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(102) . 5HODWLRQVKLS EHWZHHQ ODQGVOLGH DQG VORSH. Class. . Flat N NE E SE S SW W NW. No. of pixels in domain (W+)b 238251 244922 341376 467185 297207 247228 291353 360270 247984. %Domain (W+) 8.709 8.953 12.478 17.077 10.864 9.037 10.650 13.169 9.064. Likelihood Ratio (W+)c 0.190 0.994 1.427 0.921 1.315 0.641 0.739 1.053 1.553. W-. Cd. S2(W+)e. S2(W-)f. S(C)g. C/S(C)h. -2.278 -2.771 -1.755 -0.266 -0.137 0.165 0.418 0.719 0.940 1.038. 0.205 0.098 0.095 0.022 0.013 -0.021 -0.045 -0.108 -0.136 -0.145. -2.483 -2.869 -1.851 -0.288 -0.150 0.186 0.462 0.827 1.076 1.183. 0.100 0.333 0.111 0.031 0.026 0.017 0.018 0.011 0.011 0.011. 0.002 0.002 0.002 0.002 0.002 0.002 0.002 0.003 0.003 0.003. 0.320 0.579 0.336 0.183 0.169 0.139 0.141 0.118 0.115 0.115. -7.771 -4.954 -5.500 -1.573 -0.888 1.341 3.277 7.016 9.318 10.293. Landslide occ. points (W+)a 8 43 86 76 69 28 38 67 68. %occ. (W+) 1.656 8.903 17.805 15.735 14.286 5.797 7.867 13.872 14.079. W+. W-. Cd. S(C)g. C/S(C)h. -1.660 -0.006 0.356 -0.082 0.274 -0.444 -0.303 0.052 0.440. 0.074 0.001 -0.063 0.016 -0.039 0.035 0.031 -0.008 -0.057. -1.734 -0.006 0.418 -0.098 0.313 -0.479 -0.333 0.060 0.497. W+. W-. Cd. 1.062 0.526 -0.250 -0.622 -2.207 -0.412 -0.110 0.370 0.286 0.123. -0.237 -0.080 0.025 0.038 0.276 0.026 0.008 -0.035 -0.026 -0.010. 1.299 0.607 -0.275 -0.660 -2.483 -0.438 -0.118 0.405 0.312 0.134. S2(W+)e S2(W-)f 0.125 0.023 0.012 0.013 0.014 0.036 0.026 0.015 0.015. 0.002 0.002 0.003 0.002 0.002 0.002 0.002 0.002 0.002. 0.357 0.160 0.119 0.125 0.130 0.195 0.169 0.132 0.131. -4.864 -0.038 3.517 -0.783 2.407 -2.460 -1.973 0.457 3.799. Landslide occ. points (W+)a -25584~-320 140 -319~-129 82 -128~-35 38 -34~-1 20 0 14 1~35 23 36~104 31 105~218 50 219~483 46 439~27356 39. Curvaturej. %occ. (W+) 28.986 16.977 7.867 4.141 2.899 4.762 6.418 10.352 9.524 8.075. No. of pixels in domain (W+)b 274145 274427 276425 211070 720483 196731 195943 195644 195647 195261. %Domain (W+) 10.021 10.031 10.104 7.715 26.336 7.191 7.162 7.151 7.151 7.137. Likelihood Ratio (W+)c 2.893 1.692 0.779 0.537 0.110 0.662 0.896 1.448 1.332 1.131.

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(110) . S2(W+)e S2(W-)f. S(C)g. C/S(C)h. 0.007 0.012 0.026 0.050 0.071 0.043 0.032 0.020 0.022 0.026. 0.003 0.002 0.002 0.002 0.002 0.002 0.002 0.002 0.002 0.002. 1.100 0.121 0.169 0.228 0.271 0.214 0.186 0.149 0.155 0.167. 12.948 5.004 -1.626 -2.891 -9.155 -2.050 -0.634 2.711 2.015 0.799. . W+. 5HODWLRQVKLS EHWZHHQ ODQGVOLGH DQG FXUYDWXUH Class. M. Likelihood Ratio (W+)c 0.102 0.063 0.173 0.766 0.872 1.180 1.518 2.052 2.560 2.824. 5HODWLRQVKLS EHWZHHQ ODQGVOLGH DQG DVSHFW. Class. Aspect. %Domain (W+) 20.209 9.923 10.782 8.644 9.026 10.354 7.773 8.877 7.523 6.891. 5 Ææn { 8»j ÏR fæ~ ÖÒ £9ê ·9 5 ¦Ã.

