I am performing fixed effects panel regression and some of my control variables have outliers.
For eg:
Code:
univar land_amount -------------- Quantiles -------------- Variable n Mean S.D. Min .25 Mdn .75 Max ------------------------------------------------------------------------------- land_amount 5734 1.87 4.17 0.00 0.02 0.55 2.50 100.00 -------------------------------------------------------------------------------
Code:
tab land_amount land_amount | Freq. Percent Cum. ------------+----------------------------------- 0 | 504 8.79 8.79 .01 | 382 6.66 15.45 .02 | 694 12.10 27.55 .03 | 484 8.44 36.00 .04 | 150 2.62 38.61 .05 | 167 2.91 41.52 .06 | 36 0.63 42.15 .06 | 2 0.03 42.19 .07 | 14 0.24 42.43 .08 | 10 0.17 42.61 .09 | 6 0.10 42.71 .1 | 1 0.02 42.73 .1 | 23 0.40 43.13 .11 | 5 0.09 43.22 .12 | 4 0.07 43.29 .12 | 2 0.03 43.32 .13 | 1 0.02 43.34 .14 | 2 0.03 43.37 .15 | 11 0.19 43.56 .16 | 1 0.02 43.58 .18 | 1 0.02 43.60 .18 | 1 0.02 43.62 .19 | 1 0.02 43.63 .2 | 23 0.40 44.04 .21 | 2 0.03 44.07 .22 | 3 0.05 44.12 .23 | 8 0.14 44.26 .24 | 1 0.02 44.28 .24 | 1 0.02 44.30 .25 | 3 0.05 44.35 .26 | 1 0.02 44.37 .27 | 9 0.16 44.52 .28 | 8 0.14 44.66 .29 | 1 0.02 44.68 .3 | 12 0.21 44.89 .31 | 10 0.17 45.06 .32 | 2 0.03 45.10 .32 | 18 0.31 45.41 .33 | 6 0.10 45.52 .34 | 2 0.03 45.55 .35 | 4 0.07 45.62 .35 | 3 0.05 45.67 .36 | 1 0.02 45.69 .36 | 1 0.02 45.71 .37 | 4 0.07 45.78 .38 | 3 0.05 45.83 .39 | 1 0.02 45.85 .4 | 10 0.17 46.02 .41 | 4 0.07 46.09 .42 | 1 0.02 46.11 .42 | 14 0.24 46.36 .43 | 7 0.12 46.48 .44 | 2 0.03 46.51 .45 | 1 0.02 46.53 .46 | 1 0.02 46.55 .47 | 1 0.02 46.56 .49 | 1 0.02 46.58 .5 | 15 0.26 46.84 .51 | 20 0.35 47.19 .52 | 67 1.17 48.36 .53 | 50 0.87 49.23 .54 | 28 0.49 49.72 .55 | 19 0.33 50.05 .56 | 3 0.05 50.10 .57 | 4 0.07 50.17 .59 | 1 0.02 50.19 .6 | 5 0.09 50.28 .62 | 7 0.12 50.40 .63 | 5 0.09 50.49 .64 | 2 0.03 50.52 .67 | 1 0.02 50.54 .68 | 1 0.02 50.56 .7 | 6 0.10 50.66 .71 | 4 0.07 50.73 .71 | 1 0.02 50.75 .72 | 7 0.12 50.87 .73 | 10 0.17 51.05 .73 | 1 0.02 51.06 .74 | 3 0.05 51.12 .75 | 3 0.05 51.17 .76 | 4 0.07 51.24 .77 | 4 0.07 51.31 .78 | 