Calcuates Genotype by Environment Interaction Effects
ge_effects(.data, .y, .gen, .env) # S3 method for default ge_effects(.data, .y, .gen, .env)
| .data | data.frame |
|---|---|
| .y | Response Variable |
| .gen | Genotypes Factor |
| .env | Environment Factor |
Effects
Singh, R. K. and Chaudhary, B. D. (2004) Biometrical Methods in Quantitative Genetic Analysis. New Delhi: Kalyani.
data(ge_data) Yield.Effects <- ge_effects( .data = ge_data , .y = Yield , .gen = Gen , .env = Env ) names(Yield.Effects)#> [1] "ge_means" "ge_effects" "gge_effects"Yield.Effects$ge_means#> [38;5;246m# A tibble: 60 x 12[39m #> [38;5;246m# Groups: Gen [60][39m #> Gen FSD FSDR Okara Sargodha Gujranwala KotNaina KSK Khanewal Sahiwal #> [3m[38;5;246m<fct>[39m[23m [3m[38;5;246m<dbl>[39m[23m [3m[38;5;246m<dbl>[39m[23m [3m[38;5;246m<dbl>[39m[23m [3m[38;5;246m<dbl>[39m[23m [3m[38;5;246m<dbl>[39m[23m [3m[38;5;246m<dbl>[39m[23m [3m[38;5;246m<dbl>[39m[23m [3m[38;5;246m<dbl>[39m[23m [3m[38;5;246m<dbl>[39m[23m #> [38;5;250m 1[39m 013B… [4m4[24m816 [4m4[24m524. [4m4[24m048. [4m4[24m508 [4m3[24m896. [4m3[24m285 [4m3[24m717 [4m5[24m038. [4m4[24m772 #> [38;5;250m 2[39m 1225… [4m4[24m880. [4m4[24m156. [4m2[24m984. [4m4[24m754 [4m4[24m292. [4m4[24m092 [4m3[24m124. [4m4[24m971 [4m4[24m758. #> [38;5;250m 3[39m 1225… [4m4[24m135 [4m4[24m136 [4m4[24m377 [4m4[24m688. [4m4[24m425 [4m3[24m744. [4m3[24m011 [4m5[24m012. [4m5[24m322. #> [38;5;250m 4[39m 12B.… [4m5[24m899 [4m4[24m038. [4m3[24m842. [4m5[24m766 [4m4[24m716. [4m4[24m084. [4m3[24m074 [4m4[24m851 [4m4[24m659 #> [38;5;250m 5[39m 12FJ… [4m4[24m518 [4m4[24m348 [4m3[24m041 [4m4[24m022. [4m3[24m942. [4m4[24m094. [4m4[24m202 [4m4[24m908. [4m4[24m206. #> [38;5;250m 6[39m 14B.… [4m4[24m070. [4m3[24m834. [4m3[24m606. [4m5[24m075 [4m3[24m225 [4m3[24m992 [4m3[24m222. [4m4[24m770 [4m4[24m535 #> [38;5;250m 7[39m 14C0… [4m3[24m660. [4m4[24m018. [4m2[24m951 [4m3[24m980. [4m4[24m693 [4m3[24m508. [4m3[24m566. [4m4[24m918. [4m4[24m165 #> [38;5;250m 8[39m 14C0… [4m5[24m011 [4m4[24m152. [4m3[24m313 [4m3[24m895 [4m3[24m764. [4m2[24m884. [4m3[24m566 [4m4[24m392. [4m3[24m968 #> [38;5;250m 9[39m 9496 [4m4[24m589 [4m3[24m716 [4m3[24m781 [4m4[24m142. [4m4[24m358. [4m3[24m927 [4m2[24m948. [4m4[24m995 [4m4[24m688. #> [38;5;250m10[39m AUR0… [4m4[24m966. [4m3[24m782. [4m3[24m850 [4m4[24m054 [4m3[24m984. [4m3[24m505 [4m2[24m684 [4m4[24m448. [4m4[24m324. #> [38;5;246m# ... with 50 more rows, and 2 more variables: Bhakkar [3m[38;5;246m<dbl>[38;5;246m[23m, #> # Bahawalnagar [3m[38;5;246m<dbl>[38;5;246m[23m[39mYield.Effects$ge_effects#> FSD FSDR Okara Sargodha Gujranwala #> 013BT034 -5.151515e-02 273.56515 226.32348 -283.85985 -305.526515 #> 122557 2.495848e+02 90.70152 -652.54015 147.27652 275.609848 #> 122559 -6.921424e+02 -125.02576 544.73258 -114.45076 212.882576 #> 12B.2511 9.160394e+02 -378.34394 -146.58561 807.23106 347.564394 #> 12FJ26 -1.077788e+02 288.33788 -589.90379 -579.08712 -69.253788 #> 14B.1030 -4.934606e+02 -164.34394 37.41439 535.23106 -723.935606 #> 14C036 -8.510061e+02 72.11061 -565.63106 -507.81439 796.518939 #> 14C040 6.174030e+02 325.01970 -85.72197 -474.40530 -15.071970 #> 9496 -5.205152e+01 -358.93485 134.82348 -475.35985 331.473485 #> AUR0809 6.050848e+02 -12.79848 484.45985 -282.22348 238.109848 #> AUR0810 -4.031879e+02 -343.07121 319.18712 1129.50379 300.337121 #> AZRC11 3.914939e+02 358.61061 156.36894 -436.81439 -909.481061 #> AZRC18 -4.548697e+02 -107.25303 -119.49470 264.32197 -324.844697 #> AZRC20 7.444030e+02 396.01970 -316.22197 48.59470 -1123.571970 #> BARDC1016 -7.850970e+02 -26.48030 764.77803 -414.40530 -485.071970 #> CT12176 -1.332415e+03 -173.79848 -250.04015 384.27652 491.109848 #> DANI16 -7.305152e+01 109.06515 64.32348 -743.35985 -205.526515 #> DN111 -4.570970e+02 -410.98030 -614.72197 -131.40530 -205.071970 #> DN117 -2.719606e+02 -48.84394 339.41439 227.23106 564.564394 #> DN126 5.435848e+02 15.20152 142.95985 127.77652 204.109848 #> FAISALABAD08 5.038576e+02 -108.52576 -541.76742 480.04924 1035.882576 #> IVI -2.506879e+02 70.92879 384.18712 -890.49621 478.337121 #> IVII 3.963030e+01 26.24697 -1008.49470 -144.17803 1505.655303 #> KT325 -2.152333e+02 32.38333 -383.85833 589.45833 -851.208333 #> KT335 -7.582333e+02 -292.11667 -325.35833 449.95833 -376.208333 #> LOCAL CHECK 2.488121e+02 329.42879 400.18712 -491.49621 -2.162879 #> MSH3 1.690303e+01 -165.48030 415.27803 -576.40530 314.428030 #> NIBGE GANDUM3 3.726758e+02 168.79242 610.55076 346.86742 -611.299242 #> NIBGE GANDUM4 -3.585970e+02 -31.98030 304.27803 40.59470 96.428030 #> NR443 -6.058242e+02 -40.70758 -208.44924 -404.63258 -329.299242 #> NR448 1.340394e+02 -434.84394 -248.58561 -120.26894 -35.935606 #> NR487 -4.161879e+02 -201.57121 -259.81288 336.00379 -539.662879 #> NR488 4.481758e+02 111.79242 -327.94924 348.86742 -553.799242 #> NR491 8.444848e+01 70.56515 -1109.67652 769.14015 146.973485 #> NRL1123 6.040303e+01 283.51970 -684.72197 948.09470 181.928030 #> NRL1206 -3.652788e+02 -78.16212 489.59621 278.41288 705.746212 #> NW181838 4.521303e+02 -166.75303 -277.99470 1039.82197 -529.344697 #> NW5201 -7.328242e+02 -218.70758 -332.44924 456.86742 -145.799242 #> PAKISTAN13 5.676758e+02 -579.70758 -165.44924 20.36742 1051.200758 #> PR115 -2.232424e+01 -363.70758 20.55076 -617.13258 328.700758 #> PR118 2.158121e+02 403.92879 581.68712 145.00379 -488.162879 #> PR119 -8.027879e+01 519.83788 -173.40379 398.91288 -176.753788 #> PR120 8.297667e+02 365.38333 -362.35833 -145.04167 310.791667 #> PR121 3.388576e+02 -404.52576 369.73258 521.54924 57.882576 #> QS3 1.736758e+02 769.29242 -14.44924 -654.63258 444.700758 #> SD1013 -8.073333e+01 475.38333 109.14167 -528.54167 -25.208333 #> SRN13121 5.020848e+02 140.70152 729.95985 111.27652 171.109848 #> TWS12155 3.839485e+02 120.06515 175.32348 -20.85985 54.473485 #> TWS12245 7.639939e+02 -95.38939 -78.63106 105.18561 412.518939 #> TWS12464 2.284939e+02 -283.38939 283.86894 