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(113) . . No. of pixels in domain (W+)b 552863 271470 294962 236468 246928 283262 212647 242856 205799 188521. . L. %occ. (W+) 2.070 0.621 1.863 6.625 7.867 12.215 11.801 18.219 19.255 19.462. æÒ;ÊR. 0o 1~2o 3~6o 7~10o 11~14o Slopei 15~18o 19~21o 22~25o 26~30o 31~82o. Landslide occ. points (W+)a 10 3 9 32 38 59 57 88 93 94.

(114) . . . Landslide occ. points No. of pixels in domain Likelihood Ratio %occ. %Domain W+ WCd S2(W+)e S2(W-)f S(C)g C/S(C)h (W+)a (W+)b (W+)c (W+) (W+) 0 5 1.035 93309 3.411 0.304 -1.192 0.024 -1.217 0.200 0.002 0.450 -2.706 1 4 0.828 403714 14.757 0.056 -2.880 0.151 -3.032 0.250 0.002 0.502 -6.038 2 62 12.836 402891 14.727 0.872 -0.137 0.022 -0.159 0.016 0.002 0.136 -1.171 3 1 0.207 59406 2.171 0.095 -2.350 0.020 -2.370 1.000 0.002 1.001 -2.368 4 10 2.070 261303 9.551 0.217 -1.529 0.079 -1.608 0.100 0.002 0.320 -5.033 5 1 0.207 35417 1.295 0.160 -1.833 0.011 -1.844 1.000 0.002 1.001 -1.842 6 1 0.207 42323 1.547 0.134 -2.011 0.014 -2.025 1.000 0.002 1.001 -2.023 Topographyk 7 20 4.141 374420 13.686 0.303 -1.195 0.105 -1.300 0.050 0.002 0.228 -5.694 8 0 0.000 6227 0.228 0.000 NaN 0.002 0.000 NaN 0.002 NaN NaN 9 0 0.000 12903 0.472 0.000 NaN 0.005 0.000 0.029 0.002 0.178 0.000 10 34 7.039 81406 2.976 2.366 0.861 -0.043 0.904 0.167 0.002 0.411 2.199 11 6 1.242 149770 5.474 0.227 -1.483 0.044 0.000 0.003 0.002 0.071 0.000 12 339 70.186 812687 29.706 2.363 0.860 -0.858 1.718 NaN 0.007 NaN NaN N :DWHU )OXYLDO SODLQV 9DOOH\ DQG DOOXYLDO IDQ /RZHU KLOO\ DUHD +LOO\ DUHD 3LHGPRQW VORSH DUHD 'LOXYLXP 9DOOH\ DUHD 9DOOH\ DQG SLHGPRQW VORSH DUHD 0RXQWDLQ DQG KLOO DUHD 0RXQWDLQRXV DUHD +LOO DQG PRXQWDLQRXV DUHD 0RXQWDLQRXV DUHD DQG KLOO DUHD Class. . Landslide occ. points No. of pixels in domain Likelihood Ratio %occ. %Domain W+ WCd S2(W+)e S2(W-)f S(C)g C/S(C)h (W+)a (W+)b (W+)c (W+) (W+) 0 0 0.000 22699 0.830 0.000 NaN 0.008 0.000 NaN 0.002 NaN NaN 1 439 90.890 1636923 59.834 1.519 0.418 -1.484 1.902 0.002 0.023 0.158 12.026 2 1 0.207 118594 4.335 0.048 -3.042 0.042 -3.084 1.000 0.002 1.001 -3.081 3 9 1.863 104881 3.834 0.486 -0.721 0.020 -0.742 0.111 0.002 0.336 -2.204 4 11 2.277 338093 12.358 0.184 -1.691 0.109 -1.800 0.091 0.002 0.305 -5.902 5 8 