6 0.10 51.41 .79 | 1 0.02 51.43 .8 | 11 0.19 51.62 .81 | 4 0.07 51.69 .82 | 6 0.10 51.80 .83 | 9 0.16 51.95 .84 | 1 0.02 51.97 .85 | 2 0.03 52.01 .86 | 3 0.05 52.06 .88 | 2 0.03 52.09 .89 | 1 0.02 52.11 .9 | 1 0.02 52.13 .9 | 1 0.02 52.15 .92 | 1 0.02 52.16 .9299999 | 1 0.02 52.18 .95 | 2 0.03 52.21 .96 | 1 0.02 52.23 .97 | 1 0.02 52.25 1 | 9 0.16 52.41 1.01 | 53 0.92 53.33 1.02 | 146 2.55 55.88 1.03 | 122 2.13 58.00 1.04 | 52 0.91 58.91 1.05 | 56 0.98 59.89 1.06 | 17 0.30 60.18 1.07 | 6 0.10 60.29 1.08 | 2 0.03 60.32 1.08 | 2 0.03 60.36 1.09 | 3 0.05 60.41 1.1 | 1 0.02 60.43 1.1 | 10 0.17 60.60 1.11 | 1 0.02 60.62 1.12 | 4 0.07 60.69 1.13 | 1 0.02 60.71 1.14 | 1 0.02 60.73 1.18 | 1 0.02 60.74 1.19 | 1 0.02 60.76 1.2 | 5 0.09 60.85 1.22 | 1 0.02 60.87 1.25 | 1 0.02 60.88 1.26 | 2 0.03 60.92 1.27 | 3 0.05 60.97 1.28 | 5 0.09 61.06 1.28 | 1 0.02 61.07 1.3 | 5 0.09 61.16 1.31 | 1 0.02 61.18 1.32 | 2 0.03 61.21 1.33 | 1 0.02 61.23 1.35 | 2 0.03 61.27 1.36 | 1 0.02 61.28 1.39 | 1 0.02 61.30 1.4 | 3 0.05 61.35 1.4 | 1 0.02 61.37 1.41 | 1 0.02 61.39 1.42 | 2 0.03 61.42 1.43 | 1 0.02 61.44 1.5 | 11 0.19 61.63 1.51 | 27 0.47 62.10 1.52 | 57 0.99 63.10 1.53 | 38 0.66 63.76 1.54 | 17 0.30 64.06 1.55 | 11 0.19 64.25 1.56 | 3 0.05 64.30 1.58 | 3 0.05 64.35 1.6 | 4 0.07 64.42 1.61 | 2 0.03 64.46 1.62 | 3 0.05 64.51 1.63 | 1 0.02 64.53 1.72 | 3 0.05 64.58 1.74 | 1 0.02 64.60 1.75 | 1 0.02 64.61 1.76 | 2 0.03 64.65 1.77 | 3 0.05 64.70 1.79 | 2 0.03 64.74 1.8 | 3 0.05 64.79 1.82 | 2 0.03 64.82 1.83 | 1 0.02 64.84 1.83 | 1 0.02 64.86 1.9 | 1 0.02 64.88 1.92 | 1 0.02 64.89 1.94 | 1 0.02 64.91 2 | 21 0.37 65.28 2.01 | 46 0.80 66.08 2.02 | 143 2.49 68.57 2.03 | 147 2.56 71.14 2.04 | 54 0.94 72.08 2.05 | 65 1.13 73.21 2.06 | 17 0.30 73.51 2.07 | 7 0.12 73.63 2.08 | 8 0.14 73.77 2.09 | 1 0.02 73.79 2.1 | 20 0.35 74.14 2.11 | 1 0.02 74.15 2.12 | 8 0.14 74.29 2.13 | 3 0.05 74.35 2.15 | 1 0.02 74.36 2.15 | 3 0.05 74.42 2.16 | 1 0.02 74.43 2.19 | 2 0.03 74.47 2.2 | 5 0.09 74.56 2.23 | 2 0.03 74.59 2.25 | 3 0.05 74.64 2.26 | 1 0.02 74.66 2.27 | 3 0.05 74.71 2.28 | 3 0.05 74.76 2.3 | 3 0.05 74.82 2.33 | 