220.68561 -302.481061 #> UOS1 -5.336424e+02 300.47424 -171.76742 -194.95076 64.882576 #> V12066 -4.630515e+02 -200.93485 581.32348 133.14015 311.973485 #> V13348 -7.265061e+02 -104.88939 704.36894 17.68561 -1025.981061 #> V14154 2.472121e+01 -76.66212 326.59621 74.41288 -21.753788 #> V14168 2.159030e+02 -239.48030 110.27803 -656.90530 500.928030 #> V14170 8.146303e+02 216.24697 -47.49470 -324.67803 -811.344697 #> V14225 3.152667e+02 89.88333 -243.85833 -108.54167 -517.708333 #> V14227 3.782212e+02 131.33788 519.59621 -772.58712 -427.753788 #> WBG14 -1.365061e+02 -134.38939 -166.63106 -688.81439 86.018939 #> WV1038 -4.616424e+02 -183.02576 142.73258 279.54924 116.382576 #> KotNaina KSK Khanewal Sahiwal Bhakkar #> 013BT034 -661.37652 60.29015 132.190152 107.423485 419.090152 #> 122557 330.75985 -348.07348 250.826515 278.059848 -286.273485 #> 122559 -213.96742 -656.80076 96.099242 646.832576 157.499242 #> 12B.2511 -29.78561 -749.61894 -221.218939 -172.485606 -124.318939 #> 12FJ26 337.39621 735.56288 192.462879 -267.803788 127.362879 #> 14B.1030 297.71439 -182.11894 116.781061 122.514394 248.681061 #> 14C036 -133.33106 214.33561 317.735606 -195.031061 567.135606 #> 14C040 -640.42197 331.74470 -90.355303 -274.121970 -63.455303 #> 9496 155.62348 -534.20985 264.690152 198.923485 290.590152 #> AUR0809 14.25985 -517.07348 -2.173485 114.559848 -393.273485 #> AUR0810 -345.01288 -225.34621 -262.946212 -48.212879 27.953788 #> AZRC11 50.66894 375.33561 -193.764394 233.968939 -128.364394 #> AZRC18 -144.69470 62.47197 562.871970 -421.894697 226.271970 #> AZRC20 191.07803 268.74470 121.144697 -102.121970 -49.955303 #> BARDC1016 296.07803 660.74470 -636.355303 88.878030 654.044697 #> CT12176 487.25985 393.42652 46.326515 152.059848 156.226515 #> DANI16 -71.87652 398.29015 605.690152 -105.076515 187.590152 #> DN111 -41.92197 32.24470 426.144697 614.878030 238.044697 #> DN117 -41.28561 -769.11894 96.281061 142.514394 -175.318939 #> DN126 30.25985 -1195.07348 202.826515 442.059848 -43.773485 #> FAISALABAD08 -442.96742 -573.80076 -169.900758 88.332576 29.999242 #> IVI -722.01288 -204.34621 410.053788 261.787121 378.953788 #> IVII -499.19470 361.97197 -215.128030 -298.394697 195.771970 #> KT325 -397.55833 270.60833 7.008333 442.741667 63.908333 #> KT335 69.94167 -179.39167 237.008333 58.241667 312.908333 #> LOCAL CHECK -379.01288 -306.84621 710.053788 -222.212879 -172.546212 #> MSH3 204.07803 -230.25530 -114.855303 442.378030 84.044697 #> NIBGE GANDUM3 -723.14924 17.01742 -82.082576 134.150758 -203.182576 #> NIBGE GANDUM4 164.57803 -70.75530 217.144697 -276.621970 7.044697 #> NR443 201.35076 632.51742 432.917424 -8.849242 107.317424 #> NR448 45.21439 1033.38106 -458.718939 -85.485606 57.681061 #> NR487 129.98712 18.65379 -84.446212 387.787121 371.453788 #> NR488 -560.64924 -103.48258 12.417424 361.650758 183.317424 #> NR491 -223.37652 25.79015 92.690152 339.423485 -240.909848 #> NRL1123 268.57803 -133.75530 140.144697 -455.621970 -217.955303 #> NRL1206 -481.60379 392.56288 -408.537121 -396.803788 -198.137121 #> NW181838 -34.69470 -312.52803 138.871970 -246.894697 30.271970 #> NW5201 705.85076 -402.98258 330.917424 -64.349242 212.817424 #> PAKISTAN13 59.35076 -67.98258 38.917424 -349.849242 -328.182576 #> PR115 698.35076 33.01742 77.417424 123.650758 -290.182576 #> PR118 78.98712 -10.84621 -361.946212 -97.212879 -398.046212 #> PR119 -115.60379 164.06288 -205.037121 40.196212 -50.637121 #> PR120 -75.55833 -143.39167 -101.491667 37.741667 -379.091667 #> PR121 579.53258 143.19924 -676.400758 -714.667424 -300.500758 #> QS3 -600.64924 526.01742 -408.082576 154.150758 129.317424 #> SD1013 388.94167 1089.60833 -127.491667 -926.758333 -329.091667 #> SRN13121 -86.24015 214.92652 -748.173485 -1132.440152 -335.773485 #> TWS12155 -176.87652 45.79015 -441.809848 323.923485 -352.909848 #> TWS12245 -200.83106 -501.16439 -154.264394 -221.531061 -79.864394 #> TWS12464 -448.83106 280.33561 17.235606 102.468939 -386.864394 #> UOS1 598.53258 -175.30076 308.099242 292.332576 -319.000758 #> V12066 -602.87652 279.29015 -444.309848 -61.576515 271.590152 #> V13348 439.66894 231.33561 72.235606 481.968939 25.635606 #> V14154 239.89621 -57.93712 -470.037121 -290.303788 -66.137121 #> V14168 360.57803 -212.75530 -300.355303 604.878030 -162.955303 #> V14170 545.30530 -256.02803 64.371970 191.605303 -202.728030 #> V14225 -314.55833 41.10833 -15.991667 -66.258333 550.408333 #> V14227 330.39621 242.56288 95.462879 -591.303788 -41.637121 #> WBG14 115.66894 106.33561 579.735606 72.468939 -13.864394 #> WV1038 994.03258 -562.30076 -18.900758 9.332576 21.999242 #> Bahawalnagar #> 013BT034 31.93182 #> 122557 -335.93182 #> 122559 144.34091 #> 12B.2511 -248.47727 #> 12FJ26 -67.29545 #> 14B.1030 205.52273 #> 14C036 284.97727 #> 14C040 369.38636 #> 9496 44.43182 #> AUR0809 -248.93182 #> AUR0810 -149.20455 #> AZRC11 101.97727 #> AZRC18 457.11364 #> AZRC20 -178.11364 #> BARDC1016 -117.11364 #> CT12176 -354.43182 #> DANI16 -166.06818 #> DN111 549.88636 #> DN117 -63.47727 #> DN126 -469.93182 #> FAISALABAD08 -301.15909 #> IVI 83.29545 #> IVII 36.11364 #> KT325 441.75000 #> KT335 803.25000 #> LOCAL CHECK -114.20455 #> MSH3 -390.11364 #> NIBGE GANDUM3 -30.34091 #> NIBGE GANDUM4 -92.11364 #> NR443 223.65909 #> NR448 113.52273 #> NR487 257.79545 #> NR488 79.65909 #> NR491 44.93182 #> NRL1123 -390.61364 #> NRL1206 62.20455 #> NW181838 -92.88636 #> NW5201 190.65909 #> PAKISTAN13 -246.34091 #> PR115 11.65909 #> PR118 -69.20455 #> PR119 -321.29545 #> PR120 -336.75000 #> PR121 85.34091 #> QS3 -519.34091 #> SD1013 -45.25000 #> SRN13121 432.56818 #> TWS12155 -111.06818 #> TWS12245 49.97727 #> TWS12464 288.47727 #> UOS1 -169.65909 #> V12066 195.43182 #> V13348 -115.52273 #> V14154 317.20455 #> V14168 -220.11364 #> V14170 -189.88636 #> V14225 270.25000 #> V14227 135.70455 #> WBG14 179.97727 #> WV1038 -338.15909Yield.Effects$gge_effects#> FSD FSDR Okara Sargodha Gujranwala #> 013BT034 186.69167 460.30833 413.066667 -97.11667 -118.78333 #> 122557 251.19167 92.30833 -650.933333 148.88333 277.21667 #> 122559 -494.30833 72.80833 742.566667 83.38333 410.71667 #> 12B.2511 1269.69167 -24.69167 207.066667 1160.88333 701.21667 #> 12FJ26 -111.30833 284.80833 -593.433333 -582.61667 -72.78333 #> 14B.1030 -558.80833 -229.69167 -27.933333 469.88333 -789.28333 #> 14C036 -968.80833 -45.69167 -683.433333 -625.61667 678.71667 #> 14C040 381.69167 89.30833 -321.433333 -710.11667 -250.78333 #> 9496 -40.30833 -347.19167 146.566667 -463.61667 343.21667 #> AUR0809 336.19167 -281.69167 215.566667 -551.11667 -30.78333 #> AUR0810 -567.80833 -507.69167 154.566667 964.88333 135.71667 #> AZRC11 558.19167 525.30833 323.066667 -270.11667 -742.78333 #> AZRC18 -903.30833 -555.69167 -567.933333 -184.11667 -773.28333 #> AZRC20 728.69167 380.30833 -331.933333 32.88333 -1139.28333 #> BARDC1016 -909.30833 -150.69167 640.566667 -538.61667 -609.28333 #> CT12176 -1204.30833 -45.69167 -121.933333 512.38333 619.21667 #> DANI16 -510.80833 -328.69167 -373.433333 -1181.11667 -643.28333 #> DN111 -678.30833 -632.19167 -835.933333 -352.61667 -426.28333 #> DN117 -287.30833 -64.19167 324.066667 211.88333 549.21667 #> DN126 963.69167 435.30833 563.066667 547.88333 624.21667 #> FAISALABAD08 803.69167 191.30833 -241.933333 779.88333 1335.71667 #> IVI -431.80833 -110.19167 203.066667 -1071.61667 297.21667 #> IVII 157.69167 144.30833 -890.433333 -26.11667 1623.71667 #> KT325 -615.80833 -368.19167 -784.433333 188.88333 -1251.78333 #> KT335 -974.80833 -508.69167 -541.933333 233.38333 -592.78333 #> LOCAL CHECK 468.19167 548.80833 619.566667 -272.11667 217.21667 #> MSH3 203.19167 20.80833 601.566667 -390.11667 500.71667 #> NIBGE GANDUM3 549.69167 345.80833 787.566667 523.88333 -434.28333 #> NIBGE GANDUM4 -832.80833 -506.19167 -169.933333 -433.61667 -377.78333 #> NR443 -789.80833 -224.69167 -392.433333 -588.61667 -513.28333 #> NR448 94.19167 -474.69167 -288.433333 -160.11667 -75.78333 #> NR487 -598.80833 -384.19167 -442.433333 153.38333 -722.28333 #> NR488 494.19167 157.80833 -281.933333 394.88333 -507.78333 #> NR491 343.19167 329.30833 -850.933333 1027.88333 405.71667 #> NRL1123 240.69167 463.80833 -504.433333 1128.38333 362.21667 #> NRL1206 -460.30833 -173.19167 394.566667 183.38333 610.71667 #> NW181838 637.19167 18.30833 -92.933333 1224.88333 -344.28333 #> NW5201 -869.80833 -355.69167 -469.433333 319.88333 -282.78333 #> PAKISTAN13 738.69167 -408.69167 5.566667 191.38333 1222.21667 #> PR115 361.19167 19.80833 404.066667 -233.61667 712.21667 #> PR118 390.69167 578.80833 756.566667 319.88333 -313.28333 #> PR119 15.69167 615.80833 -77.433333 494.88333 -80.78333 #> PR120 887.69167 423.30833 -304.433333 -87.11667 368.71667 #> PR121 524.69167 -218.69167 555.566667 707.38333 243.71667 #> QS3 -26.80833 568.80833 -214.933333 -855.11667 244.21667 #> SD1013 -749.30833 -193.19167 -559.433333 -1197.11667 -693.78333 #> SRN13121 