10,10)
5/20/2020 11 5 (-7,16) 10 (8,12) 13 (9,17) 7 (1,13) 10 (8,12) 10 (10,10) 10 (10,10)
5/21/2020 11 5 (-7,16) 10 (8,12) 13 (9,17) 7 (0,13) 10 (8,12) 10 (10,10) 10 (10,10)
5/22/2020 11 5 (-7,17) 10 (8,12) 13 (9,17) 6 (0,13) 10 (8,12) 10 (10,10) 10 (10,10)
5/23/2020 11 5 (-7,17) 10 (8,12) 13 (9,17) 6 (-1,13) 10 (8,12) 10 (10,10) 10 (10,10)
5/24/2020 11 5 (-7,17) 10 (8,12) 13 (9,17) 6 (-2,13) 10 (8,12) 10 (10,10) 10 (10,10)
5/25/2020 11 5 (-7,17) 10 (8,12) 13 (9,18) 5 (-3,13) 10 (8,12) 10 (10,10) 10 (10,10)
5/26/2020 11 5 (-7,17) 10 (8,12) 14 (9,18) 5 (-4,13) 10 (8,12) 10 (10,10) 10 (10,10)
5/27/2020 12 5 (-8,17) 10 (6,14) 14 (10,18) 4 (-5,14) 10 (8,12) 10 (10,10) 10 (10,10)
5/28/2020 12 5 (-8,17) 10 (6,14) 14 (10,18) 4 (-7,14) 10 (8,12) 10 (10,10) 10 (10,10)
5/29/2020 12 5 (-8,17) 10 (6,14) 14 (10,18) 3 (-8,14) 10 (8,12) 10 (10,10) 10 (10,10)
5/30/2020 14 5 (-8,18) 10 (2,18) 14 (10,18) 3 (-9,14) 10 (7,13) 10 (10,10) 10 (10,10)
5/31/2020 23 5 (-11,20) 10 (-15,35) 14 (8,20) 2 (-14,17) 10 (3,17) 10 (10,10) 10 (10,10)
6/1/2020 44 5 (-19,29) 10 (-57,77) 14 (-1,30) 1 (-24,27) 10 (-8,28) 10 (10,10) 10 (10,10)
6/2/2020 54 5 (-28,37) 10 (-76,96) 14 (-9,38) 1 (-34,35) 10 (-17,37) 10 (10,10) 10 (10,10)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 10 10 (10,10) 10 (9,11) 10 (10,10) 10 (10,10) 10 (9,11) 5 (-5,15)
5/17/2020 10 10 (10,10) 10 (9,11) 10 (10,10) 10 (10,10) 10 (9,11) 5 (-5,15)
5/18/2020 11 10 (10,10) 10 (9,11) 10 (9,11) 10 (10,10) 10 (9,11) 5 (-5,15)
5/19/2020 11 10 (10,10) 10 (8,12) 10 (9,11) 10 (10,10) 10 (8,12) 5 (-6,16)
5/20/2020 11 10 (10,10) 10 (8,12) 10 (9,11) 10 (10,10) 10 (8,12) 5 (-6,16)
5/21/2020 11 10 (10,10) 10 (7,13) 10 (9,12) 10 (10,10) 10 (7,13) 5 (-6,16)
5/22/2020 11 10 (10,10) 10 (7,13) 10 (9,12) 10 (10,10) 10 (7,13) 5 (-6,16)
5/23/2020 11 10 (10,10) 10 (7,13) 10 (9,12) 10 (10,10) 10 (7,13) 5 (-6,16)
5/24/2020 11 10 (10,10) 10 (6,14) 10 (9,12) 10 (10,10) 10 (6,14) 5 (-6,16)
5/25/2020 11 10 (10,10) 10 (6,14) 10 (9,12) 10 (10,10) 10 (6,14) 5 (-6,16)
5/26/2020 11 10 (10,10) 10 (6,14) 10 (9,12) 10 (10,10) 10 (6,14) 5 (-6,16)
5/27/2020 12 10 (10,10) 10 (5,15) 10 (8,12) 10 (10,10) 10 (5,15) 5 (-7,17)
5/28/2020 12 10 (10,10) 10 (5,15) 10 (8,12) 10 (10,10) 10 (5,15) 5 (-7,17)
5/29/2020 12 10 (10,10) 10 (4,16) 10 (8,12) 10 (10,10) 10 (4,16) 5 (-7,17)
5/30/2020 14 10 (10,10) 10 (4,16) 10 (7,13) 10 (10,10) 10 (4,16) 5 (-7,17)
5/31/2020 23 10 (10,10) 10 (3,17) 10 (3,17) 10 (10,10) 10 (3,17) 5 (-9,20)
6/1/2020 44 10 (10,10) 10 (3,17) 10 (-7,28) 10 (10,10) 10 (3,17) 7 (-15,30)
6/2/2020 54 10 (10,10) 10 (3,18) 10 (-16,37) 10 (10,10) 10 (3,18) 12 (-17,41)

Table A.163 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Sweden.

Table A.164.

Actual and Predicted Cases with 95% Confidence Intervals for Sweden using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 29677 6953 (-37585,51492) 29207 (28286,30128) 21331 (4974,37689) 32669 (26805,38532) 29207 (28286,30128) 29207 (29207,29207) 29776 (28661,30891)
5/17/2020 30143 6953 (-38044,51951) 29207 (27372,31042) 21575 (4999,38152) 33542 (27267,39817) 29207 (27755,30659) 29207 (29207,29207) 30361 (-74923,135645)
5/18/2020 30377 6953 (-38351,52257) 29207 (26914,31500) 21819 (5176,38461) 34429 (27553,41304) 29207 (27430,30984) 29207 (29207,29207) 30946 (-203668,265561)
5/19/2020 30799 6953 (-38713,52620) 29207 (26087,32327) 22063 (5298,38827) 35330 (27902,42757) 29207 (27016,31398) 29207 (29207,29207) 31531 (-360479,423542)
5/20/2020 31523 6953 (-39222,53129) 29207 (24668,33746) 22306 (5274,39338) 36244 (28417,44071) 29207 (26385,32029) 29207 (29207,29207) 32117 (-541261,605494)
5/21/2020 32172 6953 (-39780,53687) 29207 (23396,35018) 22550 (5200,39900) 37173 (28984,45362) 29207 (25705,32709) 29207 (29207,29207) 32702 (-743253,808657)
5/22/2020 32809 6953 (-40363,54270) 29207 (22147,36267) 22794 (5100,40487) 38116 (29575,46657) 29207 (25008,33406) 29207 (29207,29207) 33287 (-964460,1031034)
5/23/2020 33188 6953 (-40896,54802) 29207 (21404,37010) 23037 (5054,41021) 39073 (30103,48043) 29207 (24407,34007) 29207 (29207,29207) 33872 (-1203356,1271100)
5/24/2020 33459 6953 (-41369,55275) 29207 (20873,37541) 23281 (5068,41494) 40045 (30556,49533) 29207 (23897,34517) 29207 (29207,29207) 34458 (-1458727,1527642)
5/25/2020 33843 6953 (-41825,55731) 29207 (20120,38294) 23525 (5101,41948) 41030 (30987,51074) 29207 (23408,35006) 29207 (29207,29207) 35043 (-1729580,1799666)
5/26/2020 34440 6953 (-42310,56216) 29207 (18950,39464) 23768 (5104,42432) 42031 (31456,52605) 29207 (22871,35543) 29207 (29207,29207) 35628 (-2015082,2086338)
5/27/2020 35088 6953 (-42826,56733) 29207 (17680,40734) 24012 (5076,42949) 43045 (31965,54126) 29207 (22288,36126) 29207 (29207,29207) 36213 (-2314518,2386945)
5/28/2020 35727 6953 (-43366,57273) 29207 (16428,41986) 24256 (5023,43488) 44075 (32502,55647) 29207 (21674,36740) 29207 (29207,29207) 36799 (-2627272,2700869)
5/29/2020 36476 6953 (-43942,57849) 29207 (14960,43454) 24499 (4933,44065) 45119 (33083,57155) 29207 (21010,37404) 29207 (29207,29207) 37384 (-2952801,3027568)
5/30/2020 37113 6953 (-44531,58437) 29207 (13711,44703) 24743 (4831,44655) 46178 (33678,58678) 29207 (20335,38079) 29207 (29207,29207) 37969 (-3290624,3366562)
5/31/2020 37542 6953 (-45101,59007) 29207 (12870,45544) 24987 (4749,45224) 47252 (34248,60257) 29207 (19695,38719) 29207 (29207,29207) 38554 (-3640310,3717418)
6/1/2020 37814 6953 (-45634,59541) 29207 (12337,46077) 25231 (4706,45755) 48341 (34769,61914) 29207 (19113,39301) 29207 (29207,29207) 39139 (-4001471,4079749)
6/2/2020 38589 6953 (-46201,60108) 29207 (10818,47596) 25474 (4628,46320) 49445 (35334,63557) 29207 (18482,39932) 29207 (29207,29207) 39725 (-4373754,4453203)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 29677 29776 (28661,30891) 29797 (29642,29952) 29281 (28504,30057) 29840 (28600,31080) 29831 (29644,30018) 15225 (-13102,43551)
5/17/2020 30143 30361 (-74923,135645) 30323 (30041,30606) 29719 (28915,30523) 30472 (-590091,651036) 30430 (30074,30787) 15459 (-13095,44014)
5/18/2020 30377 30946 (-203668,265561) 30801 (30420,31182) 30150 (29445,30855) 31105 (-1355478,1417688) 31038 (30494,31581) 15663 (-12987,44313)
5/19/2020 30799 31531 (-360479,423542) 31271 (30810,31732) 30567 (29915,31219) 31738 (-2287726,2351201) 31630 (30902,32359) 15832 (-12991,44655)
5/20/2020 31523 32117 (-541261,605494) 31773 (31227,32319) 30970 (30213,31728) 32370 (-3362207,3426947) 32232 (31309,33155) 16075 (-13045,45194)
5/21/2020 32172 32702 (-743253,808657) 32322 (31662,32983) 31360 (30411,32309) 33003 (-4562511,4628516) 32823 (31705,33942) 16393 (-13035,45822)
5/22/2020 32809 33287 (-964460,1031034) 32909 (32086,33731) 31739 (30555,32922) 33635 (-5876706,5943976) 33423 (32101,34744) 16756 (-12971,46484)
5/23/2020 33188 33872 (-1203356,1271100) 33504 (32478,34531) 32108 (30772,33444) 34267 (-7295801,7364336) 34014 (32486,35542) 17091 (-12871,47052)
5/24/2020 33459 34458 (-1458727,1527642) 34086 (32833,35339) 32469 (31052,33885) 34899 (-8812544,8882343) 34612 (32870,36354) 17323 (-12828,47474)
5/25/2020 33843 35043 (-1729580,1799666) 34645 (33162,36128) 32818 (31332,34305) 35532 (-10421100,10492163) 35204 (33245,37164) 17539 (-12798,47875)
5/26/2020 34440 35628 (-2015082,2086338) 35189 (33482,36897) 33158 (31551,34764) 36164 (-12116530,12188858) 35802 (33617,37986) 17768 (-12789,48325)
5/27/2020 35088 36213 (-2314518,2386945) 35736 (33808,37664) 33486 (31701,35272) 36796 (-13894490,13968082) 36394 (33979,38809) 18078 (-12720,48876)
5/28/2020 35727 36799 (-2627272,2700869) 36299 (34146,38452) 33805 (31796,35813) 37428 (-15751310,15826166) 36991 (34339,39643) 18423 (-12626,49472)
5/29/2020 36476 37384 (-2952801,3027568) 36885 (34494,39276) 34114 (31817,36411) 38060 (-17683723,17759842) 37584 (34690,40478) 18759 (-12567,50085)
5/30/2020 37113 37969 (-3290624,3366562) 37486 (34839,40132) 34415 (31809,37020) 38692 (-19688918,19766301) 38180 (35038,41323) 19085 (-12523,50694)
5/31/2020 37542 38554 (-3640310,3717418) 38092 (35173,41011) 34706 (31825,37586) 39323 (-21764310,21842956) 38774 (35377,42170) 19387 (-12485,51259)
6/1/2020 37814 39139 (-4001471,4079749) 38694 (35491,41897) 34988 (31887,38088) 39955 (-23907646,23987556) 39370 (35713,43027) 19652 (-12451,51755)
6/2/2020 38589 39725 (-4373754,4453203) 39290 (35797,42782) 35259 (31876,38643) 40587 (-26116852,26198026) 39963 (36041,43886) 19869 (-12506,52244)

Table A.164 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Switzerland.

Table A.165.

Actual and Predicted Cases with 95% Confidence Intervals for Switzerland using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 30572 11961 (-24518,48439) 30514 (30400,30628) 33174 (28074,38273) 30894 (30263,31524) 30413 (30101,30725) 30514 (30514,30514) 30567 (30463,30671)
5/17/2020 30587 11961 (-24532,48454) 30514 (30371,30657) 33533 (28086,38981) 30707 (30231,31182) 30413 (30086,30740) 30514 (30514,30514) 30620 (29657,31582)
5/18/2020 30597 11961 (-24544,48465) 30514 (30351,30677) 33893 (28088,39698) 30488 (30081,30896) 30413 (30075,30751) 30514 (30514,30514) 30672 (28605,32739)
5/19/2020 30618 11961 (-24560,48481) 30514 (30310,30718) 34252 (28091,40414) 30238 (29725,30751) 30413 (30058,30768) 30514 (30514,30514) 30724 (27322,34127)
5/20/2020 30658 11961 (-24585,48506) 30514 (30232,30796) 34612 (28102,41122) 29956 (29188,30723) 30413 (30029,30797) 30514 (30514,30514) 30776 (25841,35712)
5/21/2020 30694 11961 (-24614,48535) 30514 (30161,30867) 34972 (28114,41829) 29640 (28543,30737) 30413 (29997,30829) 30514 (30514,30514) 30829 (24184,37474)
5/22/2020 30707 11961 (-24638,48559) 30514 (30136,30892) 35331 (28117,42545) 29291 (27831,30751) 30413 (29970,30856) 30514 (30514,30514) 30881 (22368,39394)
5/23/2020 30725 11961 (-24660,48582) 30514 (30100,30928) 35691 (28116,43266) 28907 (27049,30765) 30413 (29946,30880) 30514 (30514,30514) 30933 (20405,41462)
5/24/2020 30736 11961 (-24680,48602) 30514 (30079,30949) 36050 (28109,43991) 28488 (26203,30774) 30413 (29925,30901) 30514 (30514,30514) 30986 (18305,43667)
5/25/2020 30746 11961 (-24698,48619) 30514 (30059,30969) 36410 (28098,44721) 28034 (25291,30778) 30413 (29906,30920) 30514 (30514,30514) 31038 (16076,46000)
5/26/2020 30761 11961 (-24715,48637) 30514 (30030,30998) 36769 (28086,45453) 27544 (24310,30778) 30413 (29888,30938) 30514 (30514,30514) 31090 (13725,48455)
5/27/2020 30776 11961 (-24732,48654) 30514 (30000,31028) 37129 (28071,46187) 27017 (23261,30773) 30413 (29870,30956) 30514 (30514,30514) 31143 (11259,51027)
5/28/2020 30796 11961 (-24750,48671) 30514 (29961,31067) 37488 (28056,46921) 26453 (22140,30765) 30413 (29851,30975) 30514 (30514,30514) 31195 (8681,53709)
5/29/2020 30828 11961 (-24769,48690) 30514 (29899,31129) 37848 (28043,47653) 25850 (20944,30756) 30463 (29889,31037) 30514 (30514,30514) 31247 (5996,56498)
5/30/2020 30845 11961 (-24788,48709) 30514 (29865,31163) 38207 (28029,48386) 25209 (19678,30741) 30463 (29875,31051) 30514 (30514,30514) 31300 (3210,59390)
5/31/2020 30862 11961 (-24807,48728) 30514 (29832,31196) 38567 (28013,49121) 24529 (18339,30719) 30463 (29861,31065) 30514 (30514,30514) 31352 (324,62380)
6/1/2020 30871 11961 (-24824,48745) 30514 (29814,31214) 38927 (27995,49858) 23809 (16930,30689) 30463 (29848,31078) 30514 (30514,30514) 31404 (-2657,65466)
6/2/2020 30874 11961 (-24840,48761) 30514 (29808,31220) 39286 (27974,50598) 23049 (15448,30649) 30463 (29836,31090) 30514 (30514,30514) 31457 (-5732,68645)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 30572 30561 (30469,30652) 30566 (30265,30868) 30429 (30149,30709) 30567 (30463,30672) 30566 (30264,30867) 15306 (-14617,45228)
5/17/2020 30587 30607 (29853,31361) 30617 (30078,31156) 30442 (30159,30724) 30571 (30211,30932) 30615 (30076,31154) 15335 (-14573,45243)
5/18/2020 30597 30652 (29050,32255) 30669 (29805,31533) 30453 (30171,30735) 30548 (29322,31774) 30666 (29802,31529) 15355 (-14541,45252)
5/19/2020 30618 30697 (28082,33313) 30721 (29527,31914) 30463 (30175,30751) 30513 (26841,34185) 30715 (29521,31909) 15374 (-14518,45266)
5/20/2020 30658 30741 (26974,34509) 30773 (29198,32349) 30471 (30166,30776) 30543 (26579,34507) 30765 (29190,32341) 15394 (-14503,45291)
5/21/2020 30694 30785 (25747,35822) 30826 (28853,32799) 30478 (30150,30806) 30581 (26502,34660) 30815 (28842,32787) 15425 (-14477,45327)
5/22/2020 30707 30827 (24415,37239) 30879 (28472,33287) 30484 (30139,30830) 30630 (24817,36442) 30865 (28457,33272) 15456 (-14445,45357)
5/23/2020 30725 30869 (22990,38749) 30933 (28071,33795) 30490 (30127,30852) 30678 (21366,39989) 30914 (28053,33776) 15481 (-14416,45379)
5/24/2020 30736 30911 (21479,40342) 30987 (27641,34333) 30494 (30118,30870) 30679 (18805,42554) 30964 (27619,34310) 15505 (-14388,45398)
5/25/2020 30746 30951 (19892,42011) 31042 (27192,34892) 30498 (30110,30887) 30654 (17485,43822) 31014 (27164,34864) 15528 (-14358,45414)
5/26/2020 30761 30991 (18234,43749) 31097 (26717,35477) 30502 (30101,30903) 30616 (17053,44178) 31064 (26684,35444) 15555 (-14324,45434)
5/27/2020 30776 31031 (16511,45550) 31152 (26223,36082) 30505 (30092,30918) 30644 (16168,45119) 31114 (26185,36043) 15582 (-14288,45453)
5/28/2020 30796 31069 (14728,47411) 31208 (25707,36710) 30508 (30082,30935) 30679 (14438,46921) 31164 (25663,36665) 15611 (-14251,45473)
5/29/2020 30828 31108 (12889,49326) 31265 (25172,37357) 30511 (30068,30954) 30726 (11441,50011) 31213 (25121,37306) 15641 (-14215,45496)
5/30/2020 30845 31145 (10998,51292) 31322 (24617,38026) 30513 (30053,30973) 30772 (7295,54249) 31263 (24559,37967) 15672 (-14176,45520)
5/31/2020 30862 31182 (9059,53304) 31379 (24045,38713) 30516 (30039,30992) 30771 (3767,57775) 31313 (23979,38647) 15701 (-14139,45540)
6/1/2020 30871 31218 (7076,55361) 31437 (23453,39420) 30518 (30026,31010) 30743 (1381,60106) 31363 (23380,39346) 15729 (-14101,45559)
6/2/2020 30874 31254 (5050,57458) 31495 (22845,40145) 30519 (30014,31025) 30704 (8,61400) 31413 (22763,40063) 15755 (-14065,45574)

Table A.165 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Syria.

Table A.166.