1.656 238483 8.717 0.190 -1.661 0.075 -1.735 0.125 0.002 0.357 -4.867 Texturel 6 2 0.414 125370 4.583 0.090 -2.404 0.043 -2.447 0.500 0.002 0.709 -3.453 7 0 0.000 16268 0.595 0.000 NaN 0.006 0.000 NaN 0.002 1D1 1D1 8 0 0.000 25267 0.924 0.000 NaN 0.009 0.000 NaN 0.002 1D1 1D1 9 5 1.035 70610 2.581 0.401 -0.914 0.016 -0.929 0.200 0.002 10 0 0.000 21617 0.790 0.000 NaN 0.008 0.000 NaN 0.002 1D1 1D1 11 8 1.656 16971 0.620 2.670 0.982 -0.010 0.993 0.125 0.002 O :DWHU 6DQG\ ORDP )LQH VDQG\ ORDP *UDYHOO\ VDQG\ ORDP *UDYHOO\ VLOW ORDP /RDP 6LOW ORDP *UDYHOO\ ORDP /RDP\ ILQH VDQG 2YHUIORZ DUHD 5RFN\ VLOW ORDP 5RFN\ VDQG\ ORDP Class. . Landslide occ. points %occ. No. of (W+)a (W+) 0 5 1.035 1 15 3.106 2 8 1.656 Drainagem 3 77 15.942 4 377 78.054 5 1 0.207 P :DWHU 6RPHZKDW SRRUO\ GUDLQHG 0RGHUDWHO\ ZHOO GUDLQHG Class. %Domain pixels in domain Likelihood Ratio (W+) (W+)b (W+)c 93309 3.411 0.304 412461 15.077 0.206 258490 9.449 0.175 839349 30.680 0.520 1050708 38.406 2.032 81459 2.978 0.070 :HOO GUDLQHG ([FHVVLYHO\ GUDLQHG 3RRUO\ GUDLQHG. W+. W-. Cd. S2(W+)e. S2(W-)f. S(C)g. C/S(C)h. -1.192 -1.580 -1.741 -0.655 0.709 -2.666. 0.024 0.132 0.083 0.193 -1.032 0.028. -1.217 -1.712 -1.824 -0.847 1.741 -2.694. 0.200 0.067 0.125 0.013 0.003 1.000. 0.002 0.002 0.002 0.002 0.009 0.002. 0.450 0.262 0.357 0.124 0.110 1.001. -2.706 -6.526 -5.116 -6.817 15.836 -2.691. RÒöÁÒRÁã{ÁÖ. .

(115) . 5HODWLRQVKLS EHWZHHQ ODQGVOLGH DQG VRLO PDWHULDO Class. Materialn. Likelihood Ratio (W+)c 0.304 0.056 0.872 0.306 0.136 0.134 0.303 1.991 0.000 0.184. W+ -1.192 -2.880 -0.137 -1.185 -1.995 -2.011 -1.195 0.689 NaN -1.695. W0.024 0.151 0.022 0.005 0.013 0.014 0.105 -1.042 0.000 0.088. Cd -1.217 -3.032 -0.158 -1.190 -2.008 -2.025 -1.300 1.731 0.000 -1.784. S2(W+)e. S2(W-)f. 0.200 0.250 0.016 1.000 1.000 1.000 0.050 0.003 NaN 0.111. 0.002 0.002 0.002 0.002 0.002 0.002 0.002 0.010 0.002 0.002. S(C)g 0.450 0.502 0.136 1.001 1.001 1.001 0.228 0.111 NaN 0.336. C/S(C)h -2.706 -6.038 -1.164 -1.189 -2.006 -2.023 -5.694 15.581 NaN -5.301. 