The general effects of the policy on language attributes in posts and replies
. | Posts . | Replies . | ||||||
---|---|---|---|---|---|---|---|---|
. | (1) Toxicity . | (2) Insult . | (3) Threat . | (4) Identity attack . | (5) Toxicity . | (6) Insult . | (7) Threat . | (8) Identity attack . |
After the policy | −0.012*** | −0.008*** | −0.005*** | −0.008*** | −0.007*** | −0.006*** | −0.005*** | −0.005*** |
(0.002) | (0.002) | (0.001) | (0.002) | (0.001) | (0.0005) | (0.0003) | (0.0004) | |
Number of comments (log) on the post | −0.014*** | −0.013*** | −0.005*** | −0.009*** | −0.010*** | −0.009*** | −0.002*** | −0.005*** |
(0.002) | (0.001) | (0.001) | (0.001) | (0.0004) | (0.0003) | (0.0002) | (0.0002) | |
Number of likes (log) on the post | 0.012*** | 0.012*** | 0.003*** | 0.007*** | 0.010*** | 0.009*** | 0.002*** | 0.006*** |
(0.001) | (0.001) | (0.001) | (0.001) | (0.0003) | (0.0002) | (0.0001) | (0.0002) | |
Number of followers (log) of the poster | −0.005*** | −0.003*** | −0.0001 | −0.0001 | 0.0001 | 0.0001 | 0.0002*** | 0.0005*** |
(0.0003) | (0.0003) | (0.0002) | (0.0002) | (0.0001) | (0.0001) | (0.00005) | (0.0001) | |
Constant | 0.170*** | 0.091*** | 0.031*** | 0.054*** | 0.086*** | 0.042*** | 0.020*** | 0.014*** |
(0.004) | (0.003) | (0.002) | (0.002) | (0.001) | (0.001) | (0.001) | (0.001) | |
Observations | 9,047 | 9,047 | 9,047 | 9,047 | 112,278 | 112,278 | 112,278 | 112,278 |
R2 | 0.025 | 0.020 | 0.007 | 0.014 | 0.019 | 0.023 | 0.005 | 0.028 |
Adjusted R2 | 0.025 | 0.019 | 0.006 | 0.013 | 0.019 | 0.023 | 0.005 | 0.028 |
Residual Std. Error | 0.116 (df = 9042) | 0.094 (df = 9042) | 0.050 (df = 9042) | 0.075 (df = 9042) | 0.109 (df = 112273) | 0.083 (df = 112273) | 0.053 (df = 112273) | 0.058 (df = 112273) |
F Statistic | 58.843*** (df = 4; 9042) | 45.915*** (df = 4; 9042) | 15.702*** (df = 4; 9042) | 31.046*** (df = 4; 9042) | 536.950*** (df = 4; 112273) | 660.504*** (df = 4; 112273) | 154.727*** (df = 4; 112273) | 802.788*** (df = 4; 112273) |
. | Posts . | Replies . | ||||||
---|---|---|---|---|---|---|---|---|
. | (1) Toxicity . | (2) Insult . | (3) Threat . | (4) Identity attack . | (5) Toxicity . | (6) Insult . | (7) Threat . | (8) Identity attack . |
After the policy | −0.012*** | −0.008*** | −0.005*** | −0.008*** | −0.007*** | −0.006*** | −0.005*** | −0.005*** |
(0.002) | (0.002) | (0.001) | (0.002) | (0.001) | (0.0005) | (0.0003) | (0.0004) | |
Number of comments (log) on the post | −0.014*** | −0.013*** | −0.005*** | −0.009*** | −0.010*** | −0.009*** | −0.002*** | −0.005*** |
(0.002) | (0.001) | (0.001) | (0.001) | (0.0004) | (0.0003) | (0.0002) | (0.0002) | |
Number of likes (log) on the post | 0.012*** | 0.012*** | 0.003*** | 0.007*** | 0.010*** | 0.009*** | 0.002*** | 0.006*** |
(0.001) | (0.001) | (0.001) | (0.001) | (0.0003) | (0.0002) | (0.0001) | (0.0002) | |
Number of followers (log) of the poster | −0.005*** | −0.003*** | −0.0001 | −0.0001 | 0.0001 | 0.0001 | 0.0002*** | 0.0005*** |
(0.0003) | (0.0003) | (0.0002) | (0.0002) | (0.0001) | (0.0001) | (0.00005) | (0.0001) | |
Constant | 0.170*** | 0.091*** | 0.031*** | 0.054*** | 0.086*** | 0.042*** | 0.020*** | 0.014*** |
(0.004) | (0.003) | (0.002) | (0.002) | (0.001) | (0.001) | (0.001) | (0.001) | |
Observations | 9,047 | 9,047 | 9,047 | 9,047 | 112,278 | 112,278 | 112,278 | 112,278 |
R2 | 0.025 | 0.020 | 0.007 | 0.014 | 0.019 | 0.023 | 0.005 | 0.028 |
Adjusted R2 | 0.025 | 0.019 | 0.006 | 0.013 | 0.019 | 0.023 | 0.005 | 0.028 |
Residual Std. Error | 0.116 (df = 9042) | 0.094 (df = 9042) | 0.050 (df = 9042) | 0.075 (df = 9042) | 0.109 (df = 112273) | 0.083 (df = 112273) | 0.053 (df = 112273) | 0.058 (df = 112273) |
F Statistic | 58.843*** (df = 4; 9042) | 45.915*** (df = 4; 9042) | 15.702*** (df = 4; 9042) | 31.046*** (df = 4; 9042) | 536.950*** (df = 4; 112273) | 660.504*** (df = 4; 112273) | 154.727*** (df = 4; 112273) | 802.788*** (df = 4; 112273) |
Note:
p < .001.