Actual and Predicted Cases with 95% Confidence Intervals for Syria using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 51 14 (-57,86) 50 (48,52) 44 (30,58) 57 (45,69) 47 (39,55) 50 (50,50) 50 (50,51)
5/17/2020 58 14 (-64,93) 50 (34,66) 44 (23,66) 58 (50,67) 47 (31,63) 50 (50,50) 51 (50,52)
5/18/2020 58 14 (-67,95) 50 (34,66) 45 (22,68) 59 (52,66) 47 (29,65) 50 (50,50) 51 (51,52)
5/19/2020 58 14 (-68,97) 50 (34,66) 45 (22,69) 60 (54,66) 47 (28,66) 50 (50,50) 52 (51,53)
5/20/2020 58 14 (-68,97) 50 (34,66) 46 (23,69) 61 (55,67) 47 (27,67) 50 (50,50) 53 (51,54)
5/21/2020 58 14 (-69,98) 50 (34,66) 46 (23,70) 62 (55,68) 47 (27,67) 50 (50,50) 53 (52,55)
5/22/2020 59 14 (-69,98) 50 (32,68) 47 (24,70) 63 (56,69) 47 (27,67) 50 (50,50) 54 (52,55)
5/23/2020 70 14 (-73,102) 50 (11,89) 47 (21,74) 64 (56,71) 47 (22,72) 50 (50,50) 54 (53,56)
5/24/2020 86 14 (-80,109) 50 (-21,121) 48 (12,83) 64 (49,80) 47 (12,82) 50 (50,50) 55 (53,57)
5/25/2020 106 14 (-92,121) 50 (-60,160) 48 (-1,97) 65 (36,95) 47 (-2,96) 50 (50,50) 56 (53,58)
5/26/2020 121 14 (-105,134) 50 (-89,189) 49 (-14,112) 66 (24,109) 47 (-17,111) 50 (50,50) 56 (54,58)
5/27/2020 121 14 (-115,144) 50 (-89,189) 49 (-23,122) 67 (16,118) 47 (-27,121) 50 (50,50) 57 (54,59)
5/28/2020 122 14 (-123,152) 50 (-91,191) 50 (-30,130) 68 (11,125) 47 (-35,129) 50 (50,50) 57 (55,60)
5/29/2020 122 14 (-129,158) 50 (-91,191) 50 (-36,136) 69 (7,131) 47 (-41,135) 50 (50,50) 58 (55,61)
5/30/2020 122 14 (-135,164) 50 (-91,191) 51 (-40,141) 70 (5,135) 47 (-46,140) 50 (50,50) 59 (55,62)
5/31/2020 122 14 (-139,168) 50 (-91,191) 51 (-43,146) 71 (3,139) 47 (-51,145) 50 (50,50) 59 (56,62)
6/1/2020 123 14 (-143,172) 50 (-93,193) 52 (-46,149) 71 (1,142) 47 (-54,148) 50 (50,50) 60 (56,63)
6/2/2020 123 14 (-147,176) 50 (-93,193) 52 (-48,153) 72 (0,145) 47 (-58,152) 50 (50,50) 60 (57,64)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 51 50 (50,51) 50 (48,52) 48 (43,53) 50 (49,50) 50 (48,52) 26 (-24,75)
5/17/2020 58 51 (50,51) 51 (48,54) 49 (35,62) 50 (50,51) 51 (48,54) 26 (-31,83)
5/18/2020 58 51 (51,52) 52 (48,55) 49 (33,64) 51 (50,52) 52 (48,55) 28 (-30,85)
5/19/2020 58 52 (51,52) 53 (48,58) 49 (33,65) 51 (51,52) 53 (48,57) 28 (-30,86)
5/20/2020 58 52 (51,53) 53 (47,60) 49 (33,65) 52 (51,53) 53 (47,59) 28 (-30,86)
5/21/2020 58 53 (52,54) 54 (47,62) 49 (32,66) 52 (51,53) 54 (47,62) 27 (-32,86)
5/22/2020 59 53 (52,54) 55 (46,64) 49 (32,66) 52 (51,54) 55 (46,64) 28 (-31,87)
5/23/2020 70 53 (52,55) 56 (45,67) 49 (28,71) 53 (52,54) 56 (45,66) 28 (-34,91)
5/24/2020 86 54 (53,55) 57 (45,69) 49 (18,81) 53 (52,54) 56 (44,69) 31 (-38,100)
5/25/2020 106 54 (53,56) 58 (44,72) 49 (3,95) 53 (52,55) 57 (43,71) 34 (-45,113)
5/26/2020 121 55 (53,56) 59 (43,74) 49 (-12,110) 53 (52,55) 58 (42,74) 38 (-52,128)
5/27/2020 121 55 (53,57) 60 (42,77) 49 (-22,121) 54 (52,55) 59 (41,76) 39 (-59,137)
5/28/2020 122 55 (54,57) 60 (41,80) 49 (-29,128) 54 (52,56) 60 (40,79) 37 (-68,142)
5/29/2020 122 56 (54,58) 61 (40,83) 50 (-35,134) 54 (52,56) 60 (39,82) 33 (-78,145)
5/30/2020 122 56 (54,58) 62 (38,86) 50 (-40,139) 54 (52,56) 61 (37,85) 31 (-86,148)
5/31/2020 122 56 (54,58) 63 (37,89) 50 (-44,144) 54 (52,57) 62 (36,88) 32 (-90,153)
6/1/2020 123 57 (54,59) 64 (36,92) 50 (-48,147) 54 (52,57) 63 (35,91) 32 (-94,158)
6/2/2020 123 57 (55,59) 65 (35,95) 50 (-51,150) 54 (52,57) 64 (33,94) 33 (-96,162)

Table A.166 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Taiwan.

Table A.167.

Actual and Predicted Cases with 95% Confidence Intervals for Taiwan using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 440 200 (-270,670) 440 (440,440) 505 (378,632) 421 (384,458) 440 (440,440) 440 (440,440) 440 (440,441)
5/17/2020 440 200 (-270,670) 440 (440,440) 510 (378,643) 416 (373,458) 440 (440,440) 440 (440,440) 440 (440,441)
5/18/2020 440 200 (-270,670) 440 (440,440) 515 (378,653) 409 (360,459) 440 (440,440) 440 (440,440) 441 (440,441)
5/19/2020 440 200 (-270,670) 440 (440,440) 520 (377,663) 403 (347,459) 440 (440,440) 440 (440,440) 441 (440,442)
5/20/2020 440 200 (-270,670) 440 (440,440) 526 (377,674) 396 (332,459) 440 (440,440) 440 (440,440) 441 (440,442)
5/21/2020 440 200 (-270,670) 440 (440,440) 531 (377,684) 388 (317,459) 440 (440,440) 440 (440,440) 441 (440,442)
5/22/2020 441 200 (-271,671) 440 (438,442) 536 (377,695) 380 (300,460) 440 (439,441) 440 (440,440) 441 (440,443)
5/23/2020 441 200 (-271,671) 440 (438,442) 541 (377,705) 371 (282,460) 440 (439,441) 440 (440,440) 442 (440,443)
5/24/2020 441 200 (-271,671) 440 (438,442) 546 (377,715) 362 (263,460) 440 (439,441) 440 (440,440) 442 (440,443)
5/25/2020 441 200 (-271,671) 440 (438,442) 551 (377,726) 352 (243,461) 440 (439,441) 440 (440,440) 442 (440,444)
5/26/2020 441 200 (-271,671) 440 (438,442) 557 (377,736) 341 (222,461) 440 (439,441) 440 (440,440) 442 (441,444)
5/27/2020 441 200 (-271,671) 440 (438,442) 562 (377,747) 330 (200,460) 440 (439,441) 440 (440,440) 442 (441,444)
5/28/2020 441 200 (-271,671) 440 (438,442) 567 (376,758) 318 (176,460) 440 (439,441) 440 (440,440) 443 (441,445)
5/29/2020 442 200 (-272,672) 440 (436,444) 572 (376,768) 306 (152,460) 440 (438,442) 440 (440,440) 443 (441,445)
5/30/2020 442 200 (-272,672) 440 (436,444) 577 (376,779) 293 (126,460) 440 (438,442) 440 (440,440) 443 (441,445)
5/31/2020 442 200 (-272,672) 440 (436,444) 582 (376,789) 279 (99,460) 440 (438,442) 440 (440,440) 443 (441,445)
6/1/2020 443 200 (-272,672) 440 (434,446) 588 (376,800) 265 (71,459) 440 (437,443) 440 (440,440) 443 (441,446)
6/2/2020 443 200 (-272,672) 440 (434,446) 593 (375,810) 250 (41,459) 440 (437,443) 440 (440,440) 444 (441,446)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 440 440 (440,441) 440 (433,447) 431 (412,449) 442 (438,445) 440 (433,447) 220 (-211,651)
5/17/2020 440 440 (440,441) 440 (428,452) 429 (409,449) 443 (437,450) 440 (428,452) 220 (-211,651)
5/18/2020 440 440 (440,441) 440 (422,458) 428 (407,449) 442 (435,450) 440 (422,458) 220 (-211,651)
5/19/2020 440 441 (440,441) 440 (415,465) 427 (405,449) 441 (434,449) 440 (415,465) 220 (-211,651)
5/20/2020 440 441 (440,441) 440 (407,473) 426 (403,449) 441 (433,448) 440 (407,473) 220 (-211,651)
5/21/2020 440 441 (440,442) 440 (398,481) 425 (401,450) 440 (432,448) 440 (398,482) 220 (-211,651)
5/22/2020 441 441 (440,442) 440 (389,491) 424 (399,450) 441 (433,448) 440 (389,491) 220 (-212,651)
5/23/2020 441 441 (440,442) 440 (379,501) 424 (397,451) 442 (434,450) 440 (379,501) 220 (-212,652)
5/24/2020 441 441 (440,442) 440 (368,511) 423 (395,451) 444 (434,454) 440 (368,512) 220 (-212,652)
5/25/2020 441 441 (440,442) 440 (357,522) 423 (394,451) 443 (432,453) 440 (357,523) 220 (-212,652)
5/26/2020 441 441 (440,442) 440 (345,534) 422 (392,452) 442 (431,453) 440 (346,534) 220 (-212,652)
5/27/2020 441 441 (440,443) 440 (333,546) 422 (391,452) 441 (430,452) 440 (333,547) 220 (-212,652)
5/28/2020 441 442 (440,443) 439 (320,559) 421 (390,452) 440 (429,451) 440 (321,559) 220 (-213,652)
5/29/2020 442 442 (440,443) 439 (307,572) 421 (389,453) 441 (430,452) 440 (308,572) 220 (-213,652)
5/30/2020 442 442 (440,443) 439 (293,585) 421 (388,453) 442 (430,454) 440 (294,586) 220 (-213,653)
5/31/2020 442 442 (440,443) 439 (279,599) 421 (387,454) 444 (431,457) 440 (280,600) 220 (-213,653)
6/1/2020 443 442 (440,443) 439 (265,614) 420 (386,454) 443 (429,457) 440 (266,614) 220 (-214,653)
6/2/2020 443 442 (440,443) 439 (250,628) 420 (385,455) 442 (428,456) 440 (251,629) 220 (-214,653)

Table A.167 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Tajikistan.

Table A.168.

Actual and Predicted Cases with 95% Confidence Intervals for Tajikistan using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 1322 66 (-2397,2528) 1118 (718,1518) 251 (-1849,2350) 824 (-151,1800) 1118 (718,1518) 1118 (1118,1118) 1178 (1061,1295)
5/17/2020 1524 66 (-2602,2733) 1118 (322,1914) 254 (-2049,2557) 871 (-267,2009) 1118 (488,1748) 1118 (1118,1118) 1269 (-532,3069)
5/18/2020 1729 66 (-2813,2944) 1118 (-80,2316) 257 (-2255,2769) 919 (-387,2224) 1118 (256,1980) 1118 (1118,1118) 1359 (-2576,5295)
5/19/2020 1936 66 (-3029,3160) 1118 (-485,2721) 260 (-2465,2986) 968 (-508,2444) 1118 (23,2213) 1118 (1118,1118) 1450 (-5074,7974)
5/20/2020 2140 66 (-3246,3377) 1118 (-885,3121) 263 (-2677,3204) 1019 (-627,2665) 1118 (-209,2445) 1118 (1118,1118) 1541 (-7959,11042)
5/21/2020 2350 66 (-3467,3598) 1118 (-1297,3533) 267 (-2894,3427) 1071 (-747,2889) 1118 (-444,2680) 1118 (1118,1118) 1632 (-11189,14453)
5/22/2020 2551 66 (-3687,3819) 1118 (-1691,3927) 270 (-3109,3648) 1125 (-863,3112) 1118 (-676,2912) 1118 (1118,1118) 1723 (-14731,18176)
5/23/2020 2738 66 (-3903,4035) 1118 (-2057,4293) 273 (-3320,3865) 1180 (-970,3330) 1118 (-901,3137) 1118 (1118,1118) 1814 (-18560,22188)
5/24/2020 2929 66 (-4118,4249) 1118 (-2432,4668) 276 (-3529,4081) 1237 (-1071,3546) 1118 (-1123,3359) 1118 (1118,1118) 1905 (-22657,26467)
5/25/2020 3100 66 (-4326,4458) 1118 (-2767,5003) 279 (-3732,4290) 1296 (-1163,3755) 1118 (-1338,3574) 1118 (1118,1118) 1996 (-27006,30997)
5/26/2020 3266 66 (-4529,4661) 1118 (-3092,5328) 282 (-3929,4493) 1356 (-1246,3958) 1118 (-1545,3781) 1118 (1118,1118) 2086 (-31594,35767)
5/27/2020 3424 66 (-4726,4858) 1118 (-3402,5638) 285 (-4120,4691) 1418 (-1320,4156) 1118 (-1746,3982) 1118 (1118,1118) 2177 (-36408,40763)
5/28/2020 3563 66 (-4915,5047) 1118 (-3674,5910) 288 (-4303,4880) 1481 (-1382,4345) 1118 (-1938,4174) 1118 (1118,1118) 2268 (-41440,45976)
5/29/2020 3686 66 (-5095,5227) 1118 (-3915,6151) 292 (-4477,5060) 1547 (-1432,4525) 1118 (-2120,4356) 1118 (1118,1118) 2359 (-46679,51397)
5/30/2020 3807 66 (-5268,5399) 1118 (-4152,6388) 295 (-4643,5233) 1614 (-1470,4698) 1118 (-2293,4529) 1118 (1118,1118) 2450 (-52118,57018)
5/31/2020 3930 66 (-5434,5566) 1118 (-4394,6630) 298 (-4804,5400) 1682 (-1500,4865) 1118 (-2461,4697) 1118 (1118,1118) 2541 (-57751,62833)
6/1/2020 4013 66 (-5591,5722) 1118 (-4556,6792) 301 (-4953,5556) 1753 (-1516,5022) 1118 (-2617,4853) 1118 (1118,1118) 2632 (-63571,68834)
6/2/2020 4100 66 (-5739,5870) 1118 (-4727,6963) 304 (-5095,5703) 1825 (-1521,5171) 1118 (-2764,5000) 1118 (1118,1118) 2722 (-69572,75017)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 1322 1178 (1061,1295) 1331 (1318,1377) 947 (212,1682) 1305 (939,1671) 1340 (1312,1367) 736 (-413,1885)
5/17/2020 1524 1269 (-532,3069) 1559 (1539,1602) 1009 (126,1892) 1491 (-53372,56354) 1622 (1568,1676) 874 (-339,2087)
5/18/2020 1729 1359 (-2576,5295) 1804 (1774,1841) 1068 (30,2107) 1691 (-124494,127877) 1964 (1869,2059) 1014 (-265,2293)
5/19/2020 1936 1450 (-5074,7974) 2060 (2024,2092) 1124 (-76,2325) 1882 (-209446,213211) 2353 (2197,2508) 1139 (-216,2494)
5/20/2020 2140 1541 (-7959,11042) 2319 (2281,2349) 1178 (-188,2543) 2076 (-307556,311708) 2778 (2539,3016) 1268 (-164,2701)
5/21/2020 2350 1632 (-11189,14453) 2577 (2539,2607) 1230 (-305,2765) 2271 (-417534,422076) 3229 (2886,3573) 1397 (-117,2911)
5/22/2020 2551 1723 (-14731,18176) 2830 (2794,2863) 1282 (-422,2986) 2460 (-537094,542015) 3701 (3230,4171) 1524 (-71,3119)
5/23/2020 2738 1814 (-18560,22188) 3080 (3046,3114) 1334 (-533,3202) 2659 (-667356,672675) 4187 (3570,4803) 1647 (-25,3320)
5/24/2020 2929 1905 (-22657,26467) 3328 (3295,3363) 1387 (-642,3415) 2845 (-805230,810920) 4683 (3901,5465) 1768 (18,3518)
5/25/2020 3100 1996 (-27006,30997) 3576 (3543,3611) 1441 (-742,3623) 3046 (-952759,958851) 5187 (4221,6153) 1888 (66,3710)
5/26/2020 3266 2086 (-31594,35767) 3824 (3790,3859) 1496 (-833,3825) 3236 (-1107743,1114216) 5697 (4531,6862) 2006 (116,3896)
5/27/2020 3424 2177 (-36408,40763) 4073 (4039,4107) 1553 (-915,4021) 3430 (-1270333,1277193) 6211 (4830,7592) 2127 (174,4080)
5/28/2020 3563 2268 (-41440,45976) 4323 (4289,4357) 1613 (-985,4210) 3625 (-1440379,1447629) 6728 (5117,8339) 2246 (238,4254)
5/29/2020 3686 2359 (-46679,51397) 4573 (4539,4607) 1673 (-1043,4389) 3814 (-1616766,1624394) 7247 (5392,9102) 2365 (311,4420)
5/30/2020 3807 2450 (-52118,57018) 4823 (4789,4857) 1734 (-1091,4560) 4013 (-1800571,1808597) 7768 (5655,9881) 2483 (388,4578)
5/31/2020 3930 2541 (-57751,62833) 5073 (5039,5107) 1797 (-1132,4726) 4199 (-1989840,1998237) 8290 (5908,10673) 2602 (471,4732)
6/1/2020 4013 2632 (-63571,68834) 5323 (5289,5357) 1863 (-1157,4882) 4399 (-2186236,2195034) 8813 (6149,11477) 2724 (568,4880)
6/2/2020 4100 2722 (-69572,75017) 5573 (5539,5607) 1932 (-1169,5033) 4590 (-2388301,2397480) 9337 (6379,12294) 2842 (667,5016)

Table A.168 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Tanzania.

Table A.169.

Actual and Predicted Cases with 95% Confidence Intervals for Tanzania using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 509 106 (-684,896) 509 (509,509) 354 (51,658) 694 (331,1058) 509 (509,509) 509 (509,509) 512 (506,518)
5/17/2020 509 106 (-684,896) 509 (509,509) 358 (59,658) 720 (331,1110) 509 (509,509) 509 (509,509) 514 (505,524)
5/18/2020 509 106 (-684,896) 509 (509,509) 363 (67,658) 747 (330,1164) 509 (509,509) 509 (509,509) 517 (504,530)
5/19/2020 509 106 (-684,896) 509 (509,509) 367 (76,658) 775 (329,1220) 509 (509,509) 509 (509,509) 519 (502,536)
5/20/2020 509 106 (-684,896) 509 (509,509) 371 (84,658) 803 (328,1277) 509 (509,509) 509 (509,509) 521 (499,543)
5/21/2020 509 106 (-684,896) 509 (509,509) 375 (92,658) 831 (327,1335) 509 (509,509) 509 (509,509) 524 (496,551)
5/22/2020 509 106 (-684,896) 509 (509,509) 379 (100,659) 860 (326,1395) 509 (509,509) 509 (509,509) 526 (493,559)
5/23/2020 509 106 (-684,896) 509 (509,509) 384 (108,659) 890 (325,1456) 509 (509,509) 509 (509,509) 528 (490,567)
5/24/2020 509 106 (-684,896) 509 (509,509) 388 (117,659) 921 (324,1518) 509 (509,509) 509 (509,509) 530 (486,575)
5/25/2020 509 106 (-684,896) 509 (509,509) 392 (125,659) 952 (323,1582) 509 (509,509) 509 (509,509) 533 (482,584)
5/26/2020 509 106 (-684,896) 509 (509,509) 396 (133,660) 984 (322,1647) 509 (509,509) 509 (509,509) 535 (477,593)
5/27/2020 509 106 (-684,896) 509 (509,509) 401 (141,660) 1017 (320,1713) 509 (509,509) 509 (509,509) 537 (473,602)
5/28/2020 509 106 (-684,896) 509 (509,509) 405 (149,660) 1050 (319,1781) 509 (509,509) 509 (509,509) 540 (468,611)
5/29/2020 509 106 (-684,896) 509 (509,509) 409 (157,661) 1084 (318,1850) 509 (509,509) 509 (509,509) 542 (463,621)
5/30/2020 509 106 (-684,896) 509 (509,509) 413 (165,661) 1119 (317,1920) 509 (509,509) 509 (509,509) 544 (457,631)
5/31/2020 509 106 (-684,896) 509 (509,509) 417 (173,662) 1154 (316,1992) 509 (509,509) 509 (509,509) 546 (452,641)
6/1/2020 509 106 (-684,896) 509 (509,509) 422 (181,662) 1190 (315,2065) 509 (509,509) 509 (509,509) 549 (446,652)
6/2/2020 509 106 (-684,896) 509 (509,509) 426 (189,663) 1227 (314,2140) 509 (509,509) 509 (509,509) 551 (440,663)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 509 510 (508,512) 524 (487,561) 515 (503,527) 507 (504,510) 518 (480,556) 262 (-222,746)
5/17/2020 509 511 (508,514) 536 (483,588) 516 (503,529) 511 (506,516) 524 (470,578) 268 (-210,746)
5/18/2020 509 512 (508,515) 549 (487,612) 517 (503,532) 517 (509,524) 532 (464,599) 275 (-197,747)
5/19/2020 509 512 (508,517) 562 (490,634) 518 (503,534) 515 (506,524) 538 (457,619) 281 (-185,747)
5/20/2020 509 513 (508,518) 576 (496,655) 519 (503,536) 528 (515,541) 545 (452,638) 288 (-172,747)
5/21/2020 509 513 (507,519) 589 (501,676) 520 (503,538) 520 (505,534) 552 (445,658) 294 (-159,748)
5/22/2020 509 514 (507,520) 602 (508,697) 521 (502,539) 525 (508,541) 559 (440,678) 301 (-146,748)
5/23/2020 509 514 (507,521) 616 (515,716) 522 (502,541) 522 (504,540) 566 (433,698) 308 (-133,749)
5/24/2020 509 515 (506,523) 630 (523,736) 522 (502,542) 524 (505,544) 573 (427,718) 315 (-120,749)
5/25/2020 509 515 (506,524) 643 (531,756) 523 (502,544) 530 (508,552) 579 (421,738) 322 (-107,750)
5/26/2020 509 515 (506,525) 658 (540,775) 523 (502,545) 527 (504,551) 586 (414,759) 329 (-93,751)
5/27/2020 509 515 (505,526) 672 (549,795) 524 (501,546) 539 (513,566) 593 (407,779) 336 (-80,752)
5/28/2020 509 516 (505,527) 686 (558,814) 524 (501,547) 531 (502,559) 600 (400,800) 343 (-66,753)
5/29/2020 509 516 (505,527) 700 (568,833) 524 (501,548) 535 (504,566) 607 (393,821) 350 (-53,754)
5/30/2020 509 516 (504,528) 715 (578,852) 525 (501,549) 532 (499,564) 614 (385,842) 358 (-39,755)
5/31/2020 509 516 (504,529) 730 (588,871) 525 (500,550) 534 (500,568) 621 (378,864) 365 (-26,756)
6/1/2020 509 517 (503,530) 745 (599,891) 525 (500,550) 539 (502,575) 628 (370,886) 372 (-12,757)
6/2/2020 509 517 (503,531) 760 (610,910) 525 (500,551) 536 (498,574) 635 (361,908) 380 (1,758)

Table A.169 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Thailand.

Table A.170.