5HODWLRQVKLS EHWZHHQ ODQGVOLGH DQG VRLO HIIHFWLYH WKLFNQHVV Landslide occ. points (W+)a Water 5 0~20cm 0 20~50cm 8 50~100cm 386 100~150cm 84. Class. Effective thickness. . . %occ. (W+) 1.035 0.000 1.656 79.917 17.391. %Domain (W+) 3.411 0.906 9.284 49.408 36.991. Likelihood Ratio (W+)c 0.304 0.000 0.178 1.617 0.470. No. of pixels in domain (W+)b 1366826 427123 72863 504172 9684 63783 52883 201222 23482 2829 8326 862 1721. %Domain (W+) 49.961 15.612 2.663 18.429 0.354 2.331 1.933 7.355 0.858 0.103 0.304 0.032 0.063. Likelihood Ratio (W+)c 0.286 2.573 1.555 1.494 0.585 1.865 1.392 0.788 0.482 0.000 1.361 0.000 0.000. W+ -1.192 NaN -1.724 0.481 -0.755. W0.024 0.009 0.081 -0.924 0.271. Cd -1.217 0.000 -1.804 1.405 -1.026. S2(W+)e. S2(W-)f. 0.200 NaN 0.125 0.003 0.012. 0.002 0.002 0.002 0.010 0.003. S2(W+)e. S2(W-)f. 0.014 0.005 0.050 0.008 1.000 0.048 0.077 0.036 0.500 NaN 0.500 NaN NaN. 0.002 0.003 0.002 0.003 0.002 0.002 0.002 0.002 0.002 0.002 0.002 0.002 0.002. S(C)g 0.450 NaN 0.357 0.114 0.120. C/S(C)h -2.706 NaN -5.061 12.368 -8.542. 5HODWLRQVKLS EHWZHHQ ODQGVOLGH DQG ZRRG W\SH Class. Wood typeo. 0 1 2 3 4 5 6 7 8 9 10 11 12. Landslide occ. points (W+)a 69 194 20 133 1 21 13 28 2 0 2 0 0. %occ. (W+) 14.286 40.166 4.141 27.536 0.207 4.348 2.692 5.797 0.414 0.000 0.414 0.000 0.000. W+ -1.252 0.945 0.441 0.402 -0.536 0.623 0.331 -0.238 -0.729 NaN 0.308 NaN NaN. W0.538 -0.344 -0.015 -0.118 0.001 -0.021 -0.008 0.017 0.004 0.001 -0.001 0.000 0.001. Cd -1.790 1.289 0.457 0.520 -0.538 0.644 0.339 -0.255 -0.733 0.000 0.309 0.000 0.000. S(C)g 0.130 0.093 0.228 0.102 1.001 0.223 0.281 0.195 0.709 NaN 0.709 NaN NaN. C/S(C)h -13.767 13.883 1.999 5.104 -0.537 2.886 1.205 -1.308 -1.035 NaN 0.436 NaN NaN. 1RQIRUHVW 5LJLGD SLQH 3LQH 1HHGOH DQG EURDG $UWLILFLDO EURDG OHDI WUHH .RUHD QXW SLQH /DUFK %URDG OHDI WUHH )LHOG &XOWLYDWHG ODQG &KHVWQXW WUHH 3RSODU 5DQFK. . No. of pixels in domain (W+)b 93309 24796 253999 1351688 1011984. 5 Ææn { 8»j ÏR fæ~ ÖÒ £9ê ·9 5 ¦Ã. %Domain (W+) 3.411 14.757 14.715 0.677 1.522 1.547 13.686 39.520 0.012 10.153. :DWHU )OXYLDO DOOXYLXP $OOXYLDO&ROOXYLXP 2NFKHRQ V\VWHP UHVLGXXP IRUPDWLRQ &ROOXYLXP 'LOXYLXP 9DOOH\ DOOXYLXP *UDQLWH UHVLGXXP $OOXYLXP 3K\OOLWH UHVLGXXP IRUPDWLRQ. . 4. No. of pixels in domain (W+)b 93309 403714 402557 18532 41644 42323 374420 1081171 334 277772. . 3. %occ. (W+) 1.035 0.828 12.836 0.207 0.207 0.207 4.141 78.675 0.000 1.836. æÒ;ÊR. 0 1 2 3 4 5 6 7 8 9. Landslide occ. points (W+)a 5 4 62 1 1 1 20 380 0 9.