406.69167 45.30833 634.566667 15.88333 75.71667 #> TWS12155 373.19167 109.30833 164.566667 -31.61667 43.71667 #> TWS12245 803.69167 -55.69167 -38.933333 144.88333 452.21667 #> TWS12464 304.19167 -207.69167 359.566667 296.38333 -226.78333 #> UOS1 -355.30833 478.80833 6.566667 -16.61667 243.21667 #> V12066 -641.30833 -379.19167 403.066667 -45.11667 133.71667 #> V13348 -647.80833 -26.19167 783.066667 96.38333 -947.28333 #> V14154 328.69167 227.30833 630.566667 378.38333 282.21667 #> V14168 497.19167 41.80833 391.566667 -375.61667 782.21667 #> V14170 1217.69167 619.30833 355.566667 78.38333 -408.28333 #> V14225 448.69167 223.30833 -110.433333 24.88333 -384.28333 #> V14227 258.19167 11.30833 399.566667 -892.61667 -547.78333 #> WBG14 -431.80833 -429.69167 -461.933333 -984.11667 -209.28333 #> WV1038 -563.80833 -285.19167 40.566667 177.38333 14.21667 #> KotNaina KSK Khanewal Sahiwal Bhakkar #> 013BT034 -474.633333 247.033333 318.93333 294.166667 605.83333 #> 122557 332.366667 -346.466667 252.43333 279.666667 -284.66667 #> 122559 -16.133333 -458.966667 293.93333 844.666667 355.33333 #> 12B.2511 323.866667 -395.966667 132.43333 181.166667 229.33333 #> 12FJ26 333.866667 732.033333 188.93333 -271.333333 123.83333 #> 14B.1030 232.366667 -247.466667 51.43333 57.166667 183.33333 #> 14C036 -251.133333 96.533333 199.93333 -312.833333 449.33333 #> 14C040 -876.133333 96.033333 -326.06667 -509.833333 -299.16667 #> 9496 167.366667 -522.466667 276.43333 210.666667 302.33333 #> AUR0809 -254.633333 -785.966667 -271.06667 -154.333333 -662.16667 #> AUR0810 -509.633333 -389.966667 -427.56667 -212.833333 -136.66667 #> AZRC11 217.366667 542.033333 -27.06667 400.666667 38.33333 #> AZRC18 -593.133333 -385.966667 114.43333 -870.333333 -222.16667 #> AZRC20 175.366667 253.033333 105.43333 -117.833333 -65.66667 #> BARDC1016 171.866667 536.533333 -760.56667 -35.333333 529.83333 #> CT12176 615.366667 521.533333 174.43333 280.166667 284.33333 #> DANI16 -509.633333 -39.466667 167.93333 -542.833333 -250.16667 #> DN111 -263.133333 -188.966667 204.93333 393.666667 16.83333 #> DN117 -56.633333 -784.466667 80.93333 127.166667 -190.66667 #> DN126 450.366667 -774.966667 622.93333 862.166667 376.33333 #> FAISALABAD08 -143.133333 -273.966667 129.93333 388.166667 329.83333 #> IVI -903.133333 -385.466667 228.93333 80.666667 197.83333 #> IVII -381.133333 480.033333 -97.06667 -180.333333 313.83333 #> KT325 -798.133333 -129.966667 -393.56667 42.166667 -336.66667 #> KT335 -146.633333 -395.966667 20.43333 -158.333333 96.33333 #> LOCAL CHECK -159.633333 -87.466667 929.43333 -2.833333 46.83333 #> MSH3 390.366667 -43.966667 71.43333 628.666667 270.33333 #> NIBGE GANDUM3 -546.133333 194.033333 94.93333 311.166667 -26.16667 #> NIBGE GANDUM4 -309.633333 -544.966667 -257.06667 -750.833333 -467.16667 #> NR443 17.366667 448.533333 248.93333 -192.833333 -76.66667 #> NR448 5.366667 993.533333 -498.56667 -125.333333 17.83333 #> NR487 -52.633333 -163.966667 -267.06667 