1 0.02 74.83 2.4 | 3 0.05 74.89 2.41 | 1 0.02 74.90 2.43 | 1 0.02 74.92 2.49 | 2 0.03 74.96 2.5 | 15 0.26 75.22 2.51 | 7 0.12 75.34 2.52 | 22 0.38 75.72 2.53 | 34 0.59 76.32 2.54 | 16 0.28 76.60 2.55 | 11 0.19 76.79 2.56 | 1 0.02 76.81 2.57 | 1 0.02 76.82 2.58 | 2 0.03 76.86 2.6 | 2 0.03 76.89 2.63 | 2 0.03 76.93 2.65 | 1 0.02 76.94 2.66 | 1 0.02 76.96 2.66 | 1 0.02 76.98 2.73 | 1 0.02 77.00 2.75 | 2 0.03 77.03 2.76 | 1 0.02 77.05 2.77 | 1 0.02 77.07 2.78 | 1 0.02 77.08 2.8 | 2 0.03 77.12 2.81 | 1 0.02 77.14 2.82 | 2 0.03 77.17 2.99 | 1 0.02 77.19 3 | 10 0.17 77.36 3.01 | 47 0.82 78.18 3.02 | 88 1.53 79.72 3.03 | 101 1.76 81.48 3.04 | 35 0.61 82.09 3.05 | 41 0.72 82.80 3.06 | 6 0.10 82.91 3.07 | 5 0.09 83.00 3.08 | 2 0.03 83.03 3.09 | 1 0.02 83.05 3.1 | 11 0.19 83.24 3.12 | 6 0.10 83.34 3.15 | 3 0.05 83.40 3.16 | 2 0.03 83.43 3.22 | 1 0.02 83.45 3.23 | 2 0.03 83.48 3.24 | 1 0.02 83.50 3.25 | 4 0.07 83.57 3.27 | 1 0.02 83.59 3.28 | 1 0.02 83.61 3.3 | 5 0.09 83.69 3.31 | 1 0.02 83.71 3.34 | 1 0.02 83.73 3.36 | 1 0.02 83.75 3.4 | 1 0.02 83.76 3.4 | 2 0.03 83.80 3.46 | 1 0.02 83.82 3.46 | 1 0.02 83.83 3.48 | 1 0.02 83.85 3.5 | 7 0.12 83.97 3.51 | 3 0.05 84.03 3.52 | 9 0.16 84.18 3.53 | 7 0.12 84.30 3.54 | 3 0.05 84.36 3.55 | 6 0.10 84.46 3.56 | 1 0.02 84.48 3.57 | 2 0.03 84.51 3.58 | 1 0.02 84.53 3.6 | 3 0.05 84.58 3.6 | 1 0.02 84.60 3.62 | 2 0.03 84.64 3.63 | 1 0.02 84.65 3.64 | 1 0.02 84.67 3.65 | 1 0.02 84.69 3.67 | 1 0.02 84.71 3.7 | 2 0.03 84.74 3.74 | 1 0.02 84.76 3.75 | 3 0.05 84.81 3.77 | 1 0.02 84.83 3.78 | 1 0.02 84.84 3.8 | 1 0.02 84.86 3.81 | 1 0.02 84.88 3.88 | 1 0.02 84.90 4 | 4 0.07 84.97 4.01 | 13 0.23 85.19 4.02 | 57 0.99 86.19 4.03 | 1 0.02 86.21 4.03 | 61 1.06 87.27 4.04 | 25 0.44 87.70 4.05 | 19 0.33 88.04 4.06 | 10 0.17 88.21 4.08 | 4 0.07 88.28 4.08 | 1 0.02 88.30 4.1 | 6 0.10 88.40 4.2 | 3 0.05 88.45 4.22 | 1 0.02 88.47 4.25 | 2 0.03 88.51 4.28 | 1 0.02 88.52 4.4 | 1 0.02 88.54 4.43 | 1 0.02 88.56 4.47 | 1 0.02 88.58 4.5 | 3 0.05 88.63 4.51 | 1 0.02 88.65 4.52 | 9 0.16 88.80 4.53 | 3 0.05 88.86 4.54 | 5 0.09 88.94 4.55 | 2 0.03 88.98 4.66 | 2 0.03 89.01 