(116) . Class 0 1 2 3. Wood diameterp. Landslide occ. points (W+)a 71 34 347 31. %occ. (W+) 14.700 7.039 71.843 6.418. No. of pixels in domain %Domain (W+)b (W+) 1395720 51.017 185867 6.794 1118780 40.894 35409 1.294. Likelihood Ratio (W+)c 0.288 1.036 1.757 4.959. . 5HODWLRQVKLS EHWZHHQ ODQGVOLGH DQG ZRRG GLDPHWHU W+. W-. Cd. S2(W+)e. S2(W-)f. S(C)g. C/S(C)h. -1.244 0.035 0.563 1.601. 0.555 -0.003 -0.742 -0.053. -1.799 0.038 1.305 1.654. 0.014 0.029 0.003 0.032. 0.002 0.002 0.007 0.002. 0.129 0.178 0.101 0.186. -14.000 0.214 12.899 8.908. W+. W-. Cd. S2(W+)e. S2(W-)f. S(C)g. C/S(C)h. -1.244 0.031 0.755 0.017 1.616 1.243. 0.554 -0.002 -0.549 -0.003 -0.052 -0.001. -1.798 0.033 1.303 0.020 1.667 1.245. 0.014 0.029 0.004 0.015 0.033 1.001. 0.002 0.002 0.005 0.002 0.002 0.002. 0.129 0.178 0.092 0.132 0.189 1.001. -13.990 0.186 14.136 0.149 8.840 1.243. 5. 1RQIRUHVW 9HU\ VPDOO GLDPHWHU ZRRG GLDPHWHU LV EHORZ FP DQG WLPEHUV RFFXS\ OHVV WKDQ 6PDOO GLDPHWHU ZRRG GLDPHWHU LV FP DQG WLPEHUV RFFXS\ OHVV WKDQ 0HGLXP GLDPHWHU ZRRG GLDPHWHU LV FP DQG WLPEHUV RFFXS\ OHVV WKDQ . . 5HODWLRQVKLS EHWZHHQ ODQGVOLGH DQG ZRRG DJH Class. %occ. (W+) 14.700 7.039 57.971 13.872 6.211 0.207. No. of pixels in domain (W+)b 1394858 186729 745670 373110 33775 1634. %Domain (W+) 50.986 6.825 27.256 13.638 1.235 0.060. Likelihood Ratio (W+)c 0.288 1.031 2.127 1.017 5.031 3.466. 6 VW DJH 0RUH WKDQ \HDUV ROG WLPEHU QG DJH 0RUH WKDQ \HDUV ROG WLPEHU UG DJH 0RUH WKDQ \HDUV ROG WLPEHU WK DJH 0RUH WKDQ \HDUV ROG WLPEHU WK DJH 0RUH WKDQ \HDUV ROG WLPEHU. . 5HODWLRQVKLS EHWZHHQ ODQGVOLGH DQG ZRRG GHQVLW\ Class. Wood densityr 7. Non-forest Loose Moderate Dense. Landslide occ. points (W+)a 105 363 14 1. %occ. (W+) 21.739 75.155 2.899 0.207. No. of pixels in domain (W+)b 1581587 993807 137308 23074. %Domain (W+) 57.811 36.326 5.019 0.843. Likelihood Ratio (W+)c 0.376 2.069 0.578 0.245. W+. W-. Cd. S2(W+)e. S2(W-)f. S(C)g. C/S(C)h. -0.978 0.727 -0.549 -1.405. 0.618 -0.941 0.022 0.006. -1.596 1.668 -0.571 -1.411. 0.010 0.003 0.071 1.000. 0.003 0.008 0.002 0.002. 0.110 0.105 0.271 1.001. -14.467 15.841 -2.106 -1.409. W+. W-. Cd. S2(W+)e. S2(W-)f. S(C)g. C/S(C)h. -1.981 0.297 1.434 0.545 -1.908 NaN. 0.126 -0.575 -0.151 -0.007 0.251 0.004. -2.107 0.872 1.585 0.552 -2.159 0.000. 0.111 0.003 0.012 0.125 0.056 NaN. 0.002 0.008 0.003 0.002 0.002 0.002. 0.336 0.105 0.120 0.357 0.240 NaN. -6.261 8.279 13.259 1.548 -8.989 NaN. /RRVH /HVV WKDQ WLPEHU DUHD 0RGHUDWH /HVV WKDQ WLPEHU DUHD 'HQVH 0RUH WKDQ WLPEHU DUHD. . 5HODWLRQVKLS EHWZHHQ ODQGVOLGH DQG OLWKRORJ\ Class. Lithologys. Ochw Jbgr Jjtm Kad Qa Ocmu. Landslide occ. points (W+)a 9 363 85 8 18 0. %occ. (W+) 1.863 75.155 17.598 1.656 3.727 0.000. No. of pixels in domain (W+)b 369448 1527904 114751 26274 687198 10201. %Domain (W+) 13.504 55.849 4.194 0.960 25.119 0.373. Likelihood Ratio (W+)c 0.138 1.346 4.196 1.725 0.148 0.000. 8 2FKZ 3HEEOH EHDULQJ DUJLODFHRXV DQG FDOFDUHRXV VFKLVW OLPHVWRQH DQG GRORPLWH DW EDVH -EJU %LRWLWH JUDQLWH ELRWLWH JUDQRGLRULW -MWP -XJMHRQUL WZR PLFD DGDPHOOLW .DG $FLGLF G\N 4D $OOXYLXP 2FPX *UHHQLVK JUH\ WR GDUN JUH\ SK\OOLWH ELRWLWH VFKLVW PHWDPRUSKRVHG VDQGVWRQH DQG TXDUW]LWH. RÒöÁÒRÁã{ÁÖ. Wood ageq. Non-forest 1st age 2nd age 3rd age 4th age 5th age. Landslide occ. points (W+)a 71 34 280 67 30 1.