Actual and Predicted Cases with 95% Confidence Intervals for Thailand using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 3025 1188 (-2413,4789) 3025 (3025,3025) 3285 (2775,3795) 3113 (2940,3287) 3017 (3001,3033) 3025 (3025,3025) 3028 (3022,3035)
5/17/2020 3028 1188 (-2416,4792) 3025 (3019,3031) 3321 (2778,3863) 3098 (2942,3255) 3017 (2998,3036) 3025 (3025,3025) 3032 (3021,3044)
5/18/2020 3031 1188 (-2419,4794) 3025 (3013,3037) 3356 (2780,3932) 3080 (2941,3219) 3017 (2995,3039) 3025 (3025,3025) 3036 (3018,3055)
5/19/2020 3033 1188 (-2421,4797) 3025 (3009,3041) 3392 (2781,4002) 3058 (2935,3181) 3017 (2992,3042) 3025 (3025,3025) 3040 (3014,3067)
5/20/2020 3034 1188 (-2423,4799) 3025 (3007,3043) 3427 (2782,4073) 3034 (2924,3144) 3017 (2990,3044) 3025 (3025,3025) 3044 (3010,3079)
5/21/2020 3037 1188 (-2425,4801) 3025 (3001,3049) 3463 (2782,4144) 3006 (2903,3109) 3017 (2988,3046) 3025 (3025,3025) 3048 (3004,3093)
5/22/2020 3037 1188 (-2427,4803) 3025 (3001,3049) 3498 (2781,4215) 2975 (2869,3081) 3017 (2986,3048) 3025 (3025,3025) 3052 (2998,3107)
5/23/2020 3040 1188 (-2429,4805) 3025 (2996,3054) 3534 (2781,4287) 2941 (2820,3062) 3017 (2984,3050) 3025 (3025,3025) 3056 (2991,3122)
5/24/2020 3040 1188 (-2430,4806) 3025 (2996,3054) 3569 (2780,4359) 2903 (2758,3048) 3017 (2983,3051) 3025 (3025,3025) 3060 (2984,3137)
5/25/2020 3042 1188 (-2432,4808) 3025 (2992,3058) 3605 (2779,4432) 2862 (2685,3039) 3017 (2981,3053) 3025 (3025,3025) 3064 (2976,3153)
5/26/2020 3045 1188 (-2434,4809) 3025 (2986,3064) 3641 (2778,4504) 2817 (2601,3033) 3017 (2979,3055) 3025 (3025,3025) 3068 (2967,3170)
5/27/2020 3054 1188 (-2437,4812) 3025 (2968,3082) 3676 (2778,4574) 2769 (2507,3031) 3017 (2975,3059) 3025 (3025,3025) 3072 (2958,3187)
5/28/2020 3065 1188 (-2441,4817) 3025 (2947,3103) 3712 (2780,4643) 2717 (2402,3032) 3017 (2969,3065) 3025 (3025,3025) 3076 (2948,3205)
5/29/2020 3076 1188 (-2446,4822) 3025 (2925,3125) 3747 (2783,4712) 2662 (2289,3035) 3017 (2961,3073) 3025 (3025,3025) 3080 (2938,3223)
5/30/2020 3077 1188 (-2451,4826) 3025 (2923,3127) 3783 (2785,4780) 2603 (2170,3036) 3017 (2955,3079) 3025 (3025,3025) 3084 (2927,3242)
5/31/2020 3081 1188 (-2455,4831) 3025 (2915,3135) 3818 (2787,4850) 2540 (2044,3036) 3017 (2949,3085) 3025 (3025,3025) 3088 (2916,3261)
6/1/2020 3082 1188 (-2459,4835) 3025 (2913,3137) 3854 (2788,4920) 2473 (1911,3035) 3017 (2944,3090) 3025 (3025,3025) 3092 (2904,3280)
6/2/2020 3083 1188 (-2463,4839) 3025 (2911,3139) 3889 (2789,4990) 2402 (1772,3032) 3017 (2940,3094) 3025 (3025,3025) 3096 (2892,3301)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 3025 3028 (3022,3033) 3029 (2995,3063) 2985 (2908,3063) 3028 (3022,3034) 3029 (2995,3063) 1516 (-1442,4474)
5/17/2020 3028 3031 (3022,3040) 3033 (2968,3099) 2982 (2899,3066) 3041 (2986,3096) 3033 (2968,3099) 1518 (-1441,4477)
5/18/2020 3031 3035 (3021,3048) 3039 (2939,3138) 2980 (2890,3069) 3046 (2954,3138) 3038 (2939,3138) 1521 (-1438,4480)
5/19/2020 3033 3038 (3019,3057) 3044 (2903,3185) 2977 (2882,3072) 3047 (2926,3168) 3043 (2902,3184) 1523 (-1436,4482)
5/20/2020 3034 3041 (3016,3066) 3048 (2860,3237) 2975 (2875,3074) 3052 (2898,3206) 3048 (2860,3236) 1525 (-1433,4484)
5/21/2020 3037 3044 (3013,3075) 3053 (2815,3292) 2972 (2867,3077) 3054 (2867,3241) 3053 (2814,3291) 1528 (-1431,4486)
5/22/2020 3037 3047 (3009,3085) 3058 (2766,3351) 2970 (2861,3079) 3059 (2835,3282) 3058 (2765,3350) 1530 (-1428,4488)
5/23/2020 3040 3050 (3005,3095) 3063 (2713,3414) 2968 (2854,3081) 3061 (2802,3319) 3062 (2711,3413) 1532 (-1425,4490)
5/24/2020 3040 3053 (3001,3105) 3068 (2656,3480) 2966 (2849,3083) 3073 (2760,3386) 3067 (2655,3479) 1535 (-1421,4492)
5/25/2020 3042 3056 (2996,3116) 3073 (2597,3550) 2964 (2843,3086) 3077 (2710,3444) 3072 (2595,3548) 1537 (-1419,4493)
5/26/2020 3045 3059 (2991,3127) 3079 (2534,3623) 2963 (2837,3088) 3077 (2663,3492) 3077 (2532,3621) 1540 (-1415,4495)
5/27/2020 3054 3062 (2986,3137) 3084 (2469,3699) 2961 (2830,3092) 3081 (2617,3544) 3081 (2466,3696) 1543 (-1413,4499)
5/28/2020 3065 3064 (2980,3148) 3089 (2400,3777) 2960 (2822,3098) 3083 (2572,3593) 3086 (2398,3774) 1547 (-1411,4504)
5/29/2020 3076 3067 (2974,3160) 3094 (2330,3858) 2959 (2812,3106) 3086 (2527,3645) 3091 (2326,3855) 1551 (-1409,4511)
5/30/2020 3077 3069 (2968,3171) 3099 (2256,3942) 2958 (2804,3112) 3088 (2482,3694) 3096 (2252,3939) 1555 (-1407,4516)
5/31/2020 3081 3072 (2962,3182) 3104 (2180,4029) 2957 (2796,3118) 3099 (2433,3765) 3100 (2176,4025) 1556 (-1407,4519)
6/1/2020 3082 3074 (2955,3194) 3110 (2102,4118) 2956 (2788,3123) 3102 (2376,3828) 3105 (2097,4113) 1558 (-1407,4522)
6/2/2020 3083 3077 (2948,3206) 3115 (2021,4209) 2955 (2782,3128) 3102 (2321,3883) 3110 (2016,4204) 1558 (-1407,4524)

Table A.170 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Timor-Leste.

Table A.171.

Actual and Predicted Cases with 95% Confidence Intervals for Timor-Leste using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 24 6 (-28,41) 24 (24,24) 21 (14,27) 33 (15,51) 24 (24,24) 24 (24,24) 24 (24,24)
5/17/2020 24 6 (-28,41) 24 (24,24) 21 (15,27) 34 (15,53) 24 (24,24) 24 (24,24) 24 (24,24)
5/18/2020 24 6 (-28,41) 24 (24,24) 21 (15,27) 35 (15,55) 24 (24,24) 24 (24,24) 24 (24,24)
5/19/2020 24 6 (-28,41) 24 (24,24) 21 (15,27) 36 (15,57) 24 (24,24) 24 (24,24) 24 (24,24)
5/20/2020 24 6 (-28,41) 24 (24,24) 22 (16,27) 37 (15,59) 24 (24,24) 24 (24,24) 24 (24,24)
5/21/2020 24 6 (-28,41) 24 (24,24) 22 (16,27) 38 (15,61) 24 (24,24) 24 (24,24) 24 (24,24)
5/22/2020 24 6 (-28,41) 24 (24,24) 22 (17,27) 39 (15,63) 24 (24,24) 24 (24,24) 24 (24,24)
5/23/2020 24 6 (-28,41) 24 (24,24) 22 (17,27) 40 (15,65) 24 (24,24) 24 (24,24) 24 (24,24)
5/24/2020 24 6 (-28,41) 24 (24,24) 23 (18,27) 41 (15,67) 24 (24,24) 24 (24,24) 24 (24,24)
5/25/2020 24 6 (-28,41) 24 (24,24) 23 (18,27) 42 (15,69) 24 (24,24) 24 (24,24) 24 (24,24)
5/26/2020 24 6 (-28,41) 24 (24,24) 23 (19,28) 43 (15,71) 24 (24,24) 24 (24,24) 24 (24,24)
5/27/2020 24 6 (-28,41) 24 (24,24) 23 (19,28) 44 (15,73) 24 (24,24) 24 (24,24) 24 (24,24)
5/28/2020 24 6 (-28,41) 24 (24,24) 24 (19,28) 45 (15,75) 24 (24,24) 24 (24,24) 24 (24,24)
5/29/2020 24 6 (-28,41) 24 (24,24) 24 (20,28) 46 (15,78) 24 (24,24) 24 (24,24) 24 (24,24)
5/30/2020 24 6 (-28,41) 24 (24,24) 24 (20,28) 47 (15,80) 24 (24,24) 24 (24,24) 24 (24,24)
5/31/2020 24 6 (-28,41) 24 (24,24) 24 (21,28) 48 (15,82) 24 (24,24) 24 (24,24) 24 (24,24)
6/1/2020 24 6 (-28,41) 24 (24,24) 24 (21,28) 50 (15,84) 24 (24,24) 24 (24,24) 24 (24,24)
6/2/2020 24 6 (-28,41) 24 (24,24) 25 (21,28) 51 (15,87) 24 (24,24) 24 (24,24) 24 (24,24)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 24 24 (24,24) 24 (22,26) 24 (24,24) 24 (23,24) 24 (22,26) 12 (-12,36)
5/17/2020 24 24 (24,24) 24 (21,27) 24 (24,24) 24 (23,24) 24 (21,27) 12 (-11,36)
5/18/2020 24 24 (24,24) 24 (20,28) 24 (24,24) 24 (23,25) 24 (20,28) 12 (-11,36)
5/19/2020 24 24 (24,24) 24 (19,29) 24 (24,24) 24 (23,25) 24 (19,29) 12 (-11,36)
5/20/2020 24 24 (24,24) 24 (18,30) 24 (24,24) 24 (23,25) 24 (18,30) 12 (-11,36)
5/21/2020 24 24 (24,24) 24 (17,32) 24 (24,24) 24 (23,25) 24 (17,32) 12 (-11,36)
5/22/2020 24 24 (24,24) 24 (15,33) 24 (24,24) 24 (23,25) 24 (15,33) 12 (-11,36)
5/23/2020 24 24 (24,24) 24 (14,34) 24 (24,25) 24 (22,25) 24 (14,34) 12 (-11,36)
5/24/2020 24 24 (24,24) 24 (13,35) 24 (24,25) 24 (22,25) 24 (13,35) 12 (-11,36)
5/25/2020 24 24 (24,24) 24 (12,37) 24 (24,25) 24 (22,25) 24 (12,37) 12 (-11,36)
5/26/2020 24 24 (24,24) 24 (10,38) 24 (24,25) 24 (22,25) 24 (10,38) 12 (-11,36)
5/27/2020 24 24 (24,24) 24 (9,39) 24 (24,25) 23 (22,25) 24 (9,39) 12 (-11,36)
5/28/2020 24 24 (24,24) 24 (8,41) 24 (24,25) 24 (22,26) 24 (8,41) 12 (-11,36)
5/29/2020 24 24 (24,24) 24 (6,42) 24 (24,25) 24 (22,26) 24 (6,42) 12 (-11,36)
5/30/2020 24 24 (24,24) 24 (5,44) 24 (24,25) 24 (22,25) 24 (5,44) 12 (-11,36)
5/31/2020 24 24 (24,24) 24 (3,45) 24 (24,25) 23 (22,25) 24 (3,45) 12 (-11,36)
6/1/2020 24 24 (24,24) 24 (2,47) 24 (24,25) 24 (22,25) 24 (2,47) 12 (-11,36)
6/2/2020 24 24 (24,24) 24 (0,48) 24 (24,25) 24 (22,25) 24 (0,48) 12 (-11,36)

Table A.171 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Togo.

Table A.172.

Actual and Predicted Cases with 95% Confidence Intervals for Togo using the Time Series Models.

Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 298 44 (-454,542) 263 (194,332) 135 (-184,454) 221 (69,372) 128 (-205,461) 263 (263,263) 276 (251,301)
5/17/2020 301 44 (-457,545) 263 (189,337) 137 (-184,457) 227 (79,376) 128 (-208,464) 263 (263,263) 291 (205,378)
5/18/2020 330 44 (-478,566) 263 (132,394) 138 (-202,478) 234 (71,397) 128 (-229,485) 263 (263,263) 307 (138,475)
5/19/2020 338 44 (-492,580) 263 (116,410) 140 (-213,492) 241 (71,411) 128 (-244,500) 263 (263,263) 322 (55,589)
5/20/2020 340 44 (-501,589) 263 (112,414) 141 (-219,502) 248 (76,420) 128 (-253,509) 263 (263,263) 338 (-41,717)
5/21/2020 354 44 (-512,600) 263 (85,441) 143 (-227,513) 255 (80,431) 128 (-264,520) 263 (263,263) 353 (-151,857)
5/22/2020 363 44 (-523,610) 263 (67,459) 145 (-234,523) 263 (84,442) 128 (-274,530) 263 (263,263) 369 (-271,1009)
5/23/2020 373 44 (-533,621) 263 (47,479) 146 (-241,534) 270 (89,452) 128 (-285,541) 263 (263,263) 384 (-402,1171)
5/24/2020 381 44 (-543,631) 263 (32,494) 148 (-248,543) 278 (94,462) 128 (-295,551) 263 (263,263) 400 (-542,1342)
5/25/2020 386 44 (-552,640) 263 (22,504) 149 (-254,552) 286 (101,471) 128 (-304,560) 263 (263,263) 416 (-691,1522)
5/26/2020 391 44 (-560,648) 263 (12,514) 151 (-259,561) 294 (108,480) 128 (-312,568) 263 (263,263) 431 (-849,1711)
5/27/2020 395 44 (-567,655) 263 (4,522) 152 (-263,568) 302 (116,487) 128 (-320,576) 263 (263,263) 447 (-1016,1909)
5/28/2020 422 44 (-578,666) 263 (-49,575) 154 (-271,579) 310 (122,498) 128 (-331,587) 263 (263,263) 462 (-1190,2114)
5/29/2020 428 44 (-589,676) 263 (-60,586) 155 (-279,589) 319 (128,509) 128 (-341,597) 263 (263,263) 478 (-1371,2326)
5/30/2020 433 44 (-598,686) 263 (-70,596) 157 (-285,599) 327 (136,519) 128 (-351,607) 263 (263,263) 493 (-1560,2546)
5/31/2020 442 44 (-608,695) 263 (-88,614) 158 (-291,608) 336 (143,528) 128 (-361,617) 263 (263,263) 509 (-1756,2773)
6/1/2020 443 44 (-616,704) 263 (-90,616) 160 (-297,617) 345 (152,537) 128 (-369,625) 263 (263,263) 524 (-1959,3007)
6/2/2020 445 44 (-624,711) 263 (-94,620) 162 (-301,624) 354 (162,546) 263 (-227,753) 263 (263,263) 540 (-2168,3247)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 298 276 (251,301) 285 (279,291) 241 (129,353) 284 (243,326) 285 (279,291) 154 (-129,436)
5/17/2020 301 291 (205,378) 308 (298,318) 257 (158,357) 306 (-241,853) 307 (297,318) 168 (-104,440)
5/18/2020 330 307 (138,475) 331 (315,346) 276 (173,378) 327 (-858,1513) 330 (314,345) 176 (-106,459)
5/19/2020 338 322 (55,589) 354 (332,375) 296 (198,393) 349 (-1611,2309) 352 (330,374) 189 (-96,473)
5/20/2020 340 338 (-41,717) 377 (349,405) 319 (230,408) 371 (-2487,3230) 374 (346,403) 195 (-89,480)
5/21/2020 354 353 (-151,857) 400 (366,435) 346 (265,428) 393 (-3462,4247) 397 (361,432) 207 (-78,492)
5/22/2020 363 369 (-271,1009) 424 (382,466) 378 (302,455) 416 (-4541,5372) 419 (375,462) 216 (-70,502)
5/23/2020 373 384 (-402,1171) 448 (398,498) 417 (340,495) 437 (-5701,6575) 441 (389,493) 228 (-57,514)
5/24/2020 381 400 (-542,1342) 472 (413,530) 466 (374,558) 459 (-6937,7854) 463 (403,524) 241 (-43,526)
5/25/2020 386 416 (-691,1522) 496 (429,563) 527 (404,651) 480 (-8247,9207) 486 (416,556) 253 (-29,534)
5/26/2020 391 431 (-849,1711) 520 (444,597) 608 (434,782) 502 (-9627,10631) 508 (429,588) 264 (-15,543)
5/27/2020 395 447 (-1016,1909) 545 (459,631) 717 (470,964) 524 (-11079,12127) 530 (441,620) 276 (0,551)
5/28/2020 422 462 (-1190,2114) 570 (474,666) 872 (531,1213) 546 (-12594,13685) 553 (453,653) 287 (12,562)
5/29/2020 428 478 (-1371,2326) 595 (489,701) 1105 (622,1589) 568 (-14180,15316) 575 (465,686) 304 (31,576)
5/30/2020 433 493 (-1560,2546) 620 (503,737) 1484 (776,2191) 590 (-15822,17002) 597 (476,719) 316 (46,586)
5/31/2020 442 509 (-1756,2773) 645 (518,773) 2159 (1074,3245) 611 (-17520,18742) 620 (487,753) 329 (62,596)
6/1/2020 443 524 (-1959,3007) 671 (532,810) 3502 (1707,5298) 633 (-19272,20537) 642 (497,787) 339 (75,603)
6/2/2020 445 540 (-2168,3247) 697 (546,847) 6408 (3147,9669) 655 (-21077,22386) 664 (507,821) 351 (91,611)

Table A.172 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Trinidad and Tobago.

Table A.173.

Actual and Predicted Cases with 95% Confidence Intervals for Trinidad and Tobago using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 116 51 (-78,179) 116 (116,116) 137 (96,177) 107 (89,125) 116 (116,116) 116 (116,116) 116 (116,116)
5/17/2020 116 51 (-78,179) 116 (116,116) 138 (96,180) 104 (84,125) 116 (116,116) 116 (116,116) 116 (116,116)
5/18/2020 116 51 (-78,179) 116 (116,116) 140 (96,183) 102 (79,125) 116 (116,116) 116 (116,116) 116 (116,116)
5/19/2020 116 51 (-78,179) 116 (116,116) 141 (96,186) 99 (73,125) 116 (116,116) 116 (116,116) 116 (116,116)
5/20/2020 116 51 (-78,179) 116 (116,116) 143 (96,189) 96 (67,125) 116 (116,116) 116 (116,116) 116 (116,116)
5/21/2020 116 51 (-78,179) 116 (116,116) 144 (96,192) 93 (61,125) 116 (116,116) 116 (116,116) 116 (116,116)
5/22/2020 116 51 (-78,179) 116 (116,116) 145 (96,195) 90 (55,125) 116 (116,116) 116 (116,116) 116 (116,116)
5/23/2020 116 51 (-78,179) 116 (116,116) 147 (96,198) 86 (48,125) 116 (116,116) 116 (116,116) 116 (116,116)
5/24/2020 116 51 (-78,179) 116 (116,116) 148 (96,201) 83 (40,125) 116 (116,116) 116 (116,116) 116 (116,116)
5/25/2020 116 51 (-78,179) 116 (116,116) 150 (96,204) 79 (32,125) 116 (116,116) 116 (116,116) 116 (116,116)
5/26/2020 116 51 (-78,179) 116 (116,116) 151 (96,207) 75 (24,125) 116 (116,116) 116 (116,116) 116 (116,116)
5/27/2020 116 51 (-78,179) 116 (116,116) 153 (96,210) 71 (16,125) 116 (116,116) 116 (116,116) 116 (116,116)
5/28/2020 116 51 (-78,179) 116 (116,116) 154 (95,213) 66 (7,125) 116 (116,116) 116 (116,116) 116 (116,116)
5/29/2020 116 51 (-78,179) 116 (116,116) 156 (95,216) 61 (-3,125) 116 (116,116) 116 (116,116) 116 (116,116)
5/30/2020 117 51 (-78,179) 116 (114,118) 157 (95,219) 56 (-12,125) 116 (115,117) 116 (116,116) 116 (116,116)
5/31/2020 117 51 (-78,179) 116 (114,118) 159 (95,222) 51 (-23,125) 116 (115,117) 116 (116,116) 116 (116,116)
6/1/2020 117 51 (-78,179) 116 (114,118) 160 (96,225) 46 (-34,125) 116 (115,117) 116 (116,116) 116 (116,116)
6/2/2020 117 51 (-78,179) 116 (114,118) 162 (95,228) 40 (-45,125) 116 (115,117) 116 (116,116) 116 (116,116)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 116 116 (116,116) 116 (109,124) 115 (114,117) 119 (113,124) 116 (109,123) 58 (-55,172)
5/17/2020 116 116 (116,116) 117 (106,127) 115 (113,117) 118 (112,125) 116 (106,126) 58 (-55,172)
5/18/2020 116 116 (116,116) 117 (104,130) 115 (113,117) 118 (110,126) 116 (103,129) 59 (-54,172)
5/19/2020 116 116 (116,116) 118 (102,133) 115 (113,117) 118 (109,127) 116 (100,132) 59 (-54,172)
5/20/2020 116 116 (116,116) 118 (100,137) 115 (113,117) 118 (108,127) 116 (97,135) 59 (-53,172)
5/21/2020 116 116 (116,116) 119 (97,140) 115 (112,117) 118 (108,128) 116 (94,138) 59 (-53,172)
5/22/2020 116 116 (116,116) 119 (95,143) 115 (112,117) 117 (107,128) 116 (91,141) 60 (-52,172)
5/23/2020 116 116 (116,116) 120 (93,146) 114 (112,117) 120 (108,132) 116 (89,143) 60 (-52,172)
5/24/2020 116 116 (116,116) 120 (91,150) 114 (112,117) 119 (107,132) 116 (86,146) 60 (-51,172)
5/25/2020 116 116 (116,116) 121 (89,153) 114 (112,117) 119 (105,133) 116 (83,149) 60 (-51,172)
5/26/2020 116 116 (116,116) 122 (87,156) 114 (111,117) 119 (105,133) 116 (80,152) 61 (-50,172)
5/27/2020 116 116 (116,116) 122 (85,159) 114 (111,117) 119 (104,134) 116 (77,155) 61 (-50,172)
5/28/2020 116 116 (116,116) 123 (83,163) 114 (111,117) 118 (103,134) 116 (74,158) 62 (-49,172)
5/29/2020 116 116 (116,116) 124 (82,166) 114 (111,117) 118 (102,134) 116 (71,161) 62 (-48,172)
5/30/2020 117 116 (116,116) 124 (80,169) 114 (111,117) 121 (103,138) 116 (69,163) 62 (-48,172)
5/31/2020 117 116 (116,116) 125 (78,172) 114 (110,117) 120 (102,138) 116 (66,166) 63 (-47,172)
6/1/2020 117 116 (116,116) 126 (77,175) 114 (110,118) 120 (101,138) 116 (63,169) 63 (-46,173)
6/2/2020 117 116 (116,116) 127 (75,178) 114 (110,118) 120 (100,139) 116 (60,172) 64 (-46,173)

Table A.173 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Tunisia.

