From: Sweet tweets! Evaluating a new approach for probability-based sampling of Twitter
Outcome | MSA | Size and method | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
264/360 | 444/540 | 624/720 | Other | ||||||||||||
Recent | Uniform | VBEST-SRS | VBEST-SYS | Recent | Uniform | VBEST-SRS | VBEST-SYS | Recent | Uniform | VBEST-SRS | VBEST-SYS | Mixed | Popular | ||
MPRAB(I) Based on Tukey’s HSD, differences in column means∗ within a Region exceeding 2.58 in absolute value deemed significant at α = 0.03. | Atlanta | 19.43 (6.69) | 17.67 (5.66) | 17.92 (6.47) | 15.83 (4.92) | 16.36 (5.49) | 13.81 (4.63) | 13.41 (3.12) | 14.64 (4.65) | 13.84 (4.17) | 12.6 (3.54) | 11.94 (3.71) | 10.45 (3.11) | 138.53 (88.98) | 100 (0) |
Baltimore | 17.24 (7.67) | 14.43 (3.08) | 16.01 (4.74) | 13.62 (4.14) | 14.11 (5.92) | 12.49 (3.06) | 11.28 (3.38) | 10.5 (2.9) | 7.99 (4.18) | 10.84 (3.25) | 8.89 (2.71) | 8.8 (3.03) | 132.02 (44.73) | 100 (0) | |
Chicago | 14.93 (4.45) | 13.59 (4.82) | 15.05 (5.28) | 14.15 (4.04) | 12.49 (4.1) | 10.47 (2.94) | 11.61 (3.47) | 11.36 (3.25) | 10.93 (3.83) | 10.3 (2.78) | 9.39 (3) | 9.46 (2.64) | 129.94 (74.2) | 100 (0) | |
Phoenix | 14.09 (4.59) | 11.98 (3.52) | 13.96 (4.1) | 13.66 (3.51) | 12.57 (4.02) | 9.86 (2.76) | 8.44 (2.53) | 9.73 (3.33) | 7.49 (1.85) | 9.37 (3.9) | 7.86 (2.08) | 6.88 (2.07) | 41.96 (17.09) | 100 (0) | |
Pittsburgh | 17.18 (7.05) | 15.22 (5.52) | 17.18 (5.08) | 15.17 (6.19) | 15.12 (6.64) | 12.33 (4.36) | 12.07 (4.31) | 11.45 (3.07) | 12.8 (6.88) | 10.37 (3.36) | 8.96 (2.44) | 9.62 (3.23) | 308.86 (727.05) | 100 (0) | |
MPRAB(F) Based on Tukey’s HSD, differences in column means∗ within a Region exceeding 3.70 in absolute value deemed significant at α = 0.03. | Atlanta | 26.95 (12.25) | 38.38 (4.86) | 18.44 (5.58) | 17.28 (4.4) | 26.64 (11.3) | 39.13 (5.56) | 16.13 (4.15) | 16.56 (5.27) | 26.66 (9.55) | 37.99 (4.75) | 14.71 (3.73) | 13.35 (3.91) | 98.26 (5.1) | 100 (0) |
Baltimore | 33.98 (10.57) | 35.2 (4.66) | 17.81 (4.89) | 15.48 (4.22) | 26.43 (12.26) | 34.07 (4.59) | 14.16 (3.73) | 13.86 (2.9) | 10.96 (4.21) | 34.62 (4.1) | 12.67 (3.49) | 12.46 (3.67) | 94.5 (4.49) | 100 (0) | |
Chicago | 22.3 (8.48) | 41.39 (4.02) | 17.97 (5.37) | 17.93 (4.65) | 22.4 (8.52) | 42.06 (3.03) | 15.93 (3.89) | 16.09 (4.4) | 23.3 (8.72) | 42.95 (3.81) | 15.03 (3.68) | 14.88 (3.04) | 94.85 (4.96) | 100 (0) | |
Phoenix | 32.2 (11.03) | 42.64 (3.55) | 16.62 (3.94) | 16.91 (5.02) | 19.06 (9.21) | 43.64 (3.77) | 13.44 (3.1) | 13.99 (3.6) | 13.45 (3.41) | 43.86 (3.41) | 13.02 (3.34) | 12.34 (3.38) | 93.15 (2.05) | 100 (0) | |
Pittsburgh | 36.73 (15.52) | 30.86 (4.64) | 18.33 (5.52) | 16.98 (5.68) | 33.51 (12.49) | 29.54 (4.98) | 14.55 (4.12) | 13.78 (3.61) | 12.44 (4.59) | 30.2 (3.8) | 11.94 (3.45) | 12.49 (3.87) | 116.39 (82.84) | 100 (0) | |
PRAB(N) Based on Tukey’s HSD, differences in column means∗ within a Region exceeding 2.65 in absolute value deemed significant at α = 0.03. | Atlanta | 19.15 (6.78) | 35.65 (2.51) | 7.24 (3.88) | 7.12 (3.8) | 19.83 (7.25) | 35.6 (2.5) | 7.19 (3.79) | 7.19 (3.83) | 21.25 (7) | 35.54 (2.63) | 7.23 (3.85) | 7.24 (3.84) | 92.07 (5.1) | 100 (0) |
Baltimore | 27.28 (11.22) | 30.34 (3.26) | 7.05 (2.73) | 7.01 (2.66) | 18.52 (11.24) | 30.32 (3.22) | 7.13 (2.66) | 7.04 (2.65) | 9.73 (4.63) | 30.34 (3.3) | 7 (2.71) | 7.03 (2.65) | 93.36 (1.14) | 100 (0) | |
Chicago | 17.29 (6) | 41.03 (2.24) | 10.81 (2.3) | 10.84 (2.29) | 19.42 (6.48) | 40.94 (2.22) | 10.85 (2.35) | 10.86 (2.32) | 21.25 (6.91) | 41.05 (2.23) | 10.85 (2.34) | 10.84 (2.3) | 92.46 (1.33) | 100 (0) | |
Phoenix | 26.02 (7.55) | 43.29 (1.96) | 11.34 (2.7) | 11.44 (2.68) | 16.16 (7.03) | 43.43 (2) | 11.38 (2.68) | 11.34 (2.68) | 15.35 (1.75) | 43.35 (2.02) | 11.34 (2.65) | 11.35 (2.67) | 92.6 (1.09) | 100 (0) | |
Pittsburgh | 30.21 (16.12) | 29.2 (3.72) | 8.76 (2.72) | 8.66 (2.52) | 23.23 (13.45) | 29.32 (3.7) | 8.92 (2.48) | 8.89 (2.43) | 13.4 (7.19) | 29.38 (3.72) | 8.78 (2.55) | 8.82 (2.41) | 89.37 (11) | 100 (0) |