205.166667 188.83333 #> NR488 -514.633333 -57.466667 58.43333 407.666667 229.33333 #> NR491 35.366667 284.533333 351.43333 598.166667 17.83333 #> NRL1123 448.866667 46.533333 320.43333 -275.333333 -37.66667 #> NRL1206 -576.633333 297.533333 -503.56667 -491.833333 -293.16667 #> NW181838 150.366667 -127.466667 323.93333 -61.833333 215.33333 #> NW5201 568.866667 -539.966667 193.93333 -201.333333 75.83333 #> PAKISTAN13 230.366667 103.033333 209.93333 -178.833333 -157.16667 #> PR115 1081.866667 416.533333 460.93333 507.166667 93.33333 #> PR118 253.866667 164.033333 -187.06667 77.666667 -223.16667 #> PR119 -19.633333 260.033333 -109.06667 136.166667 45.33333 #> PR120 -17.633333 -85.466667 -43.56667 95.666667 -321.16667 #> PR121 765.366667 329.033333 -490.56667 -528.833333 -114.66667 #> QS3 -801.133333 325.533333 -608.56667 -46.333333 -71.16667 #> SD1013 -279.633333 421.033333 -796.06667 -1595.333333 -997.66667 #> SRN13121 -181.633333 119.533333 -843.56667 -1227.833333 -431.16667 #> TWS12155 -187.633333 35.033333 -452.56667 313.166667 -363.66667 #> TWS12245 -161.133333 -461.466667 -114.56667 -181.833333 -40.16667 #> TWS12464 -373.133333 356.033333 92.93333 178.166667 -311.16667 #> UOS1 776.866667 3.033333 486.43333 470.666667 -140.66667 #> V12066 -781.133333 101.033333 -622.56667 -239.833333 93.33333 #> V13348 518.366667 310.033333 150.93333 560.666667 104.33333 #> V14154 543.866667 246.033333 -166.06667 13.666667 237.83333 #> V14168 641.866667 68.533333 -19.06667 886.166667 118.33333 #> V14170 948.366667 147.033333 467.43333 594.666667 200.33333 #> V14225 -181.133333 174.533333 117.43333 67.166667 683.83333 #> V14227 210.366667 122.533333 -24.56667 -711.333333 -161.66667 #> WBG14 -179.633333 -188.966667 284.43333 -222.833333 -309.16667 #> WV1038 891.866667 -664.466667 -121.06667 -92.833333 -80.16667 #> Bahawalnagar #> 013BT034 218.675 #> 122557 -334.325 #> 122559 342.175 #> 12B.2511 105.175 #> 12FJ26 -70.825 #> 14B.1030 140.175 #> 14C036 167.175 #> 14C040 133.675 #> 9496 56.175 #> AUR0809 -517.825 #> AUR0810 -313.825 #> AZRC11 268.675 #> AZRC18 8.675 #> AZRC20 -193.825 #> BARDC1016 -241.325 #> CT12176 -226.325 #> DANI16 -603.825 #> DN111 328.675 #> DN117 -78.825 #> DN126 -49.825 #> FAISALABAD08 -1.325 #> IVI -97.825 #> IVII 154.175 #> KT325 41.175 #> KT335 586.675 #> LOCAL CHECK 105.175 #> MSH3 -203.825 #> NIBGE GANDUM3 146.675 #> NIBGE GANDUM4 -566.325 #> NR443 39.675 #> NR448 73.675 #> NR487 75.175 #> NR488 125.675 #> NR491 303.675 #> NRL1123 -210.325 #> NRL1206 -32.825 #> NW181838 92.175 #> NW5201 53.675 #> PAKISTAN13 -75.325 #> PR115 395.175 #> PR118 105.675 #> PR119 -225.325 #> PR120 -278.825 #> PR121 271.175 #> QS3 -719.825 #> SD1013 -713.825 #> SRN13121 337.175 #> TWS12155 -121.825 #> TWS12245 89.675 #> TWS12464 364.175 #> UOS1 8.675 #> V12066 17.175 #> V13348 -36.825 #> V14154 621.175 #> V14168 61.175 #> V14170 213.175 #> V14225 403.675 #> V14227 15.675 #> WBG14 -115.325 #> WV1038 -440.325