Table A.174.

Actual and Predicted Cases with 95% Confidence Intervals for Tunisia using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 1037 356 (-980,1691) 1035 (1031,1039) 1038 (1036,1039) 1165 (914,1417) 1032 (1022,1042) 1035 (1035,1035) 1036 (1034,1039)
5/17/2020 1037 356 (-980,1691) 1035 (1031,1039) 1049 (1032,1066) 1174 (914,1433) 1032 (1022,1042) 1035 (1035,1035) 1038 (1034,1042)
5/18/2020 1043 356 (-984,1695) 1035 (1019,1051) 1061 (1036,1085) 1182 (918,1445) 1032 (1017,1047) 1035 (1035,1035) 1040 (1034,1045)
5/19/2020 1044 356 (-986,1697) 1035 (1017,1053) 1072 (1037,1107) 1189 (920,1458) 1032 (1015,1049) 1035 (1035,1035) 1041 (1034,1048)
5/20/2020 1045 356 (-988,1699) 1035 (1015,1055) 1084 (1038,1130) 1196 (921,1470) 1032 (1013,1051) 1035 (1035,1035) 1043 (1034,1051)
5/21/2020 1046 356 (-990,1701) 1035 (1013,1057) 1095 (1038,1153) 1202 (922,1482) 1032 (1011,1053) 1035 (1035,1035) 1044 (1034,1054)
5/22/2020 1048 356 (-991,1703) 1035 (1010,1060) 1107 (1038,1176) 1207 (923,1492) 1032 (1009,1055) 1035 (1035,1035) 1046 (1034,1058)
5/23/2020 1048 356 (-993,1704) 1035 (1010,1060) 1118 (1038,1199) 1212 (923,1502) 1032 (1008,1056) 1035 (1035,1035) 1047 (1034,1061)
5/24/2020 1051 356 (-994,1705) 1035 (1004,1066) 1130 (1038,1222) 1217 (923,1511) 1032 (1006,1058) 1035 (1035,1035) 1049 (1033,1065)
5/25/2020 1051 356 (-996,1707) 1035 (1004,1066) 1142 (1038,1245) 1221 (923,1518) 1032 (1005,1059) 1035 (1035,1035) 1051 (1033,1068)
5/26/2020 1051 356 (-997,1708) 1035 (1004,1066) 1153 (1037,1269) 1224 (922,1525) 1032 (1004,1060) 1035 (1035,1035) 1052 (1032,1072)
5/27/2020 1051 356 (-997,1709) 1035 (1004,1066) 1165 (1036,1293) 1226 (921,1532) 1032 (1003,1061) 1035 (1035,1035) 1054 (1032,1076)
5/28/2020 1068 356 (-1001,1712) 1035 (970,1100) 1176 (1040,1313) 1228 (922,1534) 1032 (998,1066) 1035 (1035,1035) 1055 (1031,1080)
5/29/2020 1071 356 (-1004,1715) 1035 (964,1106) 1188 (1043,1333) 1229 (923,1535) 1032 (993,1071) 1035 (1035,1035) 1057 (1030,1084)
5/30/2020 1076 356 (-1008,1719) 1035 (955,1115) 1199 (1046,1353) 1229 (923,1535) 1032 (988,1076) 1035 (1035,1035) 1059 (1029,1088)
5/31/2020 1077 356 (-1011,1722) 1035 (953,1117) 1211 (1048,1373) 1229 (924,1534) 1032 (984,1080) 1035 (1035,1035) 1060 (1029,1092)
6/1/2020 1084 356 (-1015,1726) 1035 (939,1131) 1222 (1052,1393) 1228 (924,1532) 1032 (980,1084) 1035 (1035,1035) 1062 (1028,1096)
6/2/2020 1086 356 (-1018,1729) 1035 (935,1135) 1234 (1054,1414) 1226 (924,1529) 1032 (975,1089) 1035 (1035,1035) 1063 (1027,1100)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 1037 1036 (1034,1038) 1036 (1016,1055) 1035 (1032,1038) 1035 (1035,1036) 1036 (1016,1055) 518 (-498,1535)
5/17/2020 1037 1037 (1034,1040) 1037 (1006,1068) 1036 (1034,1039) 1034 (1033,1035) 1037 (1006,1068) 519 (-496,1535)
5/18/2020 1043 1039 (1035,1042) 1039 (995,1084) 1037 (1030,1044) 1030 (1029,1031) 1039 (995,1084) 520 (-498,1539)
5/19/2020 1044 1040 (1035,1044) 1041 (977,1104) 1037 (1028,1046) 1032 (1030,1033) 1040 (977,1104) 522 (-498,1541)
5/20/2020 1045 1041 (1035,1047) 1042 (959,1125) 1038 (1028,1048) 1033 (1031,1035) 1042 (958,1125) 522 (-499,1543)
5/21/2020 1046 1042 (1036,1049) 1044 (940,1148) 1038 (1027,1050) 1033 (1031,1035) 1043 (939,1147) 523 (-498,1545)
5/22/2020 1048 1043 (1036,1051) 1045 (918,1172) 1039 (1027,1051) 1035 (1033,1037) 1045 (918,1172) 523 (-499,1546)
5/23/2020 1048 1045 (1036,1053) 1047 (895,1198) 1039 (1026,1052) 1036 (1034,1038) 1046 (895,1198) 524 (-499,1547)
5/24/2020 1051 1046 (1036,1056) 1048 (871,1226) 1040 (1025,1054) 1034 (1032,1036) 1048 (871,1225) 525 (-499,1549)
5/25/2020 1051 1047 (1036,1058) 1050 (846,1255) 1040 (1025,1055) 1030 (1028,1032) 1049 (845,1254) 526 (-499,1550)
5/26/2020 1051 1048 (1035,1060) 1052 (819,1285) 1040 (1024,1056) 1032 (1030,1034) 1051 (818,1284) 526 (-499,1551)
5/27/2020 1051 1049 (1035,1063) 1053 (791,1316) 1041 (1024,1057) 1033 (1031,1035) 1052 (790,1315) 527 (-498,1552)
5/28/2020 1068 1050 (1035,1065) 1055 (762,1348) 1041 (1019,1062) 1033 (1031,1035) 1054 (761,1347) 528 (-500,1555)
5/29/2020 1071 1051 (1035,1067) 1057 (732,1382) 1041 (1015,1067) 1035 (1033,1037) 1055 (730,1380) 531 (-499,1561)
5/30/2020 1076 1052 (1034,1070) 1059 (700,1417) 1041 (1011,1072) 1036 (1034,1038) 1057 (699,1415) 533 (-500,1565)
5/31/2020 1077 1053 (1034,1072) 1060 (668,1452) 1041 (1007,1076) 1034 (1032,1037) 1058 (666,1450) 534 (-500,1569)
6/1/2020 1084 1054 (1034,1074) 1062 (635,1489) 1042 (1003,1081) 1031 (1028,1033) 1060 (633,1487) 532 (-505,1570)
6/2/2020 1086 1055 (1033,1077) 1064 (601,1527) 1042 (999,1085) 1032 (1030,1035) 1061 (598,1524) 534 (-506,1574)

Table A.174 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Turkey.

Table A.175.

Actual and Predicted Cases with 95% Confidence Intervals for Turkey using the Time Series Models.



Predicted Cases (95% Confidence Interval)


Date Actual Cases SA SMA LT QT ST
5/16/2020 148067 36342 (-182639,255323) 146457 (143301,149613) 114818 (49649,179986) 178356 (118989,237724) 146457 (143301,149613)
5/17/2020 149435 36342 (-183984,256668) 146457 (140620,152294) 116148 (50942,181354) 183090 (120338,245842) 146457 (141765,151149)
5/18/2020 150593 36342 (-185193,257876) 146457 (138350,154564) 117478 (52372,182584) 187892 (121509,254275) 146457 (140409,152505)
5/19/2020 151615 36342 (-186301,258985) 146457 (136347,156567) 118808 (53902,183714) 192763 (122541,262985) 146457 (139178,153736)
5/20/2020 152587 36342 (-187350,260034) 146457 (134442,158472) 120138 (55491,184785) 197704 (123482,271925) 146457 (138015,154899)
5/21/2020 153548 36342 (-188367,261051) 146457 (132559,160355) 121468 (57113,185823) 202714 (124366,281062) 146457 (136887,156027)
5/22/2020 154500 36342 (-189363,262046) 146457 (130693,162221) 122798 (58755,186841) 207794 (125209,290378) 146457 (135780,157134)
5/23/2020 155686 36342 (-190405,263089) 146457 (128368,164546) 124128 (60355,187902) 212944 (126099,299789) 146457 (134597,158317)
5/24/2020 156827 36342 (-191469,264153) 146457 (126132,166782) 125458 (61935,188981) 218165 (127006,309324) 146457 (133383,159531)
5/25/2020 157814 36342 (-192517,265201) 146457 (124197,168717) 126788 (63532,190045) 223457 (127883,319030) 146457 (132196,160718)
5/26/2020 158762 36342 (-193547,266231) 146457 (122339,170575) 128119 (65145,191092) 228820 (128730,328909) 146457 (131037,161877)
5/27/2020 159797 36342 (-194578,267262) 146457 (120311,172603) 129449 (66759,192138) 234254 (129574,338934) 146457 (129876,163038)
5/28/2020 160979 36342 (-195634,268318) 146457 (117994,174920) 130779 (68351,193206) 239761 (130449,349072) 146457 (128678,164236)
5/29/2020 162120 36342 (-196703,269387) 146457 (115758,177156) 132109 (69932,194286) 245339 (131340,359339) 146457 (127461,165453)
5/30/2020 163103 36342 (-197762,270446) 146457 (113831,179083) 133439 (71523,195355) 250990 (132214,369766) 146457 (126264,166650)
5/31/2020 163942 36342 (-198793,271477) 146457 (112186,180728) 134769 (73138,196400) 256714 (133052,380377) 146457 (125111,167803)
6/1/2020 164769 36342 (-199801,272485) 146457 (110565,182349) 136099 (74775,197423) 262511 (133858,391165) 146457 (123993,168921)
6/2/2020 165555 36342 (-200784,273468) 146457 (109025,183889) 137429 (76433,198426) 268382 (134633,402131) 146457 (122910,170004)



Predicted Cases (95% Confidence Interval)
Date Actual Cases SES HLT DT ARIMA

5/16/2020 148067 146457 (146457,146457) 148137 (144844,151429) 148064 (144914,151214) 148182 (147572,148792)
5/17/2020 149435 146457 (146457,146457) 149819 (-738965,1038603) 149678 (-666312,965668) 149922 (148522,151321)
5/18/2020 150593 146457 (146457,146457) 151501 (-1833513,2136515) 151282 (-1666384,1968947) 151676 (149317,154036)
5/19/2020 151615 146457 (146457,146457) 153183 (-3166688,3473054) 152875 (-2879520,3185270) 153446 (149978,156914)
5/20/2020 152587 146457 (146457,146457) 154865 (-4703553,5013283) 154458 (-4272362,4581278) 155231 (150524,159939)
5/21/2020 153548 146457 (146457,146457) 156547 (-6420597,6733692) 156031 (-5822243,6134305) 157032 (150966,163097)
5/22/2020 154500 146457 (146457,146457) 158230 (-8300840,8617299) 157593 (-7512627,7827814) 158847 (151314,166379)
5/23/2020 155686 146457 (146457,146457) 159912 (-10331313,10651136) 159146 (-9330764,9649056) 160677 (151576,169778)
5/24/2020 156827 146457 (146457,146457) 161594 (-12501706,12824894) 160689 (-11266417,11587794) 162523 (151757,173288)
5/25/2020 157814 146457 (146457,146457) 163276 (-14803569,15130121) 162221 (-13311123,13635566) 164383 (151864,176903)
5/26/2020 158762 146457 (146457,146457) 164958 (-17229816,17559732) 163744 (-15457721,15785210) 166259 (151899,180619)
5/27/2020 159797 146457 (146457,146457) 166640 (-19774393,20107673) 165257 (-17700042,18030557) 168150 (151868,184432)
5/28/2020 160979 146457 (146457,146457) 168322 (-22432050,22768695) 166761 (-20032691,20366212) 170056 (151773,188339)
5/29/2020 162120 146457 (146457,146457) 170004 (-25198181,25538190) 168254 (-22450897,22787405) 171977 (151618,192337)
5/30/2020 163103 146457 (146457,146457) 171687 (-28068696,28412069) 169738 (-24950392,25289869) 173914 (151404,196423)
5/31/2020 163942 146457 (146457,146457) 173369 (-31039939,31386676) 171213 (-27527333,27869759) 175865 (151135,200595)
6/1/2020 164769 146457 (146457,146457) 175051 (-34108609,34458710) 172678 (-30178226,30523582) 177832 (150813,204850)
6/2/2020 165555 146457 (146457,146457) 176733 (-37271711,37625177) 174133 (-32899880,33248146) 179813 (150439,209187)

Predicted Cases (95% Confidence Interval)
Date Actual Cases LSTM HWA SSM Sutte-Arima

5/16/2020 148067 147196 (145487,148904) 148165 (144818,151512) 148162 (147550,148773) 74926 (-68430,218282)
5/17/2020 149435 148343 (146406,150279) 149872 (-5567775,5867519) 149865 (148517,151213) 75791 (-68059,219641)
5/18/2020 150593 149437 (147384,151489) 151580 (-12629624,12932784) 151567 (149334,153801) 76623 (-67605,220851)
5/19/2020 151615 150474 (148374,152574) 153287 (-21231808,21538383) 153270 (150023,156517) 77416 (-67114,221945)
5/20/2020 152587 151460 (149338,153582) 154994 (-31145950,31455938) 154972 (150598,159346) 78209 (-66571,222990)
5/21/2020 153548 152399 (150255,154543) 156701 (-42221779,42535182) 156674 (151069,162279) 79043 (-65947,224032)
5/22/2020 154500 153294 (151117,155471) 158408 (-54349158,54665974) 158376 (151445,165307) 79918 (-65243,225078)
5/23/2020 155686 154148 (151850,156446) 160114 (-67443918,67764147) 160078 (151732,168425) 80821 (-64537,226179)
5/24/2020 156827 154961 (152475,157447) 161821 (-81440002,81763644) 161780 (151934,171627) 81780 (-63772,227332)
5/25/2020 157814 155731 (153042,158420) 163527 (-96282567,96609621) 163483 (152057,174908) 82740 (-62972,228452)
5/26/2020 158762 156461 (153559,159363) 165234 (-111926640,112257107) 165185 (152104,178265) 83684 (-62160,229528)
5/27/2020 159797 157154 (153998,160309) 166939 (-128331730,128665608) 166887 (152079,181695) 84589 (-61385,230564)
5/28/2020 160979 157812 (154326,161298) 168645 (-145464779,145802069) 168589 (151984,185194) 85525 (-60598,231647)
5/29/2020 162120 158438 (154564,162312) 170351 (-163295759,163636461) 170291 (151821,188761) 86518 (-59753,232789)
5/30/2020 163103 159035 (154764,163307) 172056 (-181797944,182142055) 171993 (151594,192392) 87518 (-58878,233915)
5/31/2020 163942 159601 (154950,164251) 173761 (-200948057,201295580) 173695 (151304,196086) 88485 (-58005,234976)
6/1/2020 164769 160136 (155116,165157) 175466 (-220724591,221075523) 175397 (150954,199841) 89411 (-57151,235973)
6/2/2020 165555 160641 (155260,166023) 177172 (-241108813,241463156) 177099 (150544,203655) 90349 (-56260,236958)

Table A.175 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for United Arab Emirates.

Table A.176.

Actual and Predicted Cases with 95% Confidence Intervals for United Arab Emirates using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 22627 3814 (-33061,40688) 21831 (20271,23391) 12559 (-7175,32293) 24244 (21074,27414) 20386 (15994,24778) 21831 (21831,21831) 22499 (21190,23809)
5/17/2020 23358 3814 (-33784,41411) 21831 (18838,24824) 12707 (-7606,33020) 25150 (21804,28495) 20386 (15227,25545) 21831 (21831,21831) 23185 (-121515,167885)
5/18/2020 24190 3814 (-34580,42207) 21831 (17207,26455) 12855 (-8111,33822) 26077 (22610,29543) 20386 (14363,26409) 21831 (21831,21831) 23870 (-298742,346482)
5/19/2020 25063 3814 (-35419,43046) 21831 (15496,28166) 13003 (-8662,34668) 27025 (23460,30591) 20386 (13443,27329) 21831 (21831,21831) 24556 (-514602,563714)
5/20/2020 26004 3814 (-36307,43935) 21831 (13652,30010) 13152 (-9263,35566) 27996 (24360,31632) 20386 (12460,28312) 21831 (21831,21831) 25242 (-763458,813941)
5/21/2020 26898 3814 (-37206,44833) 21831 (11900,31762) 13300 (-9875,36475) 28989 (25272,32706) 20386 (11470,29302) 21831 (21831,21831) 25927 (-1041505,1093359)
5/22/2020 27892 3814 (-38144,45771) 21831 (9951,33711) 13448 (-10528,37424) 30004 (26224,33784) 20386 (10433,30339) 21831 (21831,21831) 26613 (-1345996,1399221)
5/23/2020 28704 3814 (-39057,46684) 21831 (8360,35302) 13596 (-11154,38347) 31042 (27153,34932) 20386 (9436,31336) 21831 (21831,21831) 27298 (-1674831,1729428)
5/24/2020 29485 3814 (-39946,47574) 21831 (6829,36833) 13745 (-11756,39245) 32103 (28057,36150) 20386 (8473,32299) 21831 (21831,21831) 27984 (-2026341,2082309)
5/25/2020 30307 3814 (-40830,48458) 21831 (5218,38444) 13893 (-12351,40137) 33188 (28954,37422) 20386 (7520,33252) 21831 (21831,21831) 28670 (-2399158,2456497)
5/26/2020 31086 3814 (-41702,49329) 21831 (3691,39971) 14041 (-12933,41015) 34296 (29835,38756) 20386 (6585,34187) 21831 (21831,21831) 29355 (-2792132,2850843)
5/27/2020 31969 3814 (-42585,50212) 21831 (1961,41701) 14189 (-13527,41905) 35427 (30730,40125) 20386 (5636,35136) 21831 (21831,21831) 30041 (-3204284,3264366)
5/28/2020 32532 3814 (-43419,51046) 21831 (857,42805) 14337 (-14069,42744) 36583 (31561,41604) 20386 (4752,36020) 21831 (21831,21831) 30726 (-3634764,3696217)
5/29/2020 33170 3814 (-44228,51856) 21831 (-393,44055) 14486 (-14584,43556) 37763 (32359,43167) 20386 (3900,36872) 21831 (21831,21831) 31412 (-4082824,4145648)
5/30/2020 33896 3814 (-45032,52660) 21831 (-1816,45478) 14634 (-15094,44362) 38967 (33150,44784) 20386 (3053,37719) 21831 (21831,21831) 32098 (-4547802,4611998)
5/31/2020 34557 3814 (-45823,53450) 21831 (-3112,46774) 14782 (-15589,45153) 40196 (33922,46470) 20386 (2224,38548) 21831 (21831,21831) 32783 (-5029107,5094673)
6/1/2020 35192 3814 (-46598,54225) 21831 (-4357,48019) 14930 (-16068,45929) 41450 (34675,48224) 20386 (1412,39360) 21831 (21831,21831) 33469 (-5526202,5593140)
6/2/2020 35788 3814 (-47356,54983) 21831 (-5525,49187) 15079 (-16530,46687) 42729 (35406,50052) 20386 (622,40150) 21831 (21831,21831) 34154 (-6038603,6106912)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 22627 22499 (21190,23809) 22581 (22462,22699) 20517 (16383,24652) 22533 (21157,23908) 22581 (22463,22700) 11658 (-9841,33157)
5/17/2020 23358 23185 (-121515,167885) 23341 (23141,23540) 20815 (16236,25394) 23275 (-500637,547187) 23342 (23141,23543) 12050 (-9783,33884)
5/18/2020 24190 23870 (-298742,346482) 24111 (23826,24397) 21095 (15972,26218) 24000 (-1135596,1183595) 24114 (23825,24404) 12441 (-9797,34680)
5/19/2020 25063 24556 (-514602,563714) 24893 (24513,25272) 21343 (15601,27085) 24725 (-1907413,1956863) 24897 (24511,25284) 12846 (-9831,35523)
5/20/2020 26004 25242 (-763458,813941) 25684 (25201,26167) 21568 (15126,28010) 25456 (-2798870,2849782) 25690 (25197,26183) 13255 (-9903,36413)
5/21/2020 26898 25927 (-1041505,1093359) 26485 (25890,27080) 21773 (14604,28942) 26182 (-3793225,3845589) 26494 (25884,27104) 13691 (-9943,37326)
5/22/2020 27892 26613 (-1345996,1399221) 27296 (26580,28013) 21964 (14006,29923) 26915 (-4884528,4938358) 27308 (26572,28044) 14108 (-10039,38254)
5/23/2020 28704 27298 (-1674831,1729428) 28117 (27271,28964) 22147 (13425,30868) 27619 (-6051899,6107136) 28132 (27259,29005) 14539 (-10089,39167)
5/24/2020 29485 27984 (-2026341,2082309) 28948 (27962,29934) 22324 (12863,31785) 28361 (-7307656,7364378) 28967 (27946,29987) 14932 (-10159,40022)
5/25/2020 30307 28670 (-2399158,2456497) 29788 (28654,30922) 22498 (12301,32695) 29086 (-8638500,8696671) 29811 (28633,30989) 15332 (-10217,40881)
5/26/2020 31086 29355 (-2792132,2850843) 30638 (29347,31929) 22669 (11748,33590) 29811 (-10040725,10100347) 30665 (29319,32010) 15727 (-10269,41723)
5/27/2020 31969 30041 (-3204284,3264366) 31497 (30040,32954) 22836 (11173,34500) 30542 (-11512657,11573741) 31529 (30005,33053) 16151 (-10299,42600)
5/28/2020 32532 30726 (-3634764,3696217) 32365 (30733,33997) 23001 (10655,35346) 31268 (-13049421,13111957) 32402 (30690,34115) 16602 (-10245,43449)
5/29/2020 33170 31412 (-4082824,4145648) 33242 (31427,35057) 23160 (10159,36161) 32001 (-14650892,14714895) 33285 (31373,35197) 16997 (-10226,44219)
5/30/2020 33896 32098 (-4547802,4611998) 34129 (32122,36136) 23314 (9660,36968) 32705 (-16305044,16370454) 34178 (32056,36300) 17416 (-10174,45005)
5/31/2020 34557 32783 (-5029107,5094673) 35024 (32816,37231) 23466 (9172,37759) 33447 (-18022548,18089441) 35079 (32737,37422) 17836 (-10106,45778)
6/1/2020 35192 33469 (-5526202,5593140) 35928 (33511,38344) 23613 (8693,38532) 34172 (-19795773,19864117) 35990 (33416,38564) 18305 (-9967,46576)
6/2/2020 35788 34154 (-6038603,6106912) 36840 (34206,39474) 23756 (8228,39285) 34897 (-21623212,21693006) 36910 (34094,39726) 18760 (-9818,47339)

Table A.1726 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Uganda.