(117) . 5HODWLRQVKLS EHWZHHQ ODQGVOLGH DQG GLVWDQFH IURP OLQHDPHQW. Class. Likelihood Ratio (W+)c. W+. W-. Cd. S2(W+)e S2(W-)f. S(C)g C/S(C)h. 348. 72.050. 72847. 26.628. 2.706. 0.995. -0.965. 1.961. 0.003. 0.007. 0.101 19.334. 86. 17.805. 57662. 21.077. 0.845. -0.169. 0.041. -0.209. 0.012. 0.003. 0.119. -1.760. 150m. 28. 5.797. 37334. 13.647. 0.425. -0.856. 0.087. -0.943. 0.036. 0.002. 0.195. -4.844. 200m. 13. 2.692. 24999. 9.138. 0.295. -1.222. 0.069. -1.291. 0.077. 0.002. 0.281. -4.591. 250m. 3. 0.621. 17150. 6.269. 0.099. -2.312. 0.059. -2.370. 0.333. 0.002. 0.579. -4.093. 300m. 1. 0.207. 12509. 4.572. 0.045. -3.095. 0.045. -3.140. 1.000. 0.002. 1.001. -3.136. 350m. 1. 0.207. 9892. 3.616. 0.057. -2.860. 0.035. -2.895. 1.000. 0.002. 1.001. -2.892. 400m. 1. 0.207. 7976. 2.916. 0.071. -2.645. 0.028. -2.672. 1.000. 0.002. 1.001. -2.670. 450m. 0. 0.000. 6370. 2.329. 0.000. NaN. 0.024. 0.000. NaN. 0.002. NaN. NaN. 500m. 1. 0.207. 5066. 1.852. 0.112. -2.191. 0.017. -2.208. 1.000. 0.002. 1.001. -2.205. 550~1400m. 1. 0.207. 21767. 7.956. 0.026. -3.649. 0.081. -3.730. 1.000. 0.002. 1.001. -3.726. W+. W-. Cd. 5HODWLRQVKLS EHWZHHQ ODQGVOLGH DQG ODQG FRYHU Landslide occ. points (W+)a. %occ. (W+). No data. 0. 0.000. 6616. 0.242. 0.000. NaN. 0.002. 0.000. NaN. 0.002. NaN. NaN. Water. 0. 0.000. 7740. 0.283. 0.000. NaN. 0.003. 0.000. NaN. 0.002. NaN. NaN. Class. Urban. No. of pixels in domain %Domain Likelihood Ratio (W+)b (W+) (W+)c. S2(W+)e S2(W-)f. S(C)g C/S(C)h. 0. 0.000. 33156. 1.212. 0.000. NaN. 0.012. 0.000. NaN. 0.002. NaN. NaN. Land cover Forest. 403. 83.437. 1849608. 67.608. 1.234. 0.210. -0.671. 0.881. 0.002. 0.013. 0.122. 7.198. Grass. 61. 12.629. 279360. 10.211. 1.237. 0.213. -0.027. 0.240. 0.016. 0.002. 0.137. 1.751. Agriculture. 19. 3.934. 550080. 20.107. 0.196. -1.631. 0.184. -1.816. 0.053. 0.002. 0.234. -7.758. Barren. 0. 0.000. 9216. 0.337. 0.000. NaN. 0.003. 0.000. NaN. 0.002. NaN. NaN. .

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