The general effects of the policy on language attributes in posts and replies
. | Posts . | Replies . | ||||||
---|---|---|---|---|---|---|---|---|
. | (1) Toxicity . | (2) Insult . | (3) Threat . | (4) Identity attack . | (5) Toxicity . | (6) Insult . | (7) Threat . | (8) Identity attack . |
After the policy | −0.012*** | −0.008*** | −0.005*** | −0.008*** | −0.007*** | −0.006*** | −0.005*** | −0.005*** |
(0.002) | (0.002) | (0.001) | (0.002) | (0.001) | (0.0005) | (0.0003) | (0.0004) | |
Number of comments (log) on the post | −0.014*** | −0.013*** | −0.005*** | −0.009*** | −0.010*** | −0.009*** | −0.002*** | −0.005*** |
(0.002) | (0.001) | (0.001) | (0.001) | (0.0004) | (0.0003) | (0.0002) | (0.0002) | |
Number of likes (log) on the post | 0.012*** | 0.012*** | 0.003*** | 0.007*** | 0.010*** | 0.009*** | 0.002*** | 0.006*** |
(0.001) | (0.001) | (0.001) | (0.001) | (0.0003) | (0.0002) | (0.0001) | (0.0002) | |
Number of followers (log) of the poster | −0.005*** | −0.003*** | −0.0001 | −0.0001 | 0.0001 | 0.0001 | 0.0002*** | 0.0005*** |
(0.0003) | (0.0003) | (0.0002) | (0.0002) | (0.0001) | (0.0001) | (0.00005) | (0.0001) | |
Constant | 0.170*** | 0.091*** | 0.031*** | 0.054*** | 0.086*** | 0.042*** | 0.020*** | 0.014*** |
(0.004) | (0.003) | (0.002) | (0.002) | (0.001) | (0.001) | (0.001) | (0.001) | |
Observations | 9,047 | 9,047 | 9,047 | 9,047 | 112,278 | 112,278 | 112,278 | 112,278 |
R2 | 0.025 | 0.020 | 0.007 | 0.014 | 0.019 | 0.023 | 0.005 | 0.028 |
Adjusted R2 | 0.025 | 0.019 | 0.006 | 0.013 | 0.019 | 0.023 | 0.005 | 0.028 |
Residual Std. Error | 0.116 (df = 9042) | 0.094 (df = 9042) | 0.050 (df = 9042) | 0.075 (df = 9042) | 0.109 (df = 112273) | 0.083 (df = 112273) | 0.053 (df = 112273) | 0.058 (df = 112273) |
F Statistic | 58.843*** (df = 4; 9042) | 45.915*** (df = 4; 9042) | 15.702*** (df = 4; 9042) | 31.046*** (df = 4; 9042) | 536.950*** (df = 4; 112273) | 660.504*** (df = 4; 112273) | 154.727*** (df = 4; 112273) | 802.788*** (df = 4; 112273) |
. | Posts . | Replies . | ||||||
---|---|---|---|---|---|---|---|---|
. | (1) Toxicity . | (2) Insult . | (3) Threat . | (4) Identity attack . | (5) Toxicity . | (6) Insult . | (7) Threat . | (8) Identity attack . |
After the policy | −0.012*** | −0.008*** | −0.005*** | −0.008*** | −0.007*** | −0.006*** | −0.005*** | −0.005*** |
(0.002) | (0.002) | (0.001) | (0.002) | (0.001) | (0.0005) | (0.0003) | (0.0004) | |
Number of comments (log) on the post | −0.014*** | −0.013*** | −0.005*** | −0.009*** | −0.010*** | −0.009*** | −0.002*** | −0.005*** |
(0.002) | (0.001) | (0.001) | (0.001) | (0.0004) | (0.0003) | (0.0002) | (0.0002) | |
Number of likes (log) on the post | 0.012*** | 0.012*** | 0.003*** | 0.007*** | 0.010*** | 0.009*** | 0.002*** | 0.006*** |
(0.001) | (0.001) | (0.001) | (0.001) | (0.0003) | (0.0002) | (0.0001) | (0.0002) | |
Number of followers (log) of the poster | −0.005*** | −0.003*** | −0.0001 | −0.0001 | 0.0001 | 0.0001 | 0.0002*** | 0.0005*** |
(0.0003) | (0.0003) | (0.0002) | (0.0002) | (0.0001) | (0.0001) | (0.00005) | (0.0001) | |
Constant | 0.170*** | 0.091*** | 0.031*** | 0.054*** | 0.086*** | 0.042*** | 0.020*** | 0.014*** |
(0.004) | (0.003) | (0.002) | (0.002) | (0.001) | (0.001) | (0.001) | (0.001) | |
Observations | 9,047 | 9,047 | 9,047 | 9,047 | 112,278 | 112,278 | 112,278 | 112,278 |
R2 | 0.025 | 0.020 | 0.007 | 0.014 | 0.019 | 0.023 | 0.005 | 0.028 |
Adjusted R2 | 0.025 | 0.019 | 0.006 | 0.013 | 0.019 | 0.023 | 0.005 | 0.028 |
Residual Std. Error | 0.116 (df = 9042) | 0.094 (df = 9042) | 0.050 (df = 9042) | 0.075 (df = 9042) | 0.109 (df = 112273) | 0.083 (df = 112273) | 0.053 (df = 112273) | 0.058 (df = 112273) |
F Statistic | 58.843*** (df = 4; 9042) | 45.915*** (df = 4; 9042) | 15.702*** (df = 4; 9042) | 31.046*** (df = 4; 9042) | 536.950*** (df = 4; 112273) | 660.504*** (df = 4; 112273) | 154.727*** (df = 4; 112273) | 802.788*** (df = 4; 112273) |
Note:
p < .001.
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