Table A.177.

Actual and Predicted Cases with 95% Confidence Intervals for Uganda using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 227 33 (-348,414) 203 (156,250) 99 (-151,350) 153 (7,298) 121 (-87,329) 203 (203,203) 210 (197,222)
5/17/2020 227 33 (-348,414) 203 (156,250) 101 (-149,350) 157 (15,299) 121 (-87,329) 203 (203,203) 224 (182,266)
5/18/2020 248 33 (-362,428) 203 (115,291) 102 (-161,364) 161 (9,313) 121 (-101,343) 203 (203,203) 238 (157,319)
5/19/2020 260 33 (-376,441) 203 (91,315) 103 (-172,377) 165 (4,326) 121 (-115,357) 203 (203,203) 252 (125,380)
5/20/2020 264 33 (-385,450) 203 (83,323) 104 (-179,387) 170 (4,336) 121 (-124,366) 203 (203,203) 267 (86,447)
5/21/2020 160 33 (-362,427) 203 (119,287) 105 (-157,367) 174 (22,326) 121 (-105,347) 203 (203,203) 281 (41,520)
5/22/2020 175 33 (-348,413) 203 (148,258) 106 (-142,354) 179 (38,319) 121 (-92,334) 203 (203,203) 295 (-8,598)
5/23/2020 198 33 (-341,406) 203 (193,213) 107 (-133,347) 183 (51,315) 121 (-85,327) 203 (203,203) 309 (-63,682)
5/24/2020 198 33 (-336,401) 203 (193,213) 108 (-125,342) 188 (64,313) 121 (-80,322) 203 (203,203) 323 (-123,769)
5/25/2020 222 33 (-336,401) 203 (166,240) 110 (-123,342) 193 (73,312) 121 (-80,322) 203 (203,203) 338 (-186,862)
5/26/2020 253 33 (-342,408) 203 (105,301) 111 (-126,348) 198 (79,316) 121 (-86,328) 203 (203,203) 352 (-254,958)
5/27/2020 281 33 (-353,418) 203 (50,356) 112 (-135,358) 203 (81,325) 121 (-97,339) 203 (203,203) 366 (-325,1058)
5/28/2020 317 33 (-369,434) 203 (-20,426) 113 (-148,374) 208 (76,339) 121 (-114,356) 203 (203,203) 380 (-401,1161)
5/29/2020 329 33 (-384,449) 203 (-44,450) 114 (-162,390) 213 (72,353) 121 (-130,372) 203 (203,203) 395 (-479,1268)
5/30/2020 413 33 (-414,479) 203 (-209,615) 115 (-191,421) 218 (50,386) 121 (-163,405) 203 (203,203) 409 (-561,1379)
5/31/2020 417 33 (-439,504) 203 (-216,622) 116 (-215,447) 223 (35,411) 121 (-190,432) 203 (203,203) 423 (-647,1493)
6/1/2020 457 33 (-467,532) 203 (-295,701) 117 (-242,477) 228 (16,441) 121 (-220,462) 203 (203,203) 437 (-736,1610)
6/2/2020 489 33 (-497,562) 203 (-358,764) 119 (-270,508) 234 (-4,472) 121 (-252,494) 203 (203,203) 452 (-827,1730)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 227 210 (197,222) 239 (231,247) 206 (165,247) 239 (169,309) 239 (231,247) 133 (-51,317)
5/17/2020 227 224 (182,266) 279 (264,294) 233 (203,263) 277 (-1873,2427) 279 (263,294) 155 (-8,319)
5/18/2020 248 238 (157,319) 318 (294,343) 268 (235,302) 315 (-4417,5047) 318 (293,343) 171 (12,331)
5/19/2020 260 252 (125,380) 358 (324,393) 316 (254,377) 353 (-7522,8228) 358 (322,393) 187 (32,343)
5/20/2020 264 267 (86,447) 399 (352,446) 382 (265,498) 390 (-11081,11861) 397 (349,445) 205 (57,353)
5/21/2020 160 281 (41,520) 440 (380,499) 479 (202,756) 428 (-15065,15922) 436 (375,498) 226 (81,372)
5/22/2020 175 295 (-8,598) 481 (407,555) 634 (208,1060) 467 (-19469,20403) 476 (400,551) 230 (89,371)
5/23/2020 198 309 (-63,682) 522 (434,611) 905 (273,1536) 506 (-24243,25255) 515 (424,606) 251 (115,388)
5/24/2020 198 323 (-123,769) 564 (460,669) 1441 (434,2448) 544 (-29341,30430) 555 (447,662) 276 (137,414)
5/25/2020 222 338 (-186,862) 606 (485,727) 2657 (871,4443) 582 (-34735,35898) 594 (470,719) 310 (168,452)
5/26/2020 253 352 (-254,958) 649 (510,787) 5597 (2009,9185) 620 (-40416,41656) 634 (491,776) 333 (189,476)
5/27/2020 281 366 (-325,1058) 692 (535,849) 12245 (4654,19836) 657 (-46357,47672) 673 (512,834) 356 (212,499)
5/28/2020 317 380 (-401,1161) 735 (559,911) 26322 (10415,42228) 695 (-52561,53952) 712 (531,894) 382 (240,525)
5/29/2020 329 395 (-479,1268) 778 (583,974) 56477 (23310,89644) 734 (-59043,60512) 752 (550,953) 406 (263,549)
5/30/2020 413 409 (-561,1379) 822 (607,1038) 121401 (52295,190507) 773 (-65785,67331) 791 (569,1014) 425 (286,563)
5/31/2020 417 423 (-647,1493) 867 (630,1103) 260945 (116814,405077) 811 (-72762,74385) 831 (586,1075) 457 (322,593)
6/1/2020 457 437 (-736,1610) 911 (653,1170) 560793 (259955,861630) 849 (-79960,81658) 870 (603,1137) 474 (342,606)
6/2/2020 489 452 (-827,1730) 956 (675,1237) 1204993 (576412,1833574) 887 (-87376,89150) 910 (620,1199) 501 (373,629)

Table A.178 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Ukraine.

Table A.178.

Actual and Predicted Cases with 95% Confidence Intervals for Ukraine using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 17858 3069 (-25916,32055) 17330 (16295,18365) 10208 (-4787,25202) 20101 (15705,24498) 17330 (16295,18365) 17330 (17330,17330) 17769 (16908,18630)
5/17/2020 18291 3069 (-26344,32482) 17330 (15446,19214) 10329 (-4974,25632) 20867 (16133,25601) 17330 (15810,18850) 17330 (17330,17330) 18215 (-43904,80335)
5/18/2020 18616 3069 (-26701,32839) 17330 (14809,19851) 10450 (-5091,25991) 21651 (16480,26822) 17330 (15418,19242) 17330 (17330,17330) 18661 (-119616,156939)
5/19/2020 18876 3069 (-27008,33147) 17330 (14300,20360) 10571 (-5158,26299) 22454 (16767,28141) 17330 (15085,19575) 17330 (17330,17330) 19107 (-211830,250045)
5/20/2020 19230 3069 (-27334,33473) 17330 (13606,21054) 10692 (-5243,26627) 23275 (17075,29476) 17330 (14721,19939) 17330 (17330,17330) 19553 (-318144,357251)
5/21/2020 19706 3069 (-27712,33851) 17330 (12673,21987) 10813 (-5381,27007) 24116 (17446,30787) 17330 (14283,20377) 17330 (17330,17330) 19999 (-436935,476933)
5/22/2020 20148 3069 (-28111,34250) 17330 (11807,22853) 10934 (-5540,27407) 24976 (17840,32113) 17330 (13821,20839) 17330 (17330,17330) 20445 (-567029,607919)
5/23/2020 20580 3069 (-28521,34660) 17330 (10960,23700) 11055 (-5709,27818) 25856 (18245,33468) 17330 (13349,21311) 17330 (17330,17330) 20891 (-707530,749312)
5/24/2020 20986 3069 (-28932,35071) 17330 (10164,24496) 11176 (-5879,28231) 26755 (18650,34861) 17330 (12881,21779) 17330 (17330,17330) 21337 (-857724,900398)
5/25/2020 21245 3069 (-29312,35451) 17330 (9657,25003) 11297 (-6018,28612) 27675 (19014,36336) 17330 (12462,22198) 17330 (17330,17330) 21783 (-1017026,1060593)
5/26/2020 21584 3069 (-29687,35826) 17330 (8992,25668) 11418 (-6151,28986) 28614 (19370,37859) 17330 (12051,22609) 17330 (17330,17330) 22229 (-1184947,1229406)
5/27/2020 21905 3069 (-30054,36192) 17330 (8363,26297) 11539 (-6275,29352) 29574 (19717,39432) 17330 (11651,23009) 17330 (17330,17330) 22675 (-1361067,1406417)
5/28/2020 22382 3069 (-30441,36580) 17330 (7428,27232) 11660 (-6421,29740) 30555 (20094,41016) 17330 (11222,23438) 17330 (17330,17330) 23121 (-1545023,1591265)
5/29/2020 22811 3069 (-30838,36976) 17330 (6587,28073) 11781 (-6575,30136) 31556 (20484,42628) 17330 (10781,23879) 17330 (17330,17330) 23567 (-1736494,1783629)
5/30/2020 23204 3069 (-31236,37375) 17330 (5817,28843) 11902 (-6731,30534) 32578 (20877,44280) 17330 (10340,24320) 17330 (17330,17330) 24013 (-1935200,1983226)
5/31/2020 23672 3069 (-31647,37786) 17330 (4900,29760) 12023 (-6900,30945) 33622 (21287,45957) 17330 (9882,24778) 17330 (17330,17330) 24459 (-2140885,2189804)
6/1/2020 24562 3069 (-32126,38265) 17330 (3155,31505) 12144 (-7140,31427) 34687 (21789,47585) 17330 (9329,25331) 17330 (17330,17330) 24905 (-2353322,2403133)
6/2/2020 24895 3069 (-32590,38728) 17330 (2503,32157) 12265 (-7363,31892) 35774 (22269,49278) 17330 (8805,25855) 17330 (17330,17330) 25351 (-2572304,2623006)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 17858 17769 (16908,18630) 17825 (17750,17900) 16327 (13325,19328) 17803 (16876,18729) 17801 (17711,17890) 9133 (-7967,26234)
5/17/2020 18291 18215 (-43904,80335) 18284 (18134,18435) 16548 (13332,19764) 18275 (-351426,387977) 18267 (18087,18447) 9384 (-7895,26664)
5/18/2020 18616 18661 (-119616,156939) 18690 (18464,18916) 16768 (13411,20125) 18748 (-807054,844550) 18729 (18447,19011) 9589 (-7830,27007)
5/19/2020 18876 19107 (-211830,250045) 19063 (18762,19365) 16977 (13525,20429) 19221 (-1362011,1400452) 19191 (18800,19582) 9749 (-7789,27286)
5/20/2020 19230 19553 (-318144,357251) 19448 (19062,19834) 17177 (13604,20751) 19693 (-2001704,2041091) 19652 (19144,20160) 9895 (-7796,27587)
5/21/2020 19706 19999 (-436935,476933) 19879 (19390,20369) 17370 (13610,21130) 20166 (-2716303,2756634) 20112 (19481,20744) 10098 (-7789,27985)
5/22/2020 20148 20445 (-567029,607919) 20361 (19745,20977) 17556 (13580,21531) 20638 (-3498747,3540024) 20572 (19811,21334) 10364 (-7713,28441)
5/23/2020 20580 20891 (-707530,749312) 20867 (20106,21628) 17736 (13528,21945) 21111 (-4343633,4385855) 21033 (20134,21931) 10648 (-7609,28904)
5/24/2020 20986 21337 (-857724,900398) 21357 (20442,22272) 17912 (13465,22359) 21583 (-5246667,5289833) 21493 (20451,22535) 10906 (-7523,29335)
5/25/2020 21245 21783 (-1017026,1060593) 21810 (20740,22879) 18083 (13432,22735) 22055 (-6204322,6248432) 21953 (20762,23144) 11120 (-7455,29696)
5/26/2020 21584 22229 (-1184947,1229406) 22231 (21009,23453) 18249 (13396,23103) 22528 (-7213680,7258736) 22413 (21067,23759) 11300 (-7425,30025)
5/27/2020 21905 22675 (-1361067,1406417) 22651 (21275,24026) 18411 (13361,23461) 23000 (-8272205,8318205) 22873 (21366,24381) 11494 (-7377,30365)
5/28/2020 22382 23121 (-1545023,1591265) 23099 (21561,24636) 18567 (13291,23844) 23472 (-9377681,9424626) 23333 (21660,25007) 11704 (-7333,30740)
5/29/2020 22811 23567 (-1736494,1783629) 23587 (21875,25298) 18719 (13201,24237) 23944 (-10528193,10576081) 23794 (21948,25640) 11985 (-7216,31186)
5/30/2020 23204 24013 (-1935200,1983226) 24102 (22204,26000) 18867 (13102,24632) 24416 (-11722032,11770864) 24254 (22230,26277) 12257 (-7102,31617)
5/31/2020 23672 24459 (-2140885,2189804) 24617 (22522,26711) 19011 (12981,25042) 24888 (-12957675,13007451) 24714 (22508,26920) 12527 (-6997,32051)
6/1/2020 24562 24905 (-2353322,2403133) 25108 (22814,27402) 19153 (12762,25543) 25360 (-14233740,14284460) 25174 (22781,27568) 12771 (-6982,32524)
6/2/2020 24895 25351 (-2572304,2623006) 25573 (23079,28067) 19290 (12561,26019) 25832 (-15549006,15600671) 25634 (23048,28220) 13083 (-6875,33040)

Table A.179 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for United Kingdom.

Table A.179.

Actual and Predicted Cases with 95% Confidence Intervals for United Kingdom using the Time Series Models.



Predicted Cases (95% Confidence Interval)


Date Actual Cases SA SMA LT QT ST
5/16/2020 241461 55307 (-309556,420169) 238004 (231228,244780) 174021 (41838,306204) 278155 (206234,350077) 238004 (231228,244780)
5/17/2020 244995 55307 (-313036,423649) 238004 (224302,251706) 176033 (42350,309715) 286064 (209735,362392) 238004 (227195,248813)
5/18/2020 247709 55307 (-315981,426594) 238004 (218982,257026) 178045 (43403,312687) 294106 (212616,375596) 238004 (223915,252093)
5/19/2020 250138 55307 (-318654,429268) 238004 (214221,261787) 180057 (44731,315384) 302283 (215152,389415) 238004 (220966,255042)
5/20/2020 249619 55307 (-320043,430656) 238004 (215239,260769) 182069 (47324,316815) 310597 (216096,405097) 238004 (219677,256331)
5/21/2020 252246 55307 (-321839,432452) 238004 (210090,265918) 184081 (49526,318637) 319047 (217563,420532) 238004 (217761,258247)
5/22/2020 255544 55307 (-324065,434679) 238004 (203626,272382) 186093 (51313,320874) 327636 (219562,435710) 238004 (215199,260809)
5/23/2020 258504 55307 (-326478,437092) 238004 (197824,278184) 188106 (52921,323291) 336363 (221773,450954) 238004 (212375,263633)
5/24/2020 260916 55307 (-328893,439506) 238004 (193096,282912) 190118 (54530,325705) 345231 (223960,466501) 238004 (209579,266429)
5/25/2020 262547 55307 (-331148,441762) 238004 (189900,286108) 192130 (56297,327962) 354239 (225921,482558) 238004 (207043,268965)
5/26/2020 266599 55307 (-333746,444359) 238004 (181958,294050) 194142 (57736,330548) 363389 (228332,498447) 238004 (203990,272018)
5/27/2020 268619 55307 (-336248,446861) 238004 (177999,298009) 196154 (59270,333038) 372683 (230601,514765) 238004 (201117,274891)
5/28/2020 270508 55307 (-338657,449270) 238004 (174296,301712) 198166 (60899,335433) 382120 (232736,531504) 238004 (198404,277604)
5/29/2020 272607 55307 (-341024,451637) 238004 (170182,305826) 200178 (62570,337786) 391702 (234814,548589) 238004 (195758,280250)
5/30/2020 274219 55307 (-343290,453903) 238004 (167023,308985) 202190 (64342,340039) 401429 (236757,566102) 238004 (193265,282743)
5/31/2020 276156 55307 (-345518,456131) 238004 (163226,312782) 204202 (66153,342252) 411304 (238655,583953) 238004 (190823,285185)
6/1/2020 277736 55307 (-347669,458283) 238004 (160129,315879) 206215 (68039,344390) 421326 (240457,602195) 238004 (188488,287520)
6/2/2020 279392 55307 (-349767,460381) 238004 (156884,319124) 208227 (69978,346476) 431497 (242199,620796) 238004 (186224,289784)



Predicted Cases (95% Confidence Interval)
Date Actual Cases SES HLT DT ARIMA

5/16/2020 241461 238004 (238004,238004) 241961 (234205,249717) 241961 (234205,249717) 241624 (240270,242977)
5/17/2020 244995 238004 (238004,238004) 245809 (-4535453,5027071) 245809 (-4535453,5027071) 245276 (242863,247690)
5/18/2020 247709 238004 (238004,238004) 249657 (-10436009,10935322) 249657 (-10436009,10935322) 248961 (245416,252506)
5/19/2020 250138 238004 (238004,238004) 253505 (-17623051,18130060) 253505 (-17623051,18130060) 252679 (247907,257450)
5/20/2020 249619 238004 (238004,238004) 257352 (-25908007,26422711) 257352 (-25908007,26422711) 256428 (250332,262523)
5/21/2020 252246 238004 (238004,238004) 261200 (-35164074,35686474) 261200 (-35164074,35686474) 260209 (252697,267721)
5/22/2020 255544 238004 (238004,238004) 265048 (-45299691,45829787) 265048 (-45299691,45829787) 264023 (255005,273040)
5/23/2020 258504 238004 (238004,238004) 268896 (-56244948,56782739) 268896 (-56244948,56782739) 267868 (257261,278476)
5/24/2020 260916 238004 (238004,238004) 272743 (-67944260,68489746) 272743 (-67944260,68489746) 271746 (259468,284025)
5/25/2020 262547 238004 (238004,238004) 276591 (-80352079,80905262) 276591 (-80352079,80905262) 275656 (261629,289683)
5/26/2020 266599 238004 (238004,238004) 280439 (-93430211,93991089) 280439 (-93430211,93991089) 279598 (263748,295448)
5/27/2020 268619 238004 (238004,238004) 284287 (-107146024,107714598) 284287 (-107146024,107714598) 283572 (265828,301317)
5/28/2020 270508 238004 (238004,238004) 288134 (-121471227,122047496) 288134 (-121471227,122047496) 287579 (267870,307287)
5/29/2020 272607 238004 (238004,238004) 291982 (-136380984,136964949) 291982 (-136380984,136964949) 291617 (269878,313356)
5/30/2020 274219 238004 (238004,238004) 295830 (-151853262,152444923) 295830 (-151853262,152444923) 295688 (271854,319522)
5/31/2020 276156 238004 (238004,238004) 299678 (-167868346,168467702) 299678 (-167868346,168467702) 299791 (273798,325783)
6/1/2020 277736 238004 (238004,238004) 303526 (-184408455,185015507) 303526 (-184408455,185015507) 303926 (275714,332137)
6/2/2020 279392 238004 (238004,238004) 307373 (-201457448,202072195) 307373 (-201457448,202072195) 308093 (277602,338583)



Predicted Cases (95% Confidence Interval)
Date Actual Cases LSTM HWA SSM Sutte-Arima

5/16/2020 241461 224149 (190217,258081) 241103 (235029,247178) 241542 (240112,242972) 122535 (-110560,355630)
5/17/2020 244995 224495 (187308,261682) 244304 (-9404962,9893569) 245078 (242516,247641) 124397 (-110342,359136)
5/18/2020 247709 224933 (185105,264760) 247208 (-20529744,21024160) 248615 (244833,252397) 126253 (-109597,362102)
5/19/2020 250138 225255 (183013,267496) 250264 (-34303361,34803889) 252151 (247040,257262) 127968 (-108788,364723)
5/20/2020 249619 225496 (182200,268792) 253649 (-50965776,51473074) 255688 (249140,262236) 129669 (-106757,366095)
5/21/2020 252246 225680 (180802,270558) 257000 (-69874564,70388565) 259224 (251135,267313) 130880 (-105789,367548)
5/22/2020 255544 225820 (178798,272843) 260719 (-91459811,91981249) 262761 (253032,272489) 132772 (-104467,370011)
5/23/2020 258504 225928 (176488,275369) 263798 (-114146055,114673650) 266297 (254835,277759) 134841 (-103046,372729)
5/24/2020 260916 226013 (174121,277904) 266989 (-138204601,138738580) 269834 (256548,283119) 137363 (-101004,375729)
5/25/2020 262547 226074 (171902,280245) 269884 (-163120273,163660042) 273370 (258176,288564) 139281 (-99411,377973)
5/26/2020 266599 226116 (169194,283038) 272932 (-189187716,189733579) 276906 (259722,294091) 140972 (-98415,380359)
5/27/2020 268619 226146 (166584,285707) 276308 (-216862145,217414760) 280443 (261189,299696) 143143 (-96796,383083)
5/28/2020 270508 226166 (164072,288261) 279650 (-245974405,246533705) 283979 (262580,305379) 145081 (-95318,385479)
5/29/2020 272607 226179 (161589,290768) 283360 (-276943917,277510637) 287516 (263897,311134) 147143 (-93653,387939)
5/30/2020 274219 226184 (159217,293152) 286430 (-308760509,309333368) 291052 (265143,316961) 148849 (-92279,389977)
5/31/2020 276156 226184 (156873,295494) 289612 (-341582690,342161915) 294589 (266320,322857) 150832 (-90580,392244)
6/1/2020 277736 226177 (154608,297745) 292499 (-375022977,375607975) 298125 (267429,328821) 152907 (-88697,394512)
6/2/2020 279392 226155 (152382,299927) 295537 (-409297421,409888496) 301662 (268473,334850) 154904 (-86834,396642)

Table A.180 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for United States.

