Skip to main content
. 2017 Nov 6;19(11):e370. doi: 10.2196/jmir.7486

Table 3.

Median (interquartile range), Pearson correlation coefficient (COR), root mean square error (RMSE), and mean absolute percentage error (MAPE) for Google Flu Trends (GFT), SS0, SRR, SRS, and SSS models. Results are stratified by state population and season.


Measure
GFTa, median
(interquartile range)

SS0, median
(interquartile range)

SRR, median
(interquartile range)

SRS, median
(interquartile range)

SSS, median
(interquartile range)
CORb





Overall 0.89 (0.8-0.94) 0.56 (0.4-0.75) 0.8 (0.7-0.88) 0.8 (0.7-0.88) 0.74 (0.61-0.83)

Population size (millions)






0-2 (n=14) 0.83 (0.72-0.91) 0.46 (0.31-0.66) 0.74 (0.57-0.82) 0.71 (0.56-0. 8) 0.62 (0.55-0.74)


2-5 (n=14) 0.9 (0.81-0.94) 0.58 (0.42-0.76) 0.78 (0.72-0.87) 0.8 (0.72-0.85) 0.73 (0.66-0.81)


5-7.5 (n=10) 0.89 (0.8-0.95) 0.51 (0.36-0.64) 0.83 (0.7-0.88) 0.81 (0.73-0.88) 0.75 (0.63-0.82)


≥7.5 (n=12) 0.93 (0.86-0.96) 0.73 (0.48-0.85) 0.88 (0.79-0.92) 0.89 (0.8-0.92) 0.86 (0.72-0.91)

Season






05-06 0.83 (0.71-0.88) 0.72 (0.56-0.85) 0.78 (0.68-0.86) 0.76 (0.62-0.86) 0.74 (0.66-0.86)


06-07 0.83 (0.76-0.9) 0.75 (0.61-0.84) 0.8 (0.7-0.88) 0.8 (0.64-0.87) 0.8 (0.72-0.89)


07-08 0.93 (0.87-0.96) 0.61 (0.47-0.77) 0.87 (0.78-0.92) 0.86 (0.78-0.9) 0.81 (0.73-0.86)


08-09 0.81 (0.71-0.89) 0.37 (0.28-0.44) 0.7 (0.59-0.8) 0.74 (0.58-0.79) 0.57 (0.45-0.68)


09-10 0.97 (0.94-0.98) 0.51 (0.39-0.73) 0.82 (0.75-0.89) 0.82 (0.74-0.89) 0.74 (0.63-0.85)


10-11 0.89 (0.86-0.93) 0.47 (0.33-0.6) 0.82 (0.75-0.88) 0.81 (0.75-0.88) 0.71 (0.63-0.78)
RMSEc(1e-3)





Overall 0.93 (0.66-1.33) 1.07 (0.68-1.84) 0.84 (0.54-1.25) 0.86 (0.55-1.27) 0.9 (0.55-1.35)

Population size (millions)






0-2 (n=14) 0.88 (0.63-1.29) 1.17 (0.61-1.92) 0.96 (0.55-1.47) 0.96 (0.62-1.49) 0.92 (0.58-1.44)


2-5 (n=14) 1.02 (0.78-1.52) 1.37 (0.83-2.13) 1.04 (0.7-1.54) 1.11 (0.62-1.57) 1.11 (0.66-1.68)


5-7.5 (n=10) 0.88 (0.67-1.48) 0.99 (0.66-1.79) 0.74 (0.49-1.07) 0.71 (0.51-1.14) 0.79 (0.55-1.24)


≥7.5 (n=12) 0.87 (0.63-1.16) 0.91 (0.64-1.49) 0.69 (0.43-1.05) 0.67 (0.41-0.99) 0.74 (0.46-1.01)

Season






05-06 0.88 (0.60-1.45) 0.81 (0.49-1.47) 0.71 (0.5-1.11) 0.68 (0.49-1.13) 0.64 (0.46-1.06)


06-07 0.82 (0.52-1.13) 0.70 (0.48-1.02) 0.59 (0.43-0.88) 0.58 (0.42-0.94) 0.56 (0.41-0.83)


07-08 1.09 (0.70-1.55) 1.36 (0.78-1.85) 0.91 (0.54-1.27) 0.95 (0.58-1.37) 0.97 (0.6-1.42)


08-09 1.02 (0.79-1.41) 1.21 (0.92-1.98) 0.95 (0.69-1.31) 0.93 (0.67-1.26) 1.05 (0.78-1.4)


09-10 1.05 (0.80-1.32) 1.91 (1.28-2.44) 1.34 (0.9-1.9) 1.37 (0.92-1.92) 1.53 (1.01-1.9)


10-11 0.73 (0.64-1.20) 1.00 (0.73-1.62) 0.73 (0.5-1.04) 0.7 (0.51-1.1) 0.86 (0.58-1.16)
MAPEd





Overall 0.71 (0.44-1.51) 0.58 (0.38-0.8) 0.54 (0.33-0.9) 0.61 (0.34-1) 0.61 (0.35-1.02)

Population size (millions)






0-2 (n=14) 0.76 (0.51-1.56) 0.68 (0.48-0.86) 0.76 (0.5-1.36) 0.84 (0.56-1.44) 0.82 (0.58-1.28)


2-5 (n=14) 0.77 (0.41-1.48) 0.63 (0.36-0.85) 0.58 (0.36-0.9) 0.64 (0.39-1) 0.68 (0.37-1.02)


5-7.5 (n=10) 0.68 (0.4-1.41) 0.58 (0.39-0.74) 0.41 (0.31-0.75) 0.46 (0.32-0.86) 0.55 (0.34-0.92)


≥7.5 (n=12) 0.7 (0.43-1.54) 0.4 (0.31-0.59) 0.38 (0.2-0.59) 0.37 (0.2-0.69) 0.41 (0.24-0.61)

Season






05-06 1.07 (0.56-2.67) 0.59 (0.39-0.8) 0.68 (0.4-0.93) 0.77 (0.41-1.12) 0.74 (0.38-1.08)


06-07 0.88 (0.46-1.48) 0.54 (0.36-0.71) 0.51 (0.32-0.84) 0.62 (0.35-0.94) 0.58 (0.3-0.89)


07-08 0.76 (0.5-1.57) 0.69 (0.4-0.83) 0.54 (0.38-0.78) 0.62 (0.41-0.94) 0.62 (0.38-0.81)


08-09 0.71 (0.44-1.48) 0.57 (0.42-0.77) 0.62 (0.37-1.01) 0.66 (0.36-0.93) 0.68 (0.39-1.14)


09-10 0.63 (0.43-1.17) 0.59 (0.36-0.85) 0.52 (0.31-1.25) 0.59 (0.31-1.38) 0.67 (0.37-1.14)


10-11 0.61 (0.32-0.93) 0.5 (0.35-0.85) 0.38 (0.26-0.67) 0.38 (0.26-0.75) 0.43 (0.31-0.83)

aGFT: Google Flu Trends.

bCOR: Pearson correlation coefficient.

cRMSE: root mean square error.

dMAPE: mean absolute percentage error.