4.72 | 1 0.02 89.03 4.78 | 1 0.02 89.05 4.79 | 1 0.02 89.07 4.8 | 1 0.02 89.08 4.9 | 1 0.02 89.10 5 | 6 0.10 89.20 5.01 | 16 0.28 89.48 5.02 | 74 1.29 90.77 5.03 | 40 0.70 91.47 5.04 | 34 0.59 92.06 5.05 | 36 0.63 92.69 5.06 | 8 0.14 92.83 5.07 | 3 0.05 92.88 5.08 | 8 0.14 93.02 5.1 | 7 0.12 93.15 5.12 | 3 0.05 93.20 5.15 | 1 0.02 93.22 5.18 | 1 0.02 93.23 5.2 | 1 0.02 93.25 5.25 | 3 0.05 93.30 5.26 | 1 0.02 93.32 5.28 | 1 0.02 93.34 5.3 | 1 0.02 93.36 5.34 | 1 0.02 93.37 5.35 | 1 0.02 93.39 5.4 | 2 0.03 93.43 5.5 | 3 0.05 93.48 5.51 | 1 0.02 93.49 5.52 | 4 0.07 93.56 5.53 | 3 0.05 93.62 5.54 | 2 0.03 93.65 5.55 | 2 0.03 93.69 5.56 | 1 0.02 93.70 5.6 | 1 0.02 93.72 5.84 | 1 0.02 93.74 6 | 1 0.02 93.76 6.01 | 5 0.09 93.84 6.02 | 12 0.21 94.05 6.03 | 15 0.26 94.31 6.04 | 5 0.09 94.40 6.05 | 7 0.12 94.52 6.06 | 5 0.09 94.61 6.07 | 4 0.07 94.68 6.08 | 2 0.03 94.72 6.1 | 1 0.02 94.73 6.12 | 2 0.03 94.77 6.15 | 1 0.02 94.79 6.2 | 1 0.02 94.80 6.25 | 1 0.02 94.82 6.35 | 1 0.02 94.84 6.37 | 1 0.02 94.86 6.5 | 1 0.02 94.87 6.52 | 3 0.05 94.93 6.53 | 1 0.02 94.94 6.54 | 2 0.03 94.98 6.55 | 1 0.02 94.99 6.6 | 1 0.02 95.01 6.7 | 1 0.02 95.03 6.75 | 1 0.02 95.05 6.8 | 1 0.02 95.06 6.83 | 1 0.02 95.08 7.01 | 4 0.07 95.15 7.02 | 15 0.26 95.41 7.03 | 8 0.14 95.55 7.04 | 10 0.17 95.73 7.05 | 10 0.17 95.90 7.06 | 1 0.02 95.92 7.07 | 3 0.05 95.97 7.2 | 1 0.02 95.99 7.5 | 1 0.02 96.01 7.53 | 2 0.03 96.04 7.54 | 1 0.02 96.06 7.55 | 2 0.03 96.09 7.75 | 1 0.02 96.11 7.79 | 1 0.02 96.13 7.8 | 1 0.02 96.15 7.81 | 1 0.02 96.16 8.02 | 10 0.17 96.34 8.03 | 8 0.14 96.48 8.04 | 8 0.14 96.62 8.05 | 6 0.10 96.72 8.06 | 6 0.10 96.83 8.07 | 1 0.02 96.84 8.1 | 3 0.05 96.90 8.15 | 1 0.02 96.91 8.5 | 1 0.02 96.93 8.52 | 2 0.03 96.97 8.53 | 1 0.02 96.98 8.54 | 3 0.05 97.04 8.64 | 1 0.02 97.05 9.01 | 1 0.02 97.07 9.02 | 1 0.02 97.09 9.03 | 4 0.07 97.16 9.030001 | 1 0.02 97.17 9.04 | 3 0.05 97.23 9.05 | 1 0.02 97.24 9.06 | 1 0.02 97.26 9.08 | 1 0.02 97.28 9.1 | 2 0.03 97.31 9.18 | 1 0.02 97.33 9.28 | 1 0.02 97.35 9.5 | 1 0.02 97.37 10 | 3 0.05 97.42 10.02 | 7 0.12 97.54 10.03 | 8 0.14 97.68 10.04 | 6 0.10 97.79 10.05 | 10 0.17 97.96 10.06 | 1 0.02 97.98 10.06 | 3 0.05 98.03 10.08 | 2 0.03 98.06 10.1 | 2 0.03 98.10 10.12 | 1 0.02 98.12 10.15 | 2 0.03 98.15 11 | 1 0.02 98.17 11.03 | 1 0.02 98.19 11.04 | 1 0.02 98.20 11.07 | 1 0.02 98.22 11.2 | 1 0.02 98.24 12 | 1 0.02 98.26 12.03 | 2 0.03 98.29 12.04 | 2 0.03 98.33 12.05 | 4 0.07 98.40 12.06 | 1 0.02 98.41 12.07 | 1 0.02 98.43 12.3 | 2 0.03 98.47 12.53 | 1 0.02 98.48 12.89 | 1 0.02 98.50 13 | 1 0.02 98.52 13.02 | 1 0.02 98.54 13.03 | 1 0.02 98.55 13.04 | 1 0.02 98.57 13.05 | 2 0.03 98.60 13.06 | 1 0.02 98.62 13.12 | 1 0.02 98.64 13.53 | 1 0.02 98.66 13.58 | 1 0.02 98.67 14.02 | 2 0.03 98.71 14.03 | 1 0.02 98.73 14.07 | 1 0.02 98.74 14.54 | 1 0.02 98.76 14.8 | 1 0.02 98.78 14.91 | 1 0.02 98.80 15 | 1 0.02 98.81 15.03 | 2 0.03 98.85 15.04 | 4 0.07 98.92 15.05 | 3 0.05 98.97 15.06 | 2 0.03 99.01 15.07 | 1 0.02 99.02 15.08 | 1 0.02 99.04 15.5 | 1 0.02 99.06 15.53 | 1 0.02 99.08 15.55 | 1 0.02 99.09 16.03 | 1 0.02 99.11 16.04 | 1 0.02 99.13 16.05 | 1 0.02 99.15 17.02 | 1 0.02 99.16 17.05 | 1 0.02 99.18 17.06 | 1 0.02 99.20 18.02 | 1 0.02 99.22 18.03 | 1 0.02 99.23 18.1 | 1 0.02 99.25 18.15 | 1 0.02 99.27 18.5 | 1 0.02 99.28 19.03 | 1 0.02 99.30 20.01 | 2 0.03 99.34 20.02 | 1 0.02 99.35 20.04 | 4 0.07 99.42 20.05 | 1 0.02 99.44 20.06 | 1 0.02 99.46 20.08 | 1 0.02 99.48 20.1 | 1 0.02 99.49 20.8 | 1 0.02 99.51 22.2 | 1 0.02 99.53 23.1 | 1 0.02 99.55 24.12 | 1 0.02 99.56 25.03 | 2 0.03 99.60 25.04 | 1 0.02 99.62 25.06 | 1 0.02 99.63 27.05 | 1 0.02 99.65 28.14 | 1 0.02 99.67 28.15 | 1 0.02 99.69 28.2 | 1 0.02 99.70 29.03 | 1 0.02 99.72 30 | 1 0.02 99.74 30.04 | 1 0.02 99.76 30.05 | 1 0.02 99.77 33 | 1 0.02 99.79 35.05 | 1 0.02 99.81 35.1 | 1 0.02 99.83 38.26 | 1 0.02 99.84 43.5 | 1 0.02 99.86 45 | 1 0.02 99.88 50.03 | 1 0.02 99.90 50.04 | 1 0.02 99.91 75 | 1 0.02 99.93 75.02 | 1 0.02 99.95 100 | 3 0.05 100.00 ------------+----------------------------------- Total | 5,734 100.00
P.S: I'm in economics, if it is important to answer the question.
Would appreciate your help in this regard.
Thanks!
0 Response to How to deal with outliers?
Post a Comment