Table A.180.

Actual and Predicted Cases with 95% Confidence Intervals for United States using the Time Series Models.



Predicted Cases (95% Confidence Interval)


Date Actual Cases SA SMA LT QT ST
5/16/2020 1467820 345811 (-1853326,2544948) 1442824 (1393832,1491816) 1079817 (319332,1840303) 1667192 (1276423,2057962) 1390406 (1238675,1542137)
5/17/2020 1486757 345811 (-1871962,2563584) 1442824 (1356715,1528933) 1092258 (325380,1859136) 1711584 (1295121,2128048) 1390406 (1219108,1561704)
5/18/2020 1508308 345811 (-1892385,2584007) 1442824 (1314475,1571173) 1104699 (329672,1879726) 1756644 (1315510,2197778) 1390406 (1197112,1583700)
5/19/2020 1528568 345811 (-1912652,2604275) 1442824 (1274766,1610882) 1117140 (334152,1900128) 1802375 (1335523,2269228) 1390406 (1175105,1605707)
5/20/2020 1551853 345811 (-1934118,2625740) 1442824 (1229127,1656521) 1129581 (337458,1921703) 1848782 (1356744,2340820) 1390406 (1151429,1629383)
5/21/2020 1577147 345811 (-1956903,2648526) 1442824 (1179551,1706097) 1142021 (339459,1944584) 1895867 (1379349,2412385) 1390406 (1125983,1654829)
5/22/2020 1600937 345811 (-1980031,2671653) 1442824 (1132923,1752725) 1154462 (341142,1967782) 1943635 (1402220,2485050) 1390406 (1100138,1680674)
5/23/2020 1622612 345811 (-2002844,2694466) 1442824 (1090440,1795208) 1166903 (343176,1990630) 1992089 (1424601,2559577) 1390406 (1074786,1706026)
5/24/2020 1643246 345811 (-2025221,2716844) 1442824 (1049997,1835651) 1179344 (345681,2013007) 2041233 (1446364,2636103) 1390406 (1050061,1730751)
5/25/2020 1662302 345811 (-2046974,2738597) 1442824 (1012647,1873001) 1191784 (348848,2034721) 2091071 (1467286,2714855) 1390406 (1026193,1754619)
5/26/2020 1680913 345811 (-2068198,2759821) 1442824 (976170,1909478) 1204225 (352577,2055874) 2141605 (1487499,2795711) 1390406 (1003023,1777789)
5/27/2020 1699176 345811 (-2088973,2780596) 1442824 (940374,1945274) 1216666 (356785,2076547) 2192840 (1507116,2878565) 1390406 (980429,1800383)
5/28/2020 1721753 345811 (-2110125,2801747) 1442824 (896123,1989525) 1229107 (360638,2097576) 2244780 (1527225,2962336) 1390406 (957283,1823529)
5/29/2020 1746019 345811 (-2131844,2823467) 1442824 (848562,2037086) 1241548 (363939,2119156) 2297428 (1548068,3046788) 1390406 (933353,1847459)
5/30/2020 1770165 345811 (-2154010,2845633) 1442824 (801236,2084412) 1253988 (366809,2141167) 2350788 (1569479,3132097) 1390406 (908840,1871972)
5/31/2020 1790172 345811 (-2175980,2867602) 1442824 (762022,2123626) 1266429 (369905,2162953) 2404863 (1590608,3219118) 1390406 (884657,1896155)
6/1/2020 1811020 345811 (-2197903,2889525) 1442824 (721160,2164488) 1278870 (373073,2184667) 2459657 (1611668,3307646) 1390406 (860580,1920232)
6/2/2020 1831821 345811 (-2219787,2911410) 1442824 (680390,2205258) 1291311 (376303,2206318) 2515174 (1632678,3397670) 1390406 (836597,1944215)



Predicted Cases (95% Confidence Interval)
Date Actual Cases SES HLT DT ARIMA

5/16/2020 1467820 1442824 (1442824,1442824) 1466202 (1420381,1512023) 1466202 (1420381,1512023) 1468237 (1463880,1472594)
5/17/2020 1486757 1442824 (1442824,1442824) 1490051 (-173390650,176370752) 1490051 (-173390650,176370752) 1493582 (1483352,1503812)
5/18/2020 1508308 1442824 (1442824,1442824) 1513900 (-389498438,392526238) 1513900 (-389498438,392526238) 1519148 (1501363,1536932)
5/19/2020 1528568 1442824 (1442824,1442824) 1537749 (-652727522,655803020) 1537749 (-652727522,655803020) 1544933 (1518288,1571578)
5/20/2020 1551853 1442824 (1442824,1442824) 1561598 (-956165568,959288763) 1561598 (-956165568,959288763) 1570939 (1534311,1607568)
5/21/2020 1577147 1442824 (1442824,1442824) 1585447 (-1295166789,1298337682) 1585447 (-1295166789,1298337682) 1597166 (1549548,1644783)
5/22/2020 1600937 1442824 (1442824,1442824) 1609296 (-1666377224,1669595816) 1609296 (-1666377224,1669595816) 1623612 (1564087,1683138)
5/23/2020 1622612 1442824 (1442824,1442824) 1633145 (-2067236162,2070502452) 1633145 (-2067236162,2070502452) 1650279 (1577994,1722565)
5/24/2020 1643246 1442824 (1442824,1442824) 1656994 (-2495707772,2499021760) 1656994 (-2495707772,2499021760) 1677166 (1591322,1763011)
5/25/2020 1662302 1442824 (1442824,1442824) 1680843 (-2950123961,2953485646) 1680843 (-2950123961,2953485646) 1704274 (1604117,1804431)
5/26/2020 1680913 1442824 (1442824,1442824) 1704692 (-3429085823,3432495207) 1704692 (-3429085823,3432495207) 1731602 (1616415,1846788)
5/27/2020 1699176 1442824 (1442824,1442824) 1728541 (-3931398400,3934855481) 1728541 (-3931398400,3934855481) 1759150 (1628251,1890048)
5/28/2020 1721753 1442824 (1442824,1442824) 1752390 (-4456025575,4459530355) 1752390 (-4456025575,4459530355) 1786918 (1639652,1934184)
5/29/2020 1746019 1442824 (1442824,1442824) 1776239 (-5002057792,5005610269) 1776239 (-5002057792,5005610269) 1814907 (1650643,1979170)
5/30/2020 1770165 1442824 (1442824,1442824) 1800088 (-5568688245,5572288420) 1800088 (-5568688245,5572288420) 1843115 (1661248,2024983)
5/31/2020 1790172 1442824 (1442824,1442824) 1823937 (-6155194906,6158842779) 1823937 (-6155194906,6158842779) 1871545 (1671486,2071603)
6/1/2020 1811020 1442824 (1442824,1442824) 1847785 (-6760926659,6764622230) 1847785 (-6760926659,6764622230) 1900194 (1681376,2119012)
6/2/2020 1831821 1442824 (1442824,1442824) 1871634 (-7385292410,7389035679) 1871634 (-7385292410,7389035679) 1929064 (1690934,2167193)



Predicted Cases (95% Confidence Interval)
Date Actual Cases LSTM HWA SSM Sutte-Arima

5/16/2020 1467820 1302278 (977815,1626741) 1467871 (1418779,1516964) 1468117 (1463560,1472675) 746467 (-667383,2160318)
5/17/2020 1486757 1298603 (951274,1645933) 1492919 (-1227965070,1230950908) 1493076 (1482320,1503833) 759810 (-659534,2179154)
5/18/2020 1508308 1295250 (923023,1667478) 1517965 (-2747520669,2750556599) 1518036 (1499227,1536844) 771164 (-656717,2199044)
5/19/2020 1528568 1291274 (893791,1688758) 1543009 (-4598302099,4601388117) 1542995 (1514719,1571271) 783463 (-652619,2219544)
5/20/2020 1551853 1286932 (862294,1711570) 1568043 (-6731411860,6734547946) 1567954 (1528996,1606912) 795663 (-649746,2241072)
5/21/2020 1577147 1282377 (828618,1736136) 1593082 (-9114492701,9117678865) 1592913 (1542189,1643636) 809510 (-645926,2264946)
5/22/2020 1600937 1277705 (794155,1761256) 1618115 (-11723781860,11727018090) 1617872 (1554392,1681352) 823365 (-642068,2288799)
5/23/2020 1622612 1272980 (759857,1786102) 1643144 (-14541236670,14544522958) 1642831 (1565677,1719986) 837294 (-637565,2312153)
5/24/2020 1643246 1268318 (726061,1810574) 1668174 (-17552626490,17555962839) 1667790 (1576102,1759479) 850464 (-633379,2334308)
5/25/2020 1662302 1263816 (693168,1834464) 1693203 (-20746214754,20749601161) 1692749 (1585715,1799784) 863229 (-629053,2355511)
5/26/2020 1680913 1259486 (661105,1857867) 1718229 (-24112136459,24115572917) 1717709 (1594557,1840860) 876093 (-624131,2376317)
5/27/2020 1699176 1255325 (629794,1880856) 1743246 (-27641797319,27645283811) 1742668 (1602665,1882671) 889349 (-618320,2397018)
5/28/2020 1721753 1251245 (598093,1904398) 1768267 (-31328088690,31331625225) 1767627 (1610068,1925186) 902833 (-612552,2418218)
5/29/2020 1746019 1247265 (565800,1928730) 1793283 (-35164510459,35168097025) 1792586 (1616793,1968379) 917420 (-605984,2440824)
5/30/2020 1770165 1243388 (533104,1953672) 1818295 (-39145359072,39148995661) 1817545 (1622866,2012224) 932478 (-599108,2464065)
5/31/2020 1790172 1239604 (500853,1978354) 1843307 (-43265618624,43269305239) 1842504 (1628307,2056701) 947685 (-591655,2487024)
6/1/2020 1811020 1235915 (468849,2002981) 1868319 (-47520711869,47524448506) 1867463 (1633137,2101789) 961575 (-585434,2508583)
6/2/2020 1831821 1232258 (437009,2027508) 1893327 (-51906465306,51910251961) 1892422 (1637374,2147470) 975432 (-579175,2530039)

Table A.181 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Uruguay.

Table A.181.

Actual and Predicted Cases with 95% Confidence Intervals for Uruguay using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 733 248 (-703,1199) 732 (730,734) 702 (643,762) 756 (711,800) 732 (730,734) 732 (732,732) 737 (727,748)
5/17/2020 734 248 (-704,1200) 732 (728,736) 710 (657,764) 760 (712,807) 732 (729,735) 732 (732,732) 743 (722,765)
5/18/2020 737 248 (-706,1202) 732 (722,742) 718 (669,767) 763 (715,812) 732 (726,738) 732 (732,732) 749 (714,785)
5/19/2020 738 248 (-708,1204) 732 (720,744) 726 (682,770) 766 (716,817) 732 (724,740) 732 (732,732) 755 (703,807)
5/20/2020 746 248 (-712,1208) 732 (705,759) 733 (692,774) 769 (720,819) 732 (718,746) 732 (732,732) 761 (690,832)
5/21/2020 749 248 (-716,1211) 732 (699,765) 741 (703,779) 772 (723,821) 732 (713,751) 732 (732,732) 767 (675,859)
5/22/2020 753 248 (-719,1215) 732 (691,773) 749 (714,784) 774 (726,822) 732 (709,755) 732 (732,732) 773 (658,887)
5/23/2020 764 248 (-725,1221) 732 (669,795) 756 (723,790) 775 (730,821) 732 (701,763) 732 (732,732) 778 (639,917)
5/24/2020 769 248 (-731,1226) 732 (659,805) 764 (733,796) 777 (734,820) 732 (694,770) 732 (732,732) 784 (620,949)
5/25/2020 787 248 (-739,1234) 732 (624,840) 772 (740,803) 777 (736,819) 732 (682,782) 732 (732,732) 790 (598,982)
5/26/2020 789 248 (-746,1241) 732 (620,844) 780 (749,810) 778 (738,818) 732 (674,790) 732 (732,732) 796 (576,1016)
5/27/2020 803 248 (-754,1250) 732 (593,871) 787 (757,818) 777 (737,818) 732 (663,801) 732 (732,732) 802 (552,1052)
5/28/2020 811 248 (-762,1258) 732 (577,887) 795 (764,826) 777 (733,820) 732 (653,811) 732 (732,732) 808 (527,1089)
5/29/2020 816 248 (-770,1266) 732 (567,897) 803 (772,833) 776 (729,823) 732 (644,820) 732 (732,732) 814 (500,1127)
5/30/2020 821 248 (-777,1273) 732 (558,906) 810 (781,840) 774 (723,825) 732 (636,828) 732 (732,732) 819 (473,1166)
5/31/2020 823 248 (-784,1280) 732 (554,910) 818 (789,847) 772 (716,827) 732 (629,835) 732 (732,732) 825 (444,1206)
6/1/2020 825 248 (-790,1286) 732 (550,914) 826 (798,854) 769 (709,829) 732 (623,841) 732 (732,732) 831 (415,1248)
6/2/2020 826 248 (-795,1291) 732 (548,916) 833 (806,861) 766 (701,831) 732 (617,847) 732 (732,732) 837 (384,1290)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 733 737 (727,746) 739 (725,752) 723 (703,743) 737 (727,747) 738 (725,752) 372 (-336,1080)
5/17/2020 734 742 (724,760) 745 (721,769) 725 (707,744) 742 (712,772) 744 (721,768) 375 (-331,1081)
5/18/2020 737 747 (718,776) 751 (718,785) 727 (709,746) 747 (692,802) 751 (717,784) 377 (-328,1083)
5/19/2020 738 752 (711,793) 758 (715,801) 729 (711,748) 751 (668,834) 757 (713,800) 380 (-325,1084)
5/20/2020 746 757 (701,813) 764 (711,818) 731 (711,752) 755 (641,869) 763 (709,816) 383 (-323,1089)
5/21/2020 749 762 (691,833) 771 (707,835) 733 (710,756) 759 (612,906) 769 (704,833) 387 (-319,1094)
5/22/2020 753 766 (679,854) 777 (702,852) 735 (710,760) 763 (581,945) 775 (699,850) 391 (-316,1098)
5/23/2020 764 771 (666,876) 784 (697,871) 736 (706,767) 767 (549,985) 781 (694,868) 395 (-315,1104)
5/24/2020 769 776 (652,899) 791 (692,889) 738 (702,773) 770 (515,1025) 787 (688,886) 398 (-313,1110)
5/25/2020 787 780 (637,923) 797 (686,909) 739 (694,784) 773 (480,1066) 793 (681,904) 402 (-314,1118)
5/26/2020 789 784 (622,947) 804 (680,929) 740 (689,792) 776 (444,1108) 799 (674,923) 408 (-311,1126)
5/27/2020 803 789 (606,972) 811 (674,949) 742 (681,802) 779 (407,1151) 805 (667,943) 410 (-313,1133)
5/28/2020 811 793 (589,997) 818 (667,970) 743 (674,812) 782 (370,1193) 811 (659,963) 415 (-313,1142)
5/29/2020 816 797 (571,1023) 825 (659,991) 744 (668,820) 784 (332,1236) 817 (651,983) 417 (-315,1148)
5/30/2020 821 801 (553,1049) 832 (652,1012) 745 (662,828) 787 (294,1279) 823 (642,1004) 421 (-314,1156)
5/31/2020 823 805 (535,1075) 839 (644,1035) 746 (657,835) 789 (256,1322) 829 (633,1025) 423 (-316,1161)
6/1/2020 825 809 (515,1102) 846 (636,1057) 747 (653,841) 791 (217,1365) 835 (623,1047) 425 (-316,1166)
6/2/2020 826 813 (496,1130) 854 (627,1080) 748 (650,846) 793 (179,1408) 841 (613,1069) 428 (-315,1172)

Table A.182 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Uzbekistan.

Table A.182.

Actual and Predicted Cases with 95% Confidence Intervals for Uzbekistan using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 2738 621 (-3528,4770) 2686 (2584,2788) 1977 (486,3468) 3176 (2318,4034) 2686 (2584,2788) 2686 (2686,2686) 2737 (2637,2837)
5/17/2020 2753 621 (-3543,4785) 2686 (2555,2817) 2000 (516,3484) 3266 (2331,4200) 2686 (2568,2804) 2686 (2686,2686) 2786 (1918,3654)
5/18/2020 2791 621 (-3572,4815) 2686 (2480,2892) 2023 (532,3514) 3357 (2361,4353) 2686 (2533,2839) 2686 (2686,2686) 2835 (975,4694)
5/19/2020 2855 621 (-3619,4862) 2686 (2355,3017) 2046 (531,3561) 3450 (2409,4491) 2686 (2474,2898) 2686 (2686,2686) 2883 (-173,5940)
5/20/2020 2939 621 (-3682,4924) 2686 (2190,3182) 2069 (514,3624) 3544 (2472,4616) 2686 (2394,2978) 2686 (2686,2686) 2932 (-1499,7364)
5/21/2020 2964 621 (-3731,4973) 2686 (2141,3231) 2092 (510,3674) 3640 (2522,4758) 2686 (2339,3033) 2686 (2686,2686) 2981 (-2983,8945)
5/22/2020 3028 621 (-3785,5027) 2686 (2016,3356) 2115 (502,3728) 3737 (2577,4898) 2686 (2277,3095) 2686 (2686,2686) 3030 (-4608,10668)
5/23/2020 3115 621 (-3848,5090) 2686 (1845,3527) 2138 (484,3792) 3836 (2641,5032) 2686 (2201,3171) 2686 (2686,2686) 3079 (-6366,12523)
5/24/2020 3164 621 (-3908,5151) 2686 (1749,3623) 2161 (470,3852) 3937 (2702,5172) 2686 (2133,3239) 2686 (2686,2686) 3127 (-8246,14501)
5/25/2020 3189 621 (-3961,5203) 2686 (1700,3672) 2184 (463,3905) 4039 (2754,5323) 2686 (2075,3297) 2686 (2686,2686) 3176 (-10242,16594)
5/26/2020 3290 621 (-4024,5266) 2686 (1502,3870) 2207 (445,3968) 4142 (2818,5466) 2686 (2003,3369) 2686 (2686,2686) 3225 (-12346,18796)
5/27/2020 3369 621 (-4090,5332) 2686 (1347,4025) 2230 (424,4035) 4247 (2886,5609) 2686 (1927,3446) 2686 (2686,2686) 3274 (-14555,21103)
5/28/2020 3444 621 (-4158,5401) 2686 (1200,4172) 2253 (401,4104) 4354 (2955,5753) 2686 (1848,3524) 2686 (2686,2686) 3323 (-16863,23508)
5/29/2020 3468 621 (-4220,5462) 2686 (1153,4219) 2276 (385,4166) 4462 (3017,5907) 2686 (1781,3591) 2686 (2686,2686) 3371 (-19266,26009)
5/30/2020 3546 621 (-4284,5527) 2686 (1000,4372) 2299 (367,4231) 4572 (3083,6061) 2686 (1709,3663) 2686 (2686,2686) 3420 (-21761,28602)
5/31/2020 3623 621 (-4351,5593) 2686 (849,4523) 2322 (345,4298) 4683 (3151,6216) 2686 (1634,3738) 2686 (2686,2686) 3469 (-24345,31283)
6/1/2020 3702 621 (-4420,5662) 2686 (695,4677) 2345 (322,4368) 4796 (3221,6372) 2686 (1557,3815) 2686 (2686,2686) 3518 (-27015,34050)
6/2/2020 3760 621 (-4488,5730) 2686 (581,4791) 2368 (299,4436) 4911 (3290,6532) 2686 (1482,3890) 2686 (2686,2686) 3567 (-29767,36900)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima
5/16/2020 2738 2734 (2639,2829) 2736 (2696,2776) 2462 (1920,3003) 2726 (2647,2806) 2735 (2695,2775) 1396 (-1234,4026)

5/17/2020 2753 2781 (1997,3565) 2786 (2712,2861) 2458 (1898,3018) 2765 (929,4601) 2783 (2708,2858) 1414 (-1212,4041)
5/18/2020 2791 2826 (1157,4496) 2837 (2728,2946) 2454 (1858,3050) 2801 (-1149,6751) 2832 (2723,2942) 1437 (-1199,4073)
5/19/2020 2855 2872 (140,5604) 2889 (2744,3033) 2447 (1795,3100) 2835 (-3594,9265) 2881 (2735,3026) 1462 (-1198,4122)
5/20/2020 2939 2917 (-1028,6861) 2940 (2758,3123) 2440 (1710,3169) 2868 (-6321,12057) 2929 (2745,3113) 1490 (-1207,4187)
5/21/2020 2964 2961 (-2326,8248) 2993 (2770,3215) 2431 (1641,3222) 2899 (-9271,15069) 2978 (2753,3202) 1528 (-1189,4245)
5/22/2020 3028 3005 (-3741,9751) 3045 (2781,3309) 2423 (1564,3281) 2928 (-12400,18256) 3026 (2759,3293) 1552 (-1191,4295)
5/23/2020 3115 3049 (-5261,11359) 3098 (2790,3407) 2414 (1476,3353) 2956 (-15674,21585) 3075 (2763,3387) 1578 (-1200,4356)
5/24/2020 3164 3092 (-6878,13062) 3152 (2798,3506) 2406 (1392,3420) 2982 (-19066,25029) 3124 (2765,3482) 1606 (-1204,4416)
5/25/2020 3189 3135 (-8584,14854) 3206 (2804,3608) 2398 (1319,3478) 3007 (-22553,28566) 3172 (2765,3580) 1637 (-1198,4471)
5/26/2020 3290 3177 (-10373,16727) 3260 (2808,3712) 2391 (1233,3549) 3030 (-26117,32177) 3221 (2763,3679) 1657 (-1212,4527)
5/27/2020 3369 3219 (-12240,18678) 3315 (2811,3819) 2385 (1144,3626) 3052 (-29742,35847) 3269 (2759,3780) 1687 (-1220,4594)
5/28/2020 3444 3261 (-14179,20700) 3370 (2813,3928) 2378 (1053,3704) 3074 (-33415,39562) 3318 (2753,3883) 1720 (-1227,4666)
5/29/2020 3468 3302 (-16186,22789) 3426 (2814,4039) 2373 (973,3773) 3094 (-37126,43313) 3367 (2745,3988) 1756 (-1221,4734)
5/30/2020 3546 3343 (-18258,24943) 3482 (2813,4152) 2368 (889,3846) 3113 (-40865,47090) 3415 (2736,4095) 1771 (-1242,4785)
5/31/2020 3623 3383 (-20391,27156) 3539 (2811,4267) 2363 (804,3922) 3130 (-44622,50883) 3464 (2725,4203) 1799 (-1252,4851)
6/1/2020 3702 3423 (-22582,29427) 3596 (2808,4384) 2358 (716,4000) 3147 (-48392,54687) 3512 (2712,4313) 1828 (-1263,4920)
6/2/2020 3760 3462 (-24827,31752) 3654 (2804,4503) 2354 (631,4076) 3164 (-52167,58494) 3561 (2698,4424) 1866 (-1263,4995)

Table A.183 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Venezuela.

Table A.183.

Actual and Predicted Cases with 95% Confidence Intervals for Venezuela using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 504 122 (-626,871) 459 (371,547) 360 (78,642) 483 (443,524) 423 (264,582) 459 (459,459) 469 (449,489)
5/17/2020 541 122 (-664,908) 459 (298,620) 364 (48,680) 493 (420,565) 423 (225,621) 459 (459,459) 479 (428,529)
5/18/2020 618 122 (-730,974) 459 (147,771) 368 (-14,751) 503 (359,646) 423 (149,697) 459 (459,459) 489 (397,581)
5/19/2020 749 122 (-838,1082) 459 (-109,1027) 372 (-124,868) 512 (249,775) 423 (25,821) 459 (459,459) 498 (357,640)
5/20/2020 824 122 (-934,1179) 459 (-256,1174) 376 (-216,969) 522 (168,876) 423 (-77,923) 459 (459,459) 508 (310,706)
5/21/2020 882 122 (-1018,1262) 459 (-370,1288) 380 (-293,1054) 532 (104,960) 423 (-163,1009) 459 (459,459) 518 (258,778)
5/22/2020 944 122 (-1096,1341) 459 (-492,1410) 384 (-364,1133) 542 (46,1037) 423 (-243,1089) 459 (459,459) 528 (200,856)
5/23/2020 1010 122 (-1173,1417) 459 (-621,1539) 388 (-434,1211) 552 (-10,1114) 423 (-321,1167) 459 (459,459) 537 (137,938)
5/24/2020 1121 122 (-1263,1507) 459 (-839,1757) 392 (-517,1302) 562 (-81,1205) 423 (-414,1260) 459 (459,459) 547 (69,1025)
5/25/2020 1177 122 (-1345,1589) 459 (-948,1866) 396 (-593,1386) 572 (-144,1288) 423 (-498,1344) 459 (459,459) 557 (-3,1117)
5/26/2020 1211 122 (-1418,1662) 459 (-1015,1933) 401 (-657,1458) 582 (-195,1360) 423 (-571,1417) 459 (459,459) 567 (-80,1213)
5/27/2020 1245 122 (-1483,1728) 459 (-1082,2000) 405 (-714,1524) 592 (-239,1423) 423 (-636,1482) 459 (459,459) 577 (-160,1313)
5/28/2020 1325 122 (-1553,1797) 459 (-1238,2156) 409 (-776,1593) 603 (-287,1492) 423 (-707,1553) 459 (459,459) 586 (-244,1417)
5/29/2020 1370 122 (-1620,1864) 459 (-1327,2245) 413 (-834,1660) 613 (-332,1558) 423 (-773,1619) 459 (459,459) 596 (-332,1524)
5/30/2020 1459 122 (-1691,1936) 459 (-1501,2419) 417 (-899,1732) 623 (-383,1629) 423 (-846,1692) 459 (459,459) 606 (-423,1635)
5/31/2020 1510 122 (-1761,2005) 459 (-1601,2519) 421 (-960,1801) 634 (-431,1698) 423 (-916,1762) 459 (459,459) 616 (-518,1749)
6/1/2020 1662 122 (-1846,2090) 459 (-1899,2817) 425 (-1038,1888) 644 (-496,1785) 423 (-1004,1850) 459 (459,459) 625 (-616,1867)
6/2/2020 1819 122 (-1945,2189) 459 (-2207,3125) 429 (-1131,1989) 655 (-577,1887) 423 (-1106,1952) 459 (459,459) 635 (-718,1988)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 504 469 (450,487) 471 (459,483) 438 (308,568) 472 (446,498) 470 (459,482) 242 (-273,756)
5/17/2020 541 478 (431,525) 484 (468,500) 441 (276,607) 484 (356,612) 483 (467,499) 256 (-281,793)
5/18/2020 618 487 (402,573) 497 (475,519) 445 (207,683) 494 (239,749) 496 (474,518) 263 (-331,858)
5/19/2020 749 497 (365,628) 510 (480,540) 449 (89,808) 505 (98,912) 509 (479,538) 283 (-405,971)
5/20/2020 824 506 (323,688) 523 (485,561) 452 (-6,910) 515 (-62,1092) 521 (483,560) 306 (-459,1071)
5/21/2020 882 515 (276,754) 537 (489,584) 455 (-85,995) 526 (-245,1297) 534 (487,582) 319 (-512,1150)
5/22/2020 944 524 (224,824) 550 (493,608) 458 (-159,1074) 534 (-432,1499) 547 (489,605) 322 (-575,1219)
5/23/2020 1010 533 (167,898) 564 (496,632) 461 (-230,1151) 546 (-642,1733) 560 (491,628) 316 (-651,1283)
5/24/2020 1121 542 (107,976) 578 (498,658) 464 (-317,1244) 554 (-862,1971) 572 (492,653) 321 (-730,1372)
5/25/2020 1177 550 (43,1058) 592 (500,684) 466 (-395,1328) 562 (-1086,2210) 585 (493,678) 337 (-787,1462)
5/26/2020 1211 559 (-24,1143) 606 (501,710) 469 (-462,1400) 570 (-1315,2454) 598 (493,703) 343 (-845,1532)
5/27/2020 1245 568 (-95,1231) 620 (502,738) 472 (-521,1465) 577 (-1548,2702) 611 (492,729) 345 (-902,1592)
5/28/2020 1325 576 (-169,1322) 634 (503,766) 475 (-585,1535) 586 (-1790,2961) 623 (491,756) 338 (-974,1651)
5/29/2020 1370 585 (-245,1415) 649 (503,794) 477 (-646,1601) 591 (-2031,3212) 636 (489,783) 350 (-1024,1723)
5/30/2020 1459 593 (-325,1512) 663 (502,824) 480 (-713,1673) 600 (-2281,3482) 649 (487,811) 359 (-1080,1797)
5/31/2020 1510 602 (-406,1610) 678 (502,853) 483 (-777,1743) 607 (-2538,3752) 662 (485,839) 375 (-1124,1875)
6/1/2020 1662 610 (-491,1711) 692 (501,884) 485 (-859,1830) 613 (-2794,4019) 674 (482,867) 378 (-1200,1956)
6/2/2020 1819 618 (-577,1814) 707 (500,915) 488 (-956,1932) 618 (-3050,4287) 687 (478,896) 404 (-1263,2071)

Table A.184 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Vietnam.

Table A.184.

Actual and Predicted Cases with 95% Confidence Intervals for Vietnam using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 318 130 (-238,498) 314 (306,322) 329 (308,350) 274 (187,360) 270 (176,364) 314 (314,314) 319 (310,327)
5/17/2020 320 130 (-240,500) 314 (302,326) 332 (310,355) 270 (178,362) 270 (174,366) 314 (314,314) 323 (307,340)
5/18/2020 324 130 (-243,504) 314 (294,334) 336 (313,358) 266 (167,366) 270 (171,369) 314 (314,314) 328 (302,355)
5/19/2020 324 130 (-245,505) 314 (294,334) 339 (315,363) 262 (157,368) 270 (169,371) 314 (314,314) 333 (294,372)
5/20/2020 324 130 (-246,506) 314 (294,334) 342 (315,369) 257 (147,368) 270 (168,372) 314 (314,314) 338 (286,390)
5/21/2020 324 130 (-246,507) 314 (294,334) 346 (315,376) 253 (136,369) 270 (167,373) 314 (314,314) 343 (276,410)
5/22/2020 324 130 (-247,507) 314 (294,334) 349 (315,383) 247 (125,369) 270 (167,373) 314 (314,314) 348 (265,431)
5/23/2020 325 130 (-247,508) 314 (292,336) 352 (316,389) 242 (114,369) 270 (166,374) 314 (314,314) 353 (253,453)
5/24/2020 325 130 (-248,508) 314 (292,336) 356 (316,396) 235 (102,369) 270 (166,374) 314 (314,314) 358 (240,476)
5/25/2020 326 130 (-248,509) 314 (290,338) 359 (316,402) 229 (89,370) 270 (165,375) 314 (314,314) 363 (225,500)
5/26/2020 327 130 (-249,510) 314 (289,339) 362 (316,409) 222 (75,370) 270 (165,375) 314 (314,314) 368 (210,525)
5/27/2020 327 130 (-250,510) 314 (289,339) 366 (317,415) 215 (60,370) 270 (164,376) 314 (314,314) 373 (194,551)
5/28/2020 327 130 (-250,511) 314 (289,339) 369 (317,422) 208 (45,370) 270 (164,376) 314 (314,314) 377 (177,578)
5/29/2020 328 130 (-251,511) 314 (287,341) 373 (317,428) 200 (29,370) 288 (183,393) 314 (314,314) 382 (160,605)
5/30/2020 328 130 (-251,512) 314 (287,341) 376 (317,435) 191 (13,370) 288 (185,391) 314 (314,314) 387 (141,633)
5/31/2020 328 130 (-251,512) 314 (287,341) 379 (317,442) 182 (-5,369) 288 (186,390) 314 (314,314) 392 (122,663)
6/1/2020 328 130 (-252,512) 314 (287,341) 383 (317,449) 173 (-23,369) 288 (187,389) 314 (314,314) 397 (102,692)
6/2/2020 328 130 (-252,513) 314 (287,341) 386 (317,456) 164 (-41,368) 288 (189,387) 314 (314,314) 402 (81,723)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 318 318 (310,327) 321 (314,329) 289 (231,346) 320 (308,332) 321 (313,328) 165 (-135,465)
5/17/2020 320 323 (308,338) 328 (317,339) 288 (228,348) 327 (291,363) 328 (316,339) 169 (-128,467)
5/18/2020 324 327 (303,351) 335 (320,350) 287 (223,352) 333 (268,397) 334 (319,350) 169 (-131,469)
5/19/2020 324 332 (297,366) 342 (322,362) 287 (220,353) 338 (241,434) 341 (321,361) 173 (-126,472)
5/20/2020 324 336 (290,382) 349 (324,374) 286 (218,354) 342 (211,474) 348 (323,373) 176 (-122,473)
5/21/2020 324 340 (282,398) 356 (326,386) 286 (216,355) 351 (174,527) 355 (324,385) 179 (-116,474)
5/22/2020 324 344 (273,416) 364 (328,399) 285 (215,355) 355 (134,576) 361 (325,397) 182 (-111,475)
5/23/2020 325 348 (263,434) 371 (329,412) 284 (213,356) 360 (93,627) 368 (326,410) 185 (-105,476)
5/24/2020 325 352 (252,452) 378 (330,426) 284 (211,357) 366 (49,683) 375 (327,422) 189 (-99,477)
5/25/2020 326 356 (241,472) 385 (331,439) 283 (210,357) 371 (2,739) 381 (327,436) 193 (-93,478)
5/26/2020 327 360 (229,491) 393 (332,454) 283 (208,358) 375 (-45,795) 388 (327,449) 197 (-86,480)
5/27/2020 327 364 (217,511) 400 (333,468) 283 (206,359) 379 (-94,852) 395 (327,463) 201 (-80,481)
5/28/2020 327 368 (204,532) 408 (333,483) 282 (205,359) 386 (-145,917) 401 (326,477) 204 (-73,482)
5/29/2020 328 371 (190,552) 416 (333,498) 282 (204,360) 390 (-199,979) 408 (326,491) 208 (-67,482)
5/30/2020 328 375 (176,574) 423 (334,513) 281 (202,361) 394 (-253,1041) 415 (325,505) 212 (-60,483)
5/31/2020 328 378 (162,595) 431 (333,528) 281 (201,361) 399 (-309,1107) 422 (324,520) 216 (-53,484)
6/1/2020 328 382 (147,617) 439 (333,544) 281 (200,362) 403 (-366,1172) 428 (322,534) 219 (-46,485)
6/2/2020 328 385 (131,639) 446 (333,560) 281 (199,362) 406 (-424,1237) 435 (321,549) 223 (-39,486)

Table A.185 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for West Bank and Gaza.

Table A.185.

Actual and Predicted Cases with 95% Confidence Intervals for West Bank and Gaza using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 376 135 (-338,608) 375 (373,377) 383 (370,395) 409 (344,475) 375 (373,377) 375 (375,375) 376 (374,377)
5/17/2020 381 135 (-343,613) 375 (363,387) 387 (375,399) 411 (349,474) 375 (367,383) 375 (375,375) 376 (374,378)
5/18/2020 388 135 (-349,619) 375 (350,400) 391 (381,401) 413 (355,471) 375 (359,391) 375 (375,375) 377 (374,379)
5/19/2020 391 135 (-354,623) 375 (344,406) 395 (385,405) 414 (359,470) 375 (354,396) 375 (375,375) 377 (375,380)
5/20/2020 398 135 (-360,629) 375 (330,420) 399 (390,408) 416 (364,467) 375 (347,403) 375 (375,375) 378 (375,382)
5/21/2020 423 135 (-372,641) 375 (281,469) 404 (386,421) 416 (369,464) 375 (329,421) 375 (375,375) 379 (375,383)
5/22/2020 423 135 (-381,650) 375 (281,469) 408 (388,428) 417 (373,462) 375 (320,430) 375 (375,375) 379 (375,384)
5/23/2020 423 135 (-387,657) 375 (281,469) 412 (392,432) 418 (376,459) 375 (313,437) 375 (375,375) 380 (375,385)
5/24/2020 423 135 (-392,662) 375 (281,469) 416 (397,436) 418 (378,457) 375 (309,441) 375 (375,375) 380 (375,386)
5/25/2020 423 135 (-396,666) 375 (281,469) 420 (402,439) 418 (380,455) 375 (306,444) 375 (375,375) 381 (375,387)
5/26/2020 429 135 (-400,670) 375 (269,481) 425 (407,442) 417 (381,454) 375 (302,448) 375 (375,375) 381 (375,388)
5/27/2020 434 135 (-405,674) 375 (259,491) 429 (411,446) 417 (381,453) 375 (297,453) 375 (375,375) 382 (375,389)
5/28/2020 446 135 (-411,680) 375 (236,514) 433 (415,451) 416 (378,454) 375 (291,459) 375 (375,375) 383 (375,390)
5/29/2020 446 135 (-416,685) 375 (236,514) 437 (419,455) 415 (374,455) 375 (286,464) 375 (375,375) 383 (375,391)
5/30/2020 447 135 (-420,689) 375 (234,516) 441 (424,459) 413 (371,456) 375 (281,469) 375 (375,375) 384 (375,393)
5/31/2020 448 135 (-424,693) 375 (232,518) 446 (428,463) 412 (367,457) 375 (278,472) 375 (375,375) 384 (375,394)
6/1/2020 449 135 (-427,697) 375 (230,520) 450 (433,466) 410 (362,457) 375 (274,476) 375 (375,375) 385 (375,395)
6/2/2020 451 135 (-431,700) 375 (226,524) 454 (438,470) 407 (357,458) 375 (271,479) 375 (375,375) 385 (375,396)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 376 375 (375,376) 375 (366,384) 375 (374,377) 375 (375,375) 375 (366,384) 188 (-182,557)
5/17/2020 381 376 (375,377) 375 (359,392) 376 (368,383) 375 (375,375) 375 (358,392) 188 (-186,562)
5/18/2020 388 376 (375,378) 376 (351,400) 376 (361,391) 375 (375,375) 376 (351,400) 189 (-191,568)
5/19/2020 391 376 (375,378) 376 (343,408) 376 (357,396) 375 (375,375) 376 (343,408) 190 (-193,573)
5/20/2020 398 377 (375,379) 376 (335,417) 376 (351,402) 375 (375,375) 376 (335,417) 191 (-197,578)
5/21/2020 423 377 (375,379) 376 (326,426) 377 (333,420) 375 (375,375) 376 (326,426) 191 (-209,591)
5/22/2020 423 377 (375,380) 376 (317,436) 377 (324,430) 375 (375,375) 376 (317,435) 194 (-213,601)
5/23/2020 423 377 (375,380) 377 (308,445) 377 (318,436) 375 (375,375) 377 (308,445) 194 (-219,606)
5/24/2020 423 378 (375,381) 377 (298,456) 377 (314,440) 375 (375,375) 377 (298,456) 193 (-224,610)
5/25/2020 423 378 (375,381) 377 (288,467) 377 (311,444) 375 (375,375) 377 (287,467) 189 (-233,610)
5/26/2020 429 378 (375,381) 377 (277,478) 377 (307,448) 375 (375,375) 377 (277,478) 189 (-238,615)
5/27/2020 434 378 (375,382) 378 (266,489) 377 (303,452) 375 (375,375) 377 (265,489) 190 (-241,621)
5/28/2020 446 379 (375,382) 378 (254,501) 377 (297,458) 375 (375,375) 378 (254,501) 191 (-246,627)
5/29/2020 446 379 (375,383) 378 (242,514) 377 (292,463) 375 (375,375) 378 (242,514) 193 (-248,634)
5/30/2020 447 379 (375,383) 378 (230,527) 378 (288,468) 375 (375,375) 378 (230,526) 192 (-253,637)
5/31/2020 448 379 (375,383) 378 (217,540) 378 (284,471) 375 (375,375) 378 (217,539) 191 (-258,641)
6/1/2020 449 379 (375,384) 379 (204,553) 378 (281,475) 375 (375,375) 378 (204,553) 190 (-263,643)
6/2/2020 451 380 (375,384) 379 (191,567) 378 (278,478) 375 (375,375) 379 (191,567) 190 (-266,646)

Table A.186 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Western Sahara.

Table A.186.

Actual and Predicted Cases with 95% Confidence Intervals for Western Sahara using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 6 2 (-6,10) 6 (6,6) 6 (6,6) 7 (5,10) 6 (6,6) 6 (6,6) 6 (6,6)
5/17/2020 6 2 (-6,10) 6 (6,6) 6 (6,7) 7 (5,10) 6 (6,6) 6 (6,6) 6 (6,6)
5/18/2020 6 2 (-6,10) 6 (6,6) 6 (6,7) 7 (5,10) 6 (6,6) 6 (6,6) 6 (6,6)
5/19/2020 6 2 (-6,10) 6 (6,6) 6 (6,7) 7 (5,10) 6 (6,6) 6 (6,6) 6 (6,6)
5/20/2020 6 2 (-6,10) 6 (6,6) 6 (6,7) 7 (5,10) 6 (6,6) 6 (6,6) 6 (6,6)
5/21/2020 6 2 (-6,10) 6 (6,6) 6 (6,7) 8 (5,10) 6 (6,6) 6 (6,6) 6 (6,6)
5/22/2020 6 2 (-6,10) 6 (6,6) 7 (6,7) 8 (5,10) 6 (6,6) 6 (6,6) 6 (6,6)
5/23/2020 6 2 (-6,10) 6 (6,6) 7 (6,7) 8 (5,10) 6 (6,6) 6 (6,6) 6 (6,6)
5/24/2020 9 2 (-7,11) 6 (0,12) 7 (5,8) 8 (5,10) 6 (4,8) 6 (6,6) 6 (6,6)
5/25/2020 9 2 (-7,11) 6 (0,12) 7 (5,9) 8 (5,10) 6 (3,9) 6 (6,6) 6 (6,6)
5/26/2020 9 2 (-8,12) 6 (0,12) 7 (4,9) 8 (5,10) 6 (3,9) 6 (6,6) 6 (6,6)
5/27/2020 9 2 (-8,12) 6 (0,12) 7 (4,9) 8 (5,10) 6 (3,9) 6 (6,6) 6 (6,6)
5/28/2020 9 2 (-8,12) 6 (0,12) 7 (4,10) 8 (5,10) 6 (2,10) 6 (6,6) 6 (6,6)
5/29/2020 9 2 (-9,13) 6 (0,12) 7 (4,10) 8 (5,10) 6 (2,10) 6 (6,6) 6 (6,6)
5/30/2020 9 2 (-9,13) 6 (0,12) 7 (4,10) 8 (5,10) 6 (2,10) 6 (6,6) 6 (6,6)
5/31/2020 9 2 (-9,13) 6 (0,12) 7 (4,10) 8 (5,10) 6 (2,10) 6 (6,6) 6 (6,6)
6/1/2020 9 2 (-9,13) 6 (0,12) 7 (4,10) 8 (5,10) 6 (2,10) 6 (6,6) 6 (6,6)
6/2/2020 9 2 (-9,13) 6 (0,12) 7 (4,10) 8 (5,10) 6 (2,10) 6 (6,6) 6 (6,6)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 6 6 (6,6) 6 (5,7) 6 (6,6) 6 (6,6) 6 (5,7) 3 (-3,9)
5/17/2020 6 6 (6,6) 6 (5,7) 6 (6,6) 6 (6,6) 6 (5,7) 3 (-3,9)
5/18/2020 6 6 (6,6) 6 (4,7) 6 (6,6) 6 (6,6) 6 (4,7) 3 (-3,9)
5/19/2020 6 6 (6,6) 6 (4,7) 6 (6,6) 6 (6,6) 6 (4,7) 3 (-3,9)
5/20/2020 6 6 (6,6) 6 (4,8) 6 (6,6) 6 (6,6) 6 (4,8) 3 (-3,9)
5/21/2020 6 6 (6,6) 6 (4,8) 6 (6,6) 6 (6,6) 6 (4,8) 3 (-3,9)
5/22/2020 6 6 (6,6) 6 (4,8) 6 (6,6) 6 (6,6) 6 (4,8) 3 (-3,9)
5/23/2020 6 6 (6,6) 6 (3,8) 6 (6,6) 6 (6,6) 6 (3,8) 3 (-3,9)
5/24/2020 9 6 (6,6) 6 (3,8) 6 (4,8) 6 (6,6) 6 (3,8) 3 (-4,10)
5/25/2020 9 6 (6,6) 6 (3,8) 6 (4,9) 6 (6,6) 6 (3,8) 3 (-4,11)
5/26/2020 9 6 (6,6) 6 (3,8) 6 (3,9) 6 (6,6) 6 (3,8) 3 (-4,11)
5/27/2020 9 6 (6,6) 6 (3,8) 6 (3,9) 6 (6,6) 6 (3,8) 3 (-5,12)
5/28/2020 9 6 (6,6) 6 (3,8) 6 (3,10) 6 (6,6) 6 (3,8) 3 (-6,11)
5/29/2020 9 6 (6,6) 6 (3,8) 6 (2,10) 6 (6,6) 6 (3,8) 3 (-6,12)
5/30/2020 9 6 (6,6) 6 (3,8) 6 (2,10) 6 (6,6) 6 (2,9) 3 (-6,12)
5/31/2020 9 6 (6,6) 5 (2,9) 6 (2,10) 6 (6,6) 5 (2,9) 3 (-7,12)
6/1/2020 9 6 (6,6) 5 (2,9) 6 (2,10) 6 (6,6) 5 (2,9) 3 (-7,12)
6/2/2020 9 6 (6,6) 5 (2,9) 6 (2,10) 6 (6,6) 5 (2,9) 3 (-7,12)

Table A.187 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Yemen.

Table A.187.

Actual and Predicted Cases with 95% Confidence Intervals for Yemen using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 122 6 (-223,234) 106 (75,137) 21 (-176,219) 69 (-35,173) 34 (-138,206) 106 (106,106) 113 (99,127)
5/17/2020 128 6 (-229,240) 106 (63,149) 21 (-182,225) 73 (-33,179) 34 (-144,212) 106 (106,106) 123 (87,159)
5/18/2020 130 6 (-232,243) 106 (59,153) 22 (-185,228) 77 (-28,182) 34 (-148,216) 106 (106,106) 133 (68,198)
5/19/2020 167 6 (-254,265) 106 (-14,226) 22 (-206,250) 81 (-43,205) 34 (-170,238) 106 (106,106) 143 (42,244)
5/20/2020 184 6 (-274,285) 106 (-47,259) 22 (-226,271) 85 (-56,226) 34 (-191,259) 106 (106,106) 153 (12,294)
5/21/2020 197 6 (-292,303) 106 (-72,284) 23 (-244,289) 90 (-65,244) 34 (-209,277) 106 (106,106) 163 (-23,349)
5/22/2020 209 6 (-309,320) 106 (-96,308) 23 (-260,305) 94 (-73,261) 34 (-226,294) 106 (106,106) 173 (-61,407)
5/23/2020 212 6 (-321,332) 106 (-102,314) 23 (-272,318) 99 (-76,273) 34 (-239,307) 106 (106,106) 183 (-103,469)
5/24/2020 222 6 (-333,345) 106 (-121,333) 23 (-284,330) 103 (-78,285) 34 (-251,319) 106 (106,106) 193 (-148,534)
5/25/2020 233 6 (-346,357) 106 (-143,355) 24 (-295,342) 108 (-81,297) 34 (-263,331) 106 (106,106) 203 (-197,603)
5/26/2020 249 6 (-359,370) 106 (-174,386) 24 (-308,356) 113 (-84,311) 34 (-276,344) 106 (106,106) 213 (-248,675)
5/27/2020 256 6 (-371,382) 106 (-188,400) 24 (-320,368) 119 (-86,323) 34 (-289,357) 106 (106,106) 223 (-303,749)
5/28/2020 278 6 (-385,397) 106 (-231,443) 24 (-334,382) 124 (-90,337) 34 (-303,371) 106 (106,106) 233 (-360,826)
5/29/2020 283 6 (-398,409) 106 (-241,453) 25 (-346,395) 129 (-92,350) 34 (-316,384) 106 (106,106) 243 (-420,906)
5/30/2020 310 6 (-414,425) 106 (-294,506) 25 (-361,411) 135 (-96,366) 34 (-332,400) 106 (106,106) 253 (-482,988)
5/31/2020 323 6 (-429,440) 106 (-319,531) 25 (-376,426) 141 (-100,381) 34 (-348,416) 106 (106,106) 263 (-547,1073)
6/1/2020 354 6 (-448,459) 106 (-380,592) 25 (-394,445) 146 (-107,400) 34 (-366,434) 106 (106,106) 273 (-614,1160)
6/2/2020 399 6 (-471,482) 106 (-468,680) 26 (-417,468) 153 (-119,424) 34 (-390,458) 106 (106,106) 283 (-683,1250)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 122 113 (99,127) 110 (107,114) 100 (56,143) 115 (98,131) 117 (113,122) 63 (-54,179)
5/17/2020 128 123 (87,159) 125 (121,129) 115 (80,151) 129 (37,221) 131 (124,137) 72 (-41,185)
5/18/2020 130 133 (68,198) 140 (135,145) 133 (104,163) 143 (-52,338) 144 (135,153) 78 (-32,187)
5/19/2020 167 143 (42,244) 155 (148,162) 155 (127,183) 158 (-162,477) 158 (146,170) 82 (-45,208)
5/20/2020 184 153 (12,294) 170 (161,178) 181 (156,206) 172 (-290,634) 171 (156,186) 93 (-45,231)
5/21/2020 197 163 (-23,349) 185 (174,196) 215 (188,242) 186 (-434,807) 184 (166,203) 103 (-45,250)
5/22/2020 209 173 (-61,407) 199 (186,213) 258 (214,303) 201 (-594,995) 198 (176,220) 112 (-42,266)
5/23/2020 212 183 (-103,469) 214 (197,231) 318 (234,403) 215 (-766,1196) 211 (185,237) 114 (-45,274)
5/24/2020 222 193 (-148,534) 229 (209,249) 405 (261,548) 229 (-952,1411) 224 (194,254) 119 (-45,284)
5/25/2020 233 203 (-197,603) 243 (220,267) 537 (305,770) 244 (-1150,1637) 237 (203,271) 126 (-44,295)
5/26/2020 249 213 (-248,675) 258 (231,285) 759 (385,1133) 258 (-1358,1874) 250 (212,288) 133 (-43,309)
5/27/2020 256 223 (-303,749) 272 (242,303) 1169 (540,1797) 272 (-1578,2122) 263 (221,306) 143 (-37,323)
5/28/2020 278 233 (-360,826) 287 (252,322) 2017 (895,3139) 287 (-1808,2381) 276 (229,323) 149 (-37,336)
5/29/2020 283 243 (-420,906) 301 (263,340) 3903 (1720,6086) 301 (-2047,2649) 289 (237,341) 158 (-33,350)
5/30/2020 310 253 (-482,988) 316 (273,359) 8063 (3609,12518) 315 (-2296,2927) 302 (245,359) 164 (-35,363)
5/31/2020 323 263 (-547,1073) 330 (283,378) 16985 (7751,26219) 330 (-2554,3214) 315 (253,376) 174 (-31,380)
6/1/2020 354 273 (-614,1160) 345 (293,397) 35701 (16659,54742) 344 (-2821,3509) 328 (261,394) 180 (-36,396)
6/2/2020 399 283 (-683,1250) 359 (302,415) 74744 (35730,113758) 358 (-3097,3814) 340 (268,412) 192 (-39,423)

Table A.188 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Zambia.

Table A.188.

Actual and Predicted Cases with 95% Confidence Intervals for Zambia using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 679 52 (-1176,1281) 654 (605,703) 178 (-804,1160) 437 (-38,912) 654 (605,703) 654 (654,654) 723 (587,860)
5/17/2020 753 52 (-1250,1355) 654 (460,848) 180 (-875,1235) 458 (-72,987) 654 (512,796) 654 (654,654) 786 (-690,2262)
5/18/2020 761 52 (-1280,1384) 654 (444,864) 182 (-900,1264) 479 (-58,1016) 654 (487,821) 654 (654,654) 848 (-2344,4041)
5/19/2020 772 52 (-1300,1404) 654 (423,885) 184 (-916,1284) 501 (-35,1037) 654 (469,839) 654 (654,654) 911 (-4358,6180)
5/20/2020 832 52 (-1337,1441) 654 (305,1003) 186 (-949,1321) 524 (-26,1074) 654 (426,882) 654 (654,654) 973 (-6682,8628)
5/21/2020 866 52 (-1373,1478) 654 (238,1070) 188 (-981,1358) 547 (-16,1110) 654 (386,922) 654 (654,654) 1036 (-9279,11351)
5/22/2020 920 52 (-1416,1520) 654 (133,1175) 191 (-1019,1401) 571 (-11,1153) 654 (337,971) 654 (654,654) 1098 (-12126,14322)
5/23/2020 920 52 (-1447,1551) 654 (133,1175) 193 (-1046,1432) 596 (7,1185) 654 (305,1003) 654 (654,654) 1161 (-15201,17523)
5/24/2020 920 52 (-1470,1575) 654 (133,1175) 195 (-1066,1455) 621 (32,1210) 654 (282,1026) 654 (654,654) 1223 (-18491,20937)
5/25/2020 920 52 (-1489,1594) 654 (133,1175) 197 (-1080,1474) 647 (63,1230) 654 (264,1044) 654 (654,654) 1286 (-21981,24553)
5/26/2020 920 52 (-1504,1609) 654 (133,1175) 199 (-1091,1489) 674 (98,1249) 654 (250,1058) 654 (654,654) 1348 (-25662,28358)
5/27/2020 1057 52 (-1543,1647) 654 (-136,1444) 201 (-1125,1528) 701 (115,1287) 654 (205,1103) 654 (654,654) 1411 (-29524,32345)
5/28/2020 1057 52 (-1574,1679) 654 (-136,1444) 203 (-1153,1560) 729 (138,1320) 654 (171,1137) 654 (654,654) 1473 (-33559,36505)
5/29/2020 1057 52 (-1601,1706) 654 (-136,1444) 205 (-1176,1587) 758 (167,1348) 654 (143,1165) 654 (654,654) 1535 (-37760,40831)
5/30/2020 1057 52 (-1624,1729) 654 (-136,1444) 208 (-1194,1609) 787 (200,1374) 654 (119,1189) 654 (654,654) 1598 (-42121,45317)
5/31/2020 1057 52 (-1644,1749) 654 (-136,1444) 210 (-1210,1629) 817 (237,1397) 654 (100,1208) 654 (654,654) 1660 (-46636,49957)
6/1/2020 1089 52 (-1665,1770) 654 (-199,1507) 212 (-1227,1651) 848 (274,1422) 654 (78,1230) 654 (654,654) 1723 (-51301,54746)
6/2/2020 1089 52 (-1684,1789) 654 (-199,1507) 214 (-1241,1669) 879 (313,1446) 654 (59,1249) 654 (654,654) 1785 (-56110,59680)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 679 723 (587,860) 822 (789,854) 704 (655,752) 772 (540,1004) 821 (788,853) 453 (10,896)
5/17/2020 753 786 (-690,2262) 943 (905,981) 843 (714,973) 867 (-6600,8334) 941 (902,979) 517 (64,970)
5/18/2020 761 848 (-2344,4041) 1066 (1012,1120) 1011 (709,1313) 961 (-15609,17531) 1061 (1006,1115) 550 (110,990)
5/19/2020 772 911 (-4358,6180) 1190 (1112,1267) 1220 (709,1730) 1055 (-26585,28695) 1181 (1102,1260) 613 (202,1025)
5/20/2020 832 973 (-6682,8628) 1314 (1207,1421) 1491 (754,2227) 1150 (-39238,41538) 1301 (1191,1410) 673 (280,1067)
5/21/2020 866 1036 (-9279,11351) 1440 (1299,1581) 1860 (819,2902) 1244 (-53380,55868) 1421 (1276,1565) 734 (359,1108)
5/22/2020 920 1098 (-12126,14322) 1567 (1388,1746) 2395 (938,3852) 1338 (-68867,71544) 1541 (1358,1724) 801 (444,1159)
5/23/2020 920 1161 (-15201,17523) 1695 (1474,1915) 3224 (1125,5324) 1433 (-85595,88460) 1661 (1435,1886) 873 (537,1209)
5/24/2020 920 1223 (-18491,20937) 1823 (1559,2088) 4637 (1504,7770) 1527 (-103477,106530) 1781 (1510,2051) 927 (610,1244)
5/25/2020 920 1286 (-21981,24553) 1953 (1642,2265) 7344 (2375,12313) 1621 (-122443,125685) 1901 (1582,2219) 986 (682,1290)
5/26/2020 920 1348 (-25662,28358) 2084 (1724,2445) 13255 (4561,21949) 1715 (-142436,145867) 2021 (1652,2390) 1042 (744,1341)
5/27/2020 1057 1411 (-29524,32345) 2217 (1804,2629) 27438 (10347,44528) 1810 (-163405,167025) 2141 (1718,2563) 1108 (821,1395)
5/28/2020 1057 1473 (-33559,36505) 2350 (1883,2816) 61462 (24749,98175) 1904 (-185308,189116) 2261 (1783,2738) 1199 (913,1486)
5/29/2020 1057 1535 (-37760,40831) 2484 (1961,3007) 138647 (58359,218936) 1998 (-208105,212101) 2381 (1845,2916) 1266 (969,1563)
5/30/2020 1057 1598 (-42121,45317) 2619 (2037,3201) 310044 (135494,484594) 2093 (-231762,235947) 2501 (1905,3096) 1334 (1015,1653)
5/31/2020 1057 1660 (-46636,49957) 2755 (2113,3398) 689730 (312323,1067137) 2187 (-256250,260624) 2621 (1963,3278) 1378 (1031,1725)
6/1/2020 1089 1723 (-51301,54746) 2893 (2188,3598) 1528509 (715328,2341690) 2281 (-281541,286103) 2741 (2019,3462) 1446 (1069,1823)
6/2/2020 1089 1785 (-56110,59680) 3031 (2261,3801) 3382898 (1632082,5133714) 2375 (-307611,312362) 2861 (2073,3648) 1521 (1104,1938)

Table A.189 shows the actual and predicted cases using the developed time series models with 95% confidence intervals for Zimbabwe.

Table A.189.

Actual and Predicted Cases with 95% Confidence Intervals for Zimbabwe using the Time Series Models.



Predicted Cases (95% Confidence Interval)
Date Actual Cases SA SMA LT QT ST SES HLT
5/16/2020 42 11 (-51,72) 42 (42,42) 32 (13,51) 46 (38,53) 36 (24,48) 42 (42,42) 42 (42,42)
5/17/2020 44 11 (-53,74) 42 (38,46) 33 (12,53) 47 (40,53) 36 (22,50) 42 (42,42) 43 (43,44)
5/18/2020 46 11 (-55,76) 42 (34,50) 33 (10,55) 48 (42,53) 36 (20,52) 42 (42,42) 44 (44,45)
5/19/2020 46 11 (-56,77) 42 (34,50) 33 (10,56) 49 (43,54) 36 (19,53) 42 (42,42) 45 (45,46)
5/20/2020 48 11 (-58,79) 42 (30,54) 34 (10,58) 50 (45,55) 36 (18,54) 42 (42,42) 46 (46,47)
5/21/2020 51 11 (-60,81) 42 (24,60) 34 (8,60) 51 (46,55) 36 (15,57) 42 (42,42) 47 (47,48)
5/22/2020 51 11 (-61,82) 42 (24,60) 34 (8,61) 52 (47,56) 36 (14,58) 42 (42,42) 49 (48,50)
5/23/2020 56 11 (-63,84) 42 (15,69) 35 (6,64) 53 (48,58) 36 (11,61) 42 (42,42) 50 (48,51)
5/24/2020 56 11 (-65,86) 42 (15,69) 35 (5,66) 54 (49,59) 36 (9,63) 42 (42,42) 51 (49,52)
5/25/2020 56 11 (-67,88) 42 (15,69) 36 (4,67) 55 (51,59) 36 (8,64) 42 (42,42) 52 (50,53)
5/26/2020 56 11 (-68,89) 42 (15,69) 36 (3,68) 56 (52,60) 36 (6,66) 42 (42,42) 53 (51,54)
5/27/2020 132 11 (-91,112) 42 (-134,218) 36 (-26,99) 57 (15,100) 36 (-25,97) 42 (42,42) 54 (52,56)
5/28/2020 149 11 (-113,134) 42 (-168,252) 37 (-49,122) 58 (-6,122) 36 (-49,121) 42 (42,42) 55 (53,57)
5/29/2020 149 11 (-129,150) 42 (-168,252) 37 (-64,138) 59 (-18,137) 36 (-65,137) 42 (42,42) 56 (54,58)
5/30/2020 174 11 (-147,168) 42 (-217,301) 37 (-82,157) 60 (-34,155) 36 (-84,156) 42 (42,42) 57 (55,59)
5/31/2020 178 11 (-163,184) 42 (-225,309) 38 (-97,173) 62 (-46,169) 36 (-99,171) 42 (42,42) 58 (56,61)
6/1/2020 203 11 (-181,202) 42 (-274,358) 38 (-114,191) 63 (-61,187) 36 (-118,190) 42 (42,42) 59 (57,62)
6/2/2020 206 11 (-197,218) 42 (-279,363) 39 (-129,206) 64 (-74,201) 36 (-133,205) 42 (42,42) 60 (57,63)



Predicted Cases (95% Confidence Interval)
Date Actual Cases DT ARIMA LSTM HWA SSM Sutte-Arima

5/16/2020 42 42 (42,42) 43 (40,45) 39 (34,45) 42 (42,42) 42 (40,45) 22 (-16,61)
5/17/2020 44 43 (43,43) 43 (39,46) 40 (32,47) 42 (42,42) 42 (39,46) 22 (-18,63)
5/18/2020 46 44 (44,44) 44 (40,48) 40 (31,49) 43 (43,43) 43 (39,47) 23 (-19,65)
5/19/2020 46 45 (45,45) 45 (41,49) 40 (31,50) 44 (43,44) 44 (39,49) 23 (-19,66)
5/20/2020 48 45 (45,45) 46 (41,51) 41 (30,51) 44 (44,45) 45 (39,50) 24 (-20,67)
5/21/2020 51 46 (46,46) 47 (42,52) 41 (28,54) 45 (45,45) 45 (39,51) 24 (-21,69)
5/22/2020 51 47 (47,47) 48 (42,53) 41 (27,55) 46 (46,46) 46 (39,53) 25 (-21,71)
5/23/2020 56 47 (47,47) 49 (43,55) 41 (25,58) 47 (46,47) 47 (39,54) 25 (-23,73)
5/24/2020 56 48 (48,48) 50 (43,56) 42 (23,60) 47 (47,47) 47 (39,55) 26 (-23,76)
5/25/2020 56 48 (48,49) 51 (44,57) 42 (22,61) 48 (47,48) 48 (40,57) 26 (-24,77)
5/26/2020 56 49 (49,49) 52 (45,58) 42 (22,62) 48 (48,49) 49 (40,58) 27 (-24,78)
5/27/2020 132 49 (49,50) 53 (45,60) 42 (-12,97) 49 (49,49) 50 (40,59) 26 (-51,104)
5/28/2020 149 50 (50,50) 54 (46,61) 42 (-36,120) 50 (49,50) 50 (40,61) 45 (-49,138)
5/29/2020 149 50 (50,51) 55 (47,62) 43 (-51,136) 51 (50,51) 51 (40,62) 48 (-56,153)
5/30/2020 174 51 (51,51) 56 (48,64) 43 (-69,155) 51 (51,52) 52 (40,64) 49 (-71,168)
5/31/2020 178 51 (51,51) 57 (48,65) 43 (-84,170) 52 (51,52) 52 (40,65) 36 (-99,171)
6/1/2020 203 52 (51,52) 58 (49,66) 43 (-102,188) 52 (52,53) 53 (40,66) 34 (-119,187)
6/2/2020 206 52 (52,52) 59 (50,67) 43 (-116,203) 53 (52,53) 54 (40,68) 39 (-129,207)

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