diff --git a/class_08/Dataset/Locally_Weighted2/solution.csv b/class_08/Dataset/Locally_Weighted2/solution.csv new file mode 100644 index 0000000..aa32083 --- /dev/null +++ b/class_08/Dataset/Locally_Weighted2/solution.csv @@ -0,0 +1,300 @@ +-18.5185185185185 +9.06906906906907 +13.8738738738739 +-8.18818818818819 +16.996996996997 +6.34634634634635 +7.30730730730731 +-8.54854854854855 +15.2352352352352 +-9.10910910910911 +-14.5145145145145 +18.1981981981982 +0.62062062062062 +11.5515515515516 +14.4344344344344 +5.62562562562562 +9.50950950950951 +7.34734734734735 +-3.5035035035035 +-17.1571571571572 +-11.4714714714715 +-17.3173173173173 +-10.7507507507508 +14.2742742742743 +-12.1121121121121 +5.58558558558558 +-4.94494494494495 +-12.3123123123123 +-16.036036036036 +7.14714714714715 +6.02602602602603 +-11.0710710710711 +-11.7917917917918 +9.94994994994995 +-1.5015015015015 +-14.1541541541542 +-19.1991991991992 +15.9159159159159 +1.86186186186186 +5.86586586586587 +7.50750750750751 +17.4374374374374 +12.8728728728729 +2.14214214214214 +3.58358358358358 +-5.18518518518519 +3.86386386386386 +15.4754754754755 +11.7917917917918 +16.5565565565566 +-19.3993993993994 +10.3103103103103 +-2.22222222222222 +-6.78678678678679 +14.8748748748749 +19.3993993993994 +1.74174174174174 +1.02102102102102 +-13.4334334334334 +14.5545545545546 +-12.7127127127127 +17.1171171171171 +-15.955955955956 +3.14314314314314 +-12.5925925925926 +-17.2772772772773 +4.62462462462462 +1.98198198198198 +-6.46646646646647 +-7.10710710710711 +-8.82882882882883 +-8.46846846846847 +-9.94994994994995 +16.3563563563564 +-10.5505505505506 +0.34034034034034 +8.66866866866867 +17.2772772772773 +-10.7907907907908 +4.86486486486486 +9.10910910910911 +-10.7107107107107 +13.3133133133133 +-3.62362362362362 +11.9119119119119 +-14.2742742742743 +16.2762762762763 +3.98398398398398 +-12.032032032032 +-17.3973973973974 +-12.8328328328328 +-8.78878878878879 +13.2332332332332 +9.70970970970971 +-1.46146146146146 +-13.6736736736737 +8.62862862862863 +15.2752752752753 +12.992992992993 +0.740740740740741 +6.14614614614615 +-9.66966966966967 +18.0780780780781 +-4.14414414414414 +2.3023023023023 +13.3933933933934 +-2.7027027027027 +-2.94294294294294 +0.900900900900901 +0.18018018018018 +9.30930930930931 +7.94794794794795 +-19.7197197197197 +16.5165165165165 +3.22322322322322 +-12.2722722722723 +7.66766766766767 +2.26226226226226 +7.42742742742743 +13.6336336336336 +-3.54354354354354 +-1.38138138138138 +18.998998998999 +6.58658658658659 +-9.30930930930931 +-11.5115115115115 +15.5155155155155 +-3.06306306306306 +-8.26826826826827 +13.1131131131131 +12.6326326326326 +12.5125125125125 +4.5045045045045 +14.7947947947948 +6.10610610610611 +-16.4364364364364 +-14.3543543543544 +-3.26326326326326 +-7.58758758758759 +9.34934934934935 +-0.740740740740741 +-10.4304304304304 +-17.1971971971972 +-4.98498498498499 +-7.50750750750751 +-4.06406406406406 +-1.78178178178178 +-5.46546546546547 +13.1531531531532 +13.953953953954 +4.58458458458458 +17.1971971971972 +-4.1041041041041 +-2.18218218218218 +-3.42342342342342 +-4.82482482482483 +-8.34834834834835 +-17.037037037037 +-10.950950950951 +-0.54054054054054 +-6.66666666666667 +-16.6366366366366 +-0.780780780780781 +7.78778778778779 +-8.62862862862863 +-11.6316316316316 +-14.3143143143143 +-9.98998998998999 +17.037037037037 +-5.78578578578579 +3.06306306306306 +-4.46446446446446 +1.42142142142142 +13.1931931931932 +-1.42142142142142 +-19.95995995996 +-12.6726726726727 +-15.6356356356356 +-13.5935935935936 +17.5175175175175 +12.4724724724725 +-2.74274274274274 +-4.34434434434434 +16.0760760760761 +-13.1131131131131 +-14.8748748748749 +12.1121121121121 +11.951951951952 +11.1911911911912 +-13.2332332332332 +-0.62062062062062 +-1.94194194194194 +3.1031031031031 +-16.9169169169169 +3.02302302302302 +13.5935935935936 +12.4324324324324 +17.2372372372372 +4.66466466466466 +12.3923923923924 +-12.992992992993 +12.7527527527528 +7.10710710710711 +18.1181181181181 +-11.991991991992 +1.3013013013013 +-7.54754754754755 +2.1021021021021 +1.06106106106106 +15.8358358358358 +-4.02402402402402 +8.22822822822823 +-7.62762762762763 +-13.9139139139139 +13.3533533533534 +-9.06906906906907 +12.7927927927928 +15.1551551551552 +-5.02502502502503 +-16.3563563563564 +18.3183183183183 +-1.9019019019019 +17.3573573573574 +-5.38538538538539 +18.958958958959 +-7.26726726726727 +-17.5175175175175 +-19.2792792792793 +19.0790790790791 +19.3193193193193 +9.98998998998999 +9.78978978978979 +-6.10610610610611 +4.7047047047047 +7.02702702702703 +-19.1191191191191 +6.42642642642643 +8.26826826826827 +0.42042042042042 +-12.4724724724725 +-10.5905905905906 +-3.22322322322322 +9.58958958958959 +7.98798798798799 +1.7017017017017 +17.7977977977978 +-7.38738738738739 +-10.9109109109109 +-10.3503503503504 +-0.38038038038038 +6.94694694694695 +-15.7157157157157 +15.955955955956 +-2.34234234234234 +-2.42242242242242 +8.70870870870871 +-2.54254254254254 +-6.26626626626627 +-1.06106106106106 +-16.7967967967968 +7.86786786786787 +19.1991991991992 +17.8778778778779 +-18.7987987987988 +-19.5995995995996 +15.6356356356356 +0.980980980980981 +11.8318318318318 +-13.7137137137137 +-6.14614614614615 +10.1101101101101 +-9.70970970970971 +-7.30730730730731 +-0.14014014014014 +-19.8398398398398 +8.42842842842843 +-12.0720720720721 +-15.3553553553554 +-11.8318318318318 +7.70770770770771 +-13.033033033033 +8.06806806806807 +-11.9119119119119 +10.2702702702703 +16.8368368368368 +-15.2352352352352 +-12.9129129129129 +-8.98898898898899 +14.5145145145145 +-19.4794794794795 +-10.0700700700701 +16.3963963963964 +-6.18618618618619 +17.6776776776777 +-4.62462462462463 +15.7957957957958 +1.62162162162162 +2.7027027027027 +5.66566566566567 +-14.8348348348348 diff --git a/class_08/Dataset/Locally_Weighted2/test.csv b/class_08/Dataset/Locally_Weighted2/test.csv new file mode 100644 index 0000000..090a207 --- /dev/null +++ b/class_08/Dataset/Locally_Weighted2/test.csv @@ -0,0 +1,701 @@ +X +-16.396396396396398 +-7.787787787787789 +-14.954954954954955 +18.55855855855856 +-13.473473473473472 +-15.555555555555555 +8.108108108108109 +14.394394394394396 +14.754754754754757 +-1.8618618618618612 +8.78878878878879 +9.14914914914915 +-6.906906906906906 +0.10010010010010006 +-17.117117117117118 +-19.91991991991992 +2.942942942942942 +13.033033033033036 +4.824824824824823 +-19.51951951951952 +12.152152152152155 +15.355355355355357 +7.547547547547548 +-2.902902902902902 +-15.675675675675675 +9.62962962962963 +18.7987987987988 +-12.752752752752752 +16.956956956956958 +17.95795795795796 +-6.586586586586586 +-7.6676676676676685 +10.15015015015015 +-7.827827827827829 +11.27127127127127 +1.2212212212212208 +-18.31831831831832 +-5.7457457457457455 +5.3453453453453434 +11.671671671671671 +-2.5025025025025016 +10.87087087087087 +-1.1411411411411407 +-8.228228228228229 +4.024024024024023 +14.714714714714717 +2.3423423423423415 +14.194194194194196 +3.7437437437437424 +11.11111111111111 +-2.4624624624624616 +-6.386386386386386 +-17.7977977977978 +11.471471471471471 +14.994994994994997 +-6.226226226226226 +-11.35135135135135 +-1.581581581581581 +-18.3983983983984 +5.705705705705707 +19.5995995995996 +15.995995995995997 +8.468468468468469 +-12.872872872872872 +-12.952952952952952 +-0.3003003003003002 +-17.67767767767768 +-1.701701701701701 +-0.9409409409409406 +-19.35935935935936 +-1.661661661661661 +8.028028028028029 +-2.3823823823823815 +7.467467467467468 +15.595595595595597 +-1.621621621621621 +12.912912912912915 +15.115115115115117 +5.5055055055055035 +6.386386386386388 +0.7807807807807805 +-3.303303303303302 +-18.83883883883884 +18.23823823823824 +-3.9839839839839826 +6.786786786786788 +11.35135135135135 +-2.822822822822822 +-0.4604604604604603 +-11.871871871871871 +-5.145145145145145 +-18.71871871871872 +0.5405405405405403 +19.87987987987988 +18.71871871871872 +-13.753753753753754 +2.902902902902902 +13.073073073073076 +-6.626626626626626 +-4.704704704704705 +1.1811811811811808 +-5.105105105105105 +15.675675675675677 +3.183183183183182 +4.064064064064063 +-19.87987987987988 +6.546546546546548 +9.90990990990991 +-14.794794794794795 +5.065065065065063 +4.984984984984983 +-6.306306306306306 +13.433433433433436 +-18.35835835835836 +-7.147147147147146 +-11.11111111111111 +-6.866866866866866 +16.676676676676678 +0.4604604604604603 +-15.475475475475475 +-18.07807807807808 +-8.428428428428429 +-16.956956956956958 +-11.751751751751751 +19.15915915915916 +-2.1021021021021014 +-8.588588588588589 +17.47747747747748 +-4.544544544544545 +-10.99099099099099 +8.308308308308309 +-15.195195195195195 +19.63963963963964 +0.5005005005005003 +-1.7417417417417411 +-4.504504504504505 +3.8238238238238225 +-11.15115115115115 +-9.26926926926927 +-13.153153153153152 +10.95095095095095 +10.75075075075075 +7.387387387387388 +1.7817817817817811 +15.395395395395397 +14.594594594594597 +10.63063063063063 +-15.075075075075075 +16.636636636636638 +-12.792792792792792 +-13.553553553553552 +8.188188188188189 +-9.38938938938939 +9.38938938938939 +-15.315315315315315 +13.793793793793796 +18.51851851851852 +10.55055055055055 +0.8608608608608606 +6.906906906906908 +19.95995995995996 +-1.2612612612612608 +3.9039039039039025 +-10.39039039039039 +-14.634634634634635 +-13.793793793793794 +-5.865865865865866 +-14.434434434434435 +17.31731731731732 +18.63863863863864 +-17.5975975975976 +-5.905905905905906 +5.745745745745747 +-13.393393393393392 +18.43843843843844 +15.195195195195197 +-7.987987987987989 +-11.431431431431431 +-3.7037037037037024 +15.315315315315317 +-8.108108108108109 +-4.2242242242242245 +-14.754754754754755 +-7.427427427427428 +16.476476476476478 +9.54954954954955 +9.26926926926927 +-3.343343343343342 +2.6226226226226217 +-18.47847847847848 +-1.1811811811811808 +-10.03003003003003 +0.22022022022022014 +-3.9039039039039025 +-17.87787787787788 +-12.232232232232231 +-14.554554554554555 +3.263263263263262 +6.506506506506508 +6.866866866866868 +-8.74874874874875 +-18.5985985985986 +18.75875875875876 +12.552552552552555 +9.74974974974975 +-4.864864864864865 +5.785785785785787 +-17.35735735735736 +2.862862862862862 +7.267267267267268 +1.461461461461461 +-17.91791791791792 +-4.904904904904905 +8.508508508508509 +14.074074074074076 +18.3983983983984 +-10.15015015015015 +17.63763763763764 +-2.982982982982982 +6.666666666666668 +-18.87887887887888 +16.316316316316318 +-10.23023023023023 +-15.875875875875876 +-8.94894894894895 +-4.2642642642642645 +-15.595595595595595 +-13.633633633633634 +-15.515515515515515 +2.7427427427427418 +2.0620620620620613 +-6.826826826826826 +-9.50950950950951 +14.354354354354356 +6.1861861861861875 +-13.313313313313312 +16.236236236236238 +-13.833833833833834 +17.997997997998 +-19.03903903903904 +14.314314314314316 +-2.2622622622622615 +-13.993993993993994 +-16.236236236236238 +-11.31131131131131 +-4.744744744744745 +-19.07907907907908 +-8.308308308308309 +-13.073073073073072 +-15.995995995995996 +-18.998998998999 +10.23023023023023 +5.4654654654654635 +-0.42042042042042027 +14.634634634634637 +-5.8258258258258255 +5.825825825825827 +-10.31031031031031 +20.0 +-17.077077077077078 +2.3823823823823815 +18.5985985985986 +-15.275275275275275 +-15.435435435435435 +0.8208208208208205 +-19.7997997997998 +-0.9809809809809806 +6.266266266266268 +19.47947947947948 +-17.237237237237238 +-19.43943943943944 +19.67967967967968 +4.744744744744743 +-5.225225225225225 +-16.876876876876878 +-0.8208208208208205 +8.98898898898899 +-17.83783783783784 +-1.3013013013013008 +-9.34934934934935 +11.511511511511511 +0.5805805805805804 +1.501501501501501 +14.914914914914917 +0.1401401401401401 +4.264264264264263 +-13.353353353353352 +7.6276276276276285 +-6.746746746746746 +15.075075075075077 +-10.11011011011011 +-5.065065065065065 +5.305305305305303 +-1.1011011011011007 +-0.020020020020020013 +5.545545545545544 +4.344344344344343 +2.5425425425425416 +19.11911911911912 +-7.7077077077077085 +11.751751751751751 +11.991991991991991 +2.6626626626626617 +0.06006006006006004 +-10.63063063063063 +11.03103103103103 +-2.782782782782782 +5.185185185185183 +-12.352352352352352 +-13.953953953953954 +-2.5825825825825817 +-9.74974974974975 +16.436436436436438 +6.706706706706708 +11.15115115115115 +1.661661661661661 +2.782782782782782 +3.303303303303302 +-4.664664664664665 +-14.194194194194194 +14.034034034034036 +17.157157157157158 +1.3413413413413409 +-11.391391391391391 +13.713713713713716 +16.036036036036037 +6.626626626626628 +-12.152152152152151 +13.753753753753756 +-0.18018018018018012 +3.6636636636636624 +-19.31931931931932 +11.07107107107107 +-18.91891891891892 +-8.90890890890891 +5.265265265265263 +-4.1841841841841845 +-10.87087087087087 +-7.187187187187188 +-14.114114114114114 +8.86886886886887 +18.03803803803804 +-0.22022022022022014 +3.9439439439439425 +-2.0220220220220213 +8.548548548548549 +-15.755755755755755 +-5.985985985985986 +0.9409409409409406 +-4.424424424424425 +-2.0620620620620613 +-16.276276276276278 +-9.62962962962963 +2.1821821821821814 +15.555555555555557 +-13.193193193193192 +-9.82982982982983 +4.104104104104103 +-9.90990990990991 +-7.7477477477477485 +1.9019019019019012 +11.871871871871871 +18.15815815815816 +-2.862862862862862 +-12.552552552552552 +-9.22922922922923 +5.225225225225223 +-13.513513513513512 +-3.4634634634634622 +10.99099099099099 +11.591591591591591 +-16.076076076076077 +-19.75975975975976 +12.072072072072075 +14.114114114114116 +4.464464464464463 +-10.83083083083083 +-9.42942942942943 +-5.265265265265265 +7.827827827827829 +14.474474474474476 +13.833833833833836 +15.875875875875877 +-3.8638638638638625 +17.91791791791792 +4.424424424424423 +-12.432432432432432 +-6.706706706706706 +-7.867867867867869 +-9.58958958958959 +-14.234234234234235 +5.105105105105103 +-8.66866866866867 +14.154154154154156 +-19.55955955955956 +12.592592592592595 +3.7837837837837824 +7.7477477477477485 +1.2612612612612608 +-1.2212212212212208 +-14.914914914914915 +9.42942942942943 +-17.71771771771772 +-18.67867867867868 +-10.51051051051051 +16.876876876876878 +-8.70870870870871 +3.4634634634634622 +-5.505505505505505 +-10.27027027027027 +4.144144144144143 +-16.316316316316318 +-11.591591591591591 +-6.506506506506506 +9.18918918918919 +6.746746746746748 +-7.947947947947949 +-16.596596596596598 +-12.392392392392392 +-18.43843843843844 +0.020020020020020013 +4.944944944944943 +0.3003003003003002 +5.3853853853853835 +0.6606606606606604 +8.94894894894895 +-15.835835835835836 +12.272272272272275 +-10.67067067067067 +7.067067067067068 +-15.795795795795796 +-6.346346346346346 +17.077077077077078 +-9.86986986986987 +-3.6636636636636624 +-3.103103103103102 +-11.671671671671671 +19.23923923923924 +10.83083083083083 +-16.716716716716718 +-0.10010010010010006 +16.796796796796798 +3.343343343343342 +11.23123123123123 +-16.516516516516518 +-17.43743743743744 +-9.18918918918919 +4.224224224224223 +-9.02902902902903 +19.43943943943944 +14.834834834834837 +11.711711711711711 +15.755755755755757 +-13.873873873873874 +4.544544544544543 +11.31131131131131 +-3.5835835835835823 +14.674674674674677 +0.7007007007007005 +-18.23823823823824 +5.025025025025023 +-4.384384384384385 +-11.19119119119119 +-14.394394394394395 +-6.026026026026026 +-5.7057057057057055 +8.90890890890891 +-14.674674674674675 +-9.54954954954955 +-8.86886886886887 +-16.836836836836838 +19.03903903903904 +-15.395395395395395 +12.672672672672675 +13.473473473473476 +8.74874874874875 +-4.784784784784785 +17.3973973973974 +-12.632632632632632 +11.631631631631631 +-5.665665665665665 +-18.55855855855856 +-6.426426426426426 +13.513513513513516 +10.19019019019019 +-3.183183183183182 +-14.034034034034034 +-19.63963963963964 +-18.1981981981982 +-16.196196196196198 +16.116116116116117 +19.83983983983984 +1.9419419419419413 +2.4224224224224216 +-8.068068068068069 +-8.388388388388389 +-3.383383383383382 +-7.467467467467468 +-3.143143143143142 +6.306306306306308 +-15.115115115115115 +13.673673673673676 +12.712712712712715 +-5.545545545545545 +-6.546546546546546 +-14.594594594594595 +13.993993993993996 +8.388388388388389 +10.79079079079079 +6.0660660660660675 +-5.305305305305305 +18.47847847847848 +16.596596596596598 +4.784784784784783 +-19.67967967967968 +-16.116116116116117 +18.83883883883884 +-6.066066066066066 +0.38038038038038025 +18.27827827827828 +8.148148148148149 +9.86986986986987 +-19.15915915915916 +-0.7007007007007005 +18.67867867867868 +-3.7837837837837824 +11.391391391391391 +16.716716716716718 +19.51951951951952 +13.913913913913916 +-0.8608608608608606 +3.6236236236236223 +-0.3403403403403402 +-18.15815815815816 +-5.425425425425425 +-8.148148148148149 +-18.03803803803804 +-0.5005005005005003 +-11.03103103103103 +10.03003003003003 +-11.23123123123123 +17.83783783783784 +10.47047047047047 +19.55955955955956 +5.905905905905907 +-11.951951951951951 +2.5025025025025016 +4.904904904904903 +19.71971971971972 +-17.47747747747748 +12.192192192192195 +4.184184184184183 +-10.19019019019019 +-2.3023023023023015 +18.87887887887888 +2.982982982982982 +-20.0 +1.581581581581581 +10.71071071071071 +10.51051051051051 +7.5875875875875884 +-12.512512512512512 +-3.7437437437437424 +-14.074074074074074 +10.07007007007007 +19.35935935935936 +17.75775775775776 +-18.95895895895896 +-1.541541541541541 +6.826826826826828 +6.226226226226228 +11.431431431431431 +-17.63763763763764 +8.588588588588589 +-6.946946946946946 +-3.023023023023022 +8.82882882882883 +-0.9009009009009006 +-18.27827827827828 +6.466466466466468 +5.4254254254254235 +12.952952952952955 +1.1411411411411407 +9.46946946946947 +-0.6606606606606604 +-11.27127127127127 +9.66966966966967 +12.832832832832835 +19.7997997997998 +14.234234234234236 +16.916916916916918 +4.384384384384383 +-0.5805805805805804 +-14.994994994994995 +16.156156156156158 +-17.55755755755756 +-16.756756756756758 +7.227227227227228 +-7.027027027027026 +-4.584584584584585 +19.75975975975976 +-17.75775775775776 +-19.23923923923924 +18.35835835835836 +-16.556556556556558 +13.553553553553556 +10.35035035035035 +5.985985985985987 +-7.347347347347348 +-18.63863863863864 +12.352352352352355 +-14.474474474474475 +10.67067067067067 +3.5435435435435423 +16.196196196196198 +-0.06006006006006004 +1.541541541541541 +12.032032032032035 +2.2222222222222214 +-16.156156156156158 +-16.676676676676678 +-2.1421421421421414 +-1.0210210210210207 +10.59059059059059 +-5.345345345345345 +14.954954954954957 +7.907907907907909 +3.423423423423422 +15.435435435435437 +18.91891891891892 +10.43043043043043 +16.756756756756758 +-3.9439439439439425 +10.39039039039039 +-4.3043043043043046 +17.5975975975976 +9.82982982982983 +-9.14914914914915 +0.26026026026026017 +19.91991991991992 +-2.6226226226226217 +5.945945945945947 +17.71771771771772 +12.312312312312315 +2.4624624624624616 +-11.711711711711711 +-7.227227227227228 +19.27927927927928 +-14.714714714714715 +-17.997997997998 +-10.47047047047047 +2.5825825825825817 +3.7037037037037024 +-1.9819819819819813 +-18.75875875875876 +-15.155155155155155 +-11.551551551551551 +-5.945945945945946 +-1.8218218218218212 +-7.907907907907909 +8.348348348348349 +-16.476476476476478 +-6.986986986986986 +-7.067067067067066 +-9.78978978978979 +15.715715715715717 +2.822822822822822 +1.8218218218218212 +2.0220220220220213 +-5.625625625625625 +-17.95795795795796 +15.035035035035037 +17.55755755755756 +10.91091091091091 +-15.915915915915916 +-12.192192192192191 +7.187187187187188 +12.232232232232235 +5.145145145145143 +-15.035035035035035 +-3.8238238238238225 +9.22922922922923 +-8.508508508508509 +13.273273273273276 +-18.11811811811812 +9.02902902902903 +3.5035035035035023 +4.304304304304303 +-2.6626626626626617 +6.986986986986988 +-9.46946946946947 +-5.585585585585585 +-16.996996996996998 +-1.3413413413413409 +-8.028028028028029 +1.381381381381381 +3.383383383383382 +-0.26026026026026017 +1.1011011011011007 +-13.273273273273272 diff --git a/class_08/Dataset/Locally_Weighted2/train.csv b/class_08/Dataset/Locally_Weighted2/train.csv new file mode 100644 index 0000000..4fe44fc --- /dev/null +++ b/class_08/Dataset/Locally_Weighted2/train.csv @@ -0,0 +1,701 @@ +X,Y +-16.396396396396398,25.37346813853683 +-7.787787787787789,4.637024253917401 +-14.954954954954955,23.31252107062637 +18.55855855855856,32.39013806408613 +-13.473473473473472,23.482740277354456 +-15.555555555555555,24.933202276046416 +8.108108108108109,7.262598316786214 +14.394394394394396,23.089633443503295 +14.754754754754757,27.41669371790021 +-1.8618618618618612,64.14341353222422 +8.78878878878879,13.445544044720304 +9.14914914914915,8.894450723733085 +-6.906906906906906,19.421667242855627 +0.10010010010010006,70.20741646533529 +-17.117117117117118,26.66945796115642 +-19.91991991991992,33.32581637680799 +2.942942942942942,56.517101303577064 +13.033033033033036,24.931967563851188 +4.824824824824823,45.05733639476365 +-19.51951951951952,31.047564199175618 +12.152152152152155,21.607614071294368 +15.355355355355357,27.74054662761516 +7.547547547547548,11.078885776457643 +-2.902902902902902,58.67291106078465 +-15.675675675675675,24.828905059662837 +9.62962962962963,11.611257254607825 +18.7987987987988,32.13491457691725 +-12.752752752752752,19.94639703346703 +16.956956956956958,30.19050406457304 +17.95795795795796,25.80794238023116 +-6.586586586586586,21.910400751269528 +-7.6676676676676685,6.371225779248175 +10.15015015015015,14.49175366310844 +-7.827827827827829,2.9238541557886517 +11.27127127127127,14.475488143897376 +1.2212212212212208,67.92798172623608 +-18.31831831831832,28.934852756304714 +-5.7457457457457455,34.964082321230656 +5.3453453453453434,40.07829058833357 +11.671671671671671,19.42950639765984 +-2.5025025025025016,58.591422798783135 +10.87087087087087,16.62572206405112 +-1.1411411411411407,66.57568483456004 +-8.228228228228229,6.2632030576577264 +4.024024024024023,50.92495126699922 +14.714714714714717,26.227357259978042 +2.3423423423423415,65.36414380492369 +14.194194194194196,20.572007586808724 +3.7437437437437424,51.387317960039006 +11.11111111111111,14.371456305191858 +-2.4624624624624616,64.31911703235642 +-6.386386386386386,28.609977428812794 +-17.7977977977978,27.3032204329359 +11.471471471471471,20.162502168995452 +14.994994994994997,23.36534321009354 +-6.226226226226226,31.55778552744457 +-11.35135135135135,20.226949603292088 +-1.581581581581581,65.80608302615207 +-18.3983983983984,27.648234115186128 +5.705705705705707,35.3377573021393 +19.5995995995996,32.794375094068144 +15.995995995995997,24.041785383199876 +8.468468468468469,9.392525766735954 +-12.872872872872872,23.78792102070865 +-12.952952952952952,18.91817307317696 +-0.3003003003003002,68.78543861021345 +-17.67767767767768,29.805793949396204 +-1.701701701701701,65.65038433761862 +-0.9409409409409406,63.94065538199874 +-19.35935935935936,33.61326911816176 +-1.661661661661661,62.06674099634393 +8.028028028028029,7.333585024347764 +-2.3823823823823815,63.19744318609722 +7.467467467467468,9.914856091257299 +15.595595595595597,22.84173010555334 +-1.621621621621621,62.46372749742985 +12.912912912912915,23.02142817381248 +15.115115115115117,25.730280195791256 +5.5055055055055035,34.543506736945375 +6.386386386386388,24.452846952138376 +0.7807807807807805,68.00646524474864 +-3.303303303303302,58.09929696339563 +-18.83883883883884,32.289669128798415 +18.23823823823824,27.333439808261595 +-3.9839839839839826,48.13941620284044 +6.786786786786788,23.40053752934881 +11.35135135135135,19.482263511304666 +-2.822822822822822,57.54627722315864 +-0.4604604604604603,64.27074115221708 +-11.871871871871871,19.325456406921738 +-5.145145145145145,44.50575306147816 +-18.71871871871872,30.854865333352837 +0.5405405405405403,64.42303225880077 +19.87987987987988,34.528425266584165 +18.71871871871872,33.08647740566141 +-13.753753753753754,23.193017693202695 +2.902902902902902,62.07398971296548 +13.073073073073076,20.83794039562425 +-6.626626626626626,26.427318383614534 +-4.704704704704705,48.35751144776215 +1.1811811811811808,65.36962778343879 +-5.105105105105105,44.20969450032076 +15.675675675675677,25.09474240602928 +3.183183183183182,57.533260802132766 +4.064064064064063,50.961853066871356 +-19.87987987987988,28.99008225697085 +6.546546546546548,25.240638678912312 +9.90990990990991,12.070600856939892 +-14.794794794794795,27.117734174916727 +5.065065065065063,42.56083751622589 +4.984984984984983,42.66570715652162 +-6.306306306306306,30.616251948041356 +13.433433433433436,19.07889370770576 +-18.35835835835836,27.233238805210853 +-7.147147147147146,16.706704820533755 +-11.11111111111111,20.21721457708042 +-6.866866866866866,17.251947043291228 +16.676676676676678,30.004146757770705 +0.4604604604604603,66.7038548338505 +-15.475475475475475,23.05864030445909 +-18.07807807807808,25.85305101213332 +-8.428428428428429,9.842007771113352 +-16.956956956956958,25.306795151371556 +-11.751751751751751,18.92175506022297 +19.15915915915916,30.255253851947018 +-2.1021021021021014,63.2136510614757 +-8.588588588588589,8.492843828962592 +17.47747747747748,27.03678567351507 +-4.544544544544545,50.332588240505146 +-10.99099099099099,15.633951300056186 +8.308308308308309,6.402878505426813 +-15.195195195195195,23.686593941326695 +19.63963963963964,27.598277325017587 +0.5005005005005003,69.22109657722042 +-1.7417417417417411,64.91732911051996 +-4.504504504504505,49.8724562471473 +3.8238238238238225,53.13485434805779 +-11.15115115115115,15.519132423297574 +-9.26926926926927,11.147746473070441 +-13.153153153153152,23.79844694552171 +10.95095095095095,16.636428710737636 +10.75075075075075,13.861882488548256 +7.387387387387388,10.358860821666541 +1.7817817817817811,62.61287022582832 +15.395395395395397,28.235145397109758 +14.594594594594597,26.59118989628335 +10.63063063063063,17.503665542144105 +-15.075075075075075,22.608538689095255 +16.636636636636638,28.012202950009502 +-12.792792792792792,21.218133277686917 +-13.553553553553552,22.672636540939315 +8.188188188188189,3.5307744575166797 +-9.38938938938939,9.895229532330564 +9.38938938938939,13.327889358569987 +-15.315315315315315,28.02035310336351 +13.793793793793796,20.16993907382787 +18.51851851851852,29.09187598401434 +10.55055055055055,19.400345073712224 +0.8608608608608606,68.82632814630982 +6.906906906906908,19.737190277931937 +19.95995995995996,34.57891299692849 +-1.2612612612612608,68.9073491357776 +3.9039039039039025,49.12222029269121 +-10.39039039039039,13.750457641224965 +-14.634634634634635,22.961976557969667 +-13.793793793793794,24.667768640369673 +-5.865865865865866,33.5968581044305 +-14.434434434434435,26.192478619641946 +17.31731731731732,30.05521424421071 +18.63863863863864,27.98462104485832 +-17.5975975975976,27.463207402484628 +-5.905905905905906,30.527773474369134 +5.745745745745747,35.05965111959069 +-13.393393393393392,23.161705874724717 +18.43843843843844,31.21512648579071 +15.195195195195197,26.596681984793634 +-7.987987987987989,2.4109720393133056 +-11.431431431431431,21.67194649738647 +-3.7037037037037024,51.613401641496445 +15.315315315315317,26.296678809195175 +-8.108108108108109,6.518474823265345 +-4.2242242242242245,49.43819323469475 +-14.754754754754755,22.975542271782935 +-7.427427427427428,15.23824348036863 +16.476476476476478,23.951459770521055 +9.54954954954955,13.169899761218772 +9.26926926926927,15.62814136157084 +-3.343343343343342,54.15915349347625 +2.6226226226226217,62.00008741074514 +-18.47847847847848,29.922948699454068 +-1.1811811811811808,67.65204459356886 +-10.03003003003003,16.434910915124178 +0.22022022022022014,70.71501046080013 +-3.9039039039039025,54.4483793352318 +-17.87787787787788,31.85949734234807 +-12.232232232232231,17.29096923484762 +-14.554554554554555,25.131879047363537 +3.263263263263262,55.25892899046252 +6.506506506506508,28.334437231756773 +6.866866866866868,17.25366778160518 +-8.74874874874875,11.707610362641237 +-18.5985985985986,29.427217859371623 +18.75875875875876,32.16669175034883 +12.552552552552555,17.450870000103052 +9.74974974974975,15.180358522376402 +-4.864864864864865,44.63495864627704 +5.785785785785787,35.19691958424248 +-17.35735735735736,30.905100232568838 +2.862862862862862,58.8213363093346 +7.267267267267268,14.410514453414727 +1.461461461461461,62.31764173026993 +-17.91791791791792,26.316682642986713 +-4.904904904904905,46.39114925835126 +8.508508508508509,7.9278380820219425 +14.074074074074076,24.230460935196746 +18.3983983983984,27.39431182860747 +-10.15015015015015,18.211884982035073 +17.63763763763764,30.021435379660034 +-2.982982982982982,58.178601811593374 +6.666666666666668,25.940125233361663 +-18.87887887887888,31.86413204766997 +16.316316316316318,23.238783051124233 +-10.23023023023023,12.841378568601657 +-15.875875875875876,27.425549542716585 +-8.94894894894895,10.599309173445736 +-4.2642642642642645,52.398672930448186 +-15.595595595595595,27.316090506631635 +-13.633633633633634,19.533955552235355 +-15.515515515515515,24.802023500151396 +2.7427427427427418,58.177260621844276 +2.0620620620620613,63.79346113859506 +-6.826826826826826,21.155565512924518 +-9.50950950950951,14.780802127147432 +14.354354354354356,25.549696544481634 +6.1861861861861875,31.35873919159773 +-13.313313313313312,19.2637385087695 +16.236236236236238,27.93288344113137 +-13.833833833833834,24.09378476796972 +17.997997997998,26.565698685087057 +-19.03903903903904,31.308110702171593 +14.314314314314316,21.213445680980758 +-2.2622622622622615,59.374483050315874 +-13.993993993993994,21.353101936394452 +-16.236236236236238,29.669963189850655 +-11.31131131131131,20.534394492586323 +-4.744744744744745,41.870109553296295 +-19.07907907907908,31.16104539529491 +-8.308308308308309,8.775548856964136 +-13.073073073073072,19.96134667114898 +-15.995995995995996,24.049000979851943 +-18.998998998999,32.12188636744133 +10.23023023023023,13.706592069271682 +5.4654654654654635,35.28962097453627 +-0.42042042042042027,69.43593520707311 +14.634634634634637,26.681465043549274 +-5.8258258258258255,32.2954850154712 +5.825825825825827,36.73408564522701 +-10.31031031031031,17.70619056611399 +20.0,32.66364084328253 +-17.077077077077078,30.8691502002249 +2.3823823823823815,65.27003489216611 +18.5985985985986,29.511738113866638 +-15.275275275275275,24.78126923708212 +-15.435435435435435,25.659816667728197 +0.8208208208208205,68.19959440919143 +-19.7997997997998,27.51825801821123 +-0.9809809809809806,63.179473709823206 +6.266266266266268,28.11143239548328 +19.47947947947948,27.406433002221867 +-17.237237237237238,30.583189661412277 +-19.43943943943944,28.263134006087647 +19.67967967967968,27.88607305366972 +4.744744744744743,46.906202981717 +-5.225225225225225,41.14735528762401 +-16.876876876876878,30.758378579427497 +-0.8208208208208205,66.47836399173372 +8.98898898898899,8.33968388351661 +-17.83783783783784,26.762421500454295 +-1.3013013013013008,64.83601449247564 +-9.34934934934935,14.4554631573433 +11.511511511511511,16.091172328827284 +0.5805805805805804,66.17437790339523 +1.501501501501501,63.80087412519543 +14.914914914914917,24.48106823567712 +0.1401401401401401,65.00837635917351 +4.264264264264263,51.67523706137516 +-13.353353353353352,18.88244570337343 +7.6276276276276285,12.2440263618384 +-6.746746746746746,24.95085453128659 +15.075075075075077,22.022767621354667 +-10.11011011011011,15.998955969037251 +-5.065065065065065,42.997513890131955 +5.305305305305303,36.11912303127579 +-1.1011011011011007,68.54043752299125 +-0.020020020020020013,67.05740928070828 +5.545545545545544,37.082019789514575 +4.344344344344343,48.363491219702176 +2.5425425425425416,61.836016740322215 +19.11911911911912,30.325646666861427 +-7.7077077077077085,6.618830456649133 +11.751751751751751,17.353091863340218 +11.991991991991991,17.4536786214554 +2.6626626626626617,62.69650087584062 +0.06006006006006004,65.85427626958277 +-10.63063063063063,16.794198365707782 +11.03103103103103,20.890323750100443 +-2.782782782782782,57.223129270831656 +5.185185185185183,41.57893762811763 +-12.352352352352352,16.751471012539767 +-13.953953953953954,26.15599952301407 +-2.5825825825825817,57.73417219948409 +-9.74974974974975,15.025700367801745 +16.436436436436438,26.48496718440244 +6.706706706706708,21.09090605557287 +11.15115115115115,18.450171059287676 +1.661661661661661,67.96527458310602 +2.782782782782782,60.328266242185364 +3.303303303303302,57.203192892991126 +-4.664664664664665,46.14635885550327 +-14.194194194194194,20.698098716301605 +14.034034034034036,20.055294625166496 +17.157157157157158,28.66203592234827 +1.3413413413413409,68.84144226323541 +-11.391391391391391,21.46207947374426 +13.713713713713716,23.831449245722983 +16.036036036036037,26.49800396953948 +6.626626626626628,24.20793834045348 +-12.152152152152151,22.261733735402437 +13.753753753753756,22.59157579674887 +-0.18018018018018012,67.85605819866207 +3.6636636636636624,56.079370955563185 +-19.31931931931932,30.016846285194866 +11.07107107107107,14.92633465887179 +-18.91891891891892,29.151979634394547 +-8.90890890890891,10.034179991196432 +5.265265265265263,43.169171211317924 +-4.1841841841841845,48.97098548467621 +-10.87087087087087,14.227065601428775 +-7.187187187187188,17.89111566063809 +-14.114114114114114,19.86448354450723 +8.86886886886887,10.022872481199553 +18.03803803803804,25.718106477490682 +-0.22022022022022014,68.32513611795753 +3.9439439439439425,50.469131525943325 +-2.0220220220220213,60.23760754262801 +8.548548548548549,8.12584342124754 +-15.755755755755755,26.456006017432546 +-5.985985985985986,34.081799559250996 +0.9409409409409406,69.30981197737538 +-4.424424424424425,50.686110802167484 +-2.0620620620620613,62.196340943021156 +-16.276276276276278,23.724706066252146 +-9.62962962962963,13.865896875336926 +2.1821821821821814,60.187691474118424 +15.555555555555557,28.394652655231013 +-13.193193193193192,21.604316696169697 +-9.82982982982983,10.965917749342955 +4.104104104104103,53.38205158022736 +-9.90990990990991,16.4800917927868 +-7.7477477477477485,7.542185909574135 +1.9019019019019012,61.134512829350115 +11.871871871871871,22.65900890610323 +18.15815815815816,25.86303995181114 +-2.862862862862862,61.929460013962895 +-12.552552552552552,21.017239003056847 +-9.22922922922923,14.473776850086967 +5.225225225225223,42.09059645581341 +-13.513513513513512,21.024530254163384 +-3.4634634634634622,57.484118604214295 +10.99099099099099,18.884037773612853 +11.591591591591591,16.53088927391604 +-16.076076076076077,23.2409889457331 +-19.75975975975976,33.12359828593719 +12.072072072072075,19.331898783377785 +14.114114114114116,20.022189531203512 +4.464464464464463,46.08872852888027 +-10.83083083083083,13.985156886872845 +-9.42942942942943,12.360469441189803 +-5.265265265265265,37.64872583609228 +7.827827827827829,7.03199078760786 +14.474474474474476,24.619405707965097 +13.833833833833836,23.525637017202182 +15.875875875875877,27.33554972290754 +-3.8638638638638625,50.18222464620462 +17.91791791791792,31.876653025089027 +4.424424424424423,45.89201786545617 +-12.432432432432432,19.425181257483512 +-6.706706706706706,23.900472775399674 +-7.867867867867869,8.3420487504217 +-9.58958958958959,12.163781160980758 +-14.234234234234235,22.791345370982132 +5.105105105105103,41.443045736648266 +-8.66866866866867,12.573201194318159 +14.154154154154156,20.55880384208691 +-19.55955955955956,32.11228936135719 +12.592592592592595,19.996847172625333 +3.7837837837837824,53.79494861481875 +7.7477477477477485,6.872854171098028 +1.2612612612612608,67.9978970014439 +-1.2212212212212208,66.79350761548869 +-14.914914914914915,26.57070060363668 +9.42942942942943,10.802345487309825 +-17.71771771771772,30.942463389339956 +-18.67867867867868,30.974955751920433 +-10.51051051051051,13.292908745872332 +16.876876876876878,27.412179764137026 +-8.70870870870871,7.509744457032312 +3.4634634634634622,52.61428278956883 +-5.505505505505505,39.95164683059871 +-10.27027027027027,13.71449473930409 +4.144144144144143,52.45368645890956 +-16.316316316316318,24.078352118365792 +-11.591591591591591,16.432318982507624 +-6.506506506506506,24.254396788164733 +9.18918918918919,9.513531397544401 +6.746746746746748,24.816433333636333 +-7.947947947947949,6.296979985929275 +-16.596596596596598,26.747354364492086 +-12.392392392392392,20.435985619583093 +-18.43843843843844,28.897900509935766 +0.020020020020020013,66.85966436074172 +4.944944944944943,44.53788689123221 +0.3003003003003002,69.23508416312323 +5.3853853853853835,35.702026047437904 +0.6606606606606604,67.26354805629745 +8.94894894894895,10.577729520814088 +-15.835835835835836,26.563208381987515 +12.272272272272275,21.803823901947233 +-10.67067067067067,17.289882572676053 +7.067067067067068,17.20558062516211 +-15.795795795795796,26.236313442148692 +-6.346346346346346,24.719915815240306 +17.077077077077078,26.99614812606196 +-9.86986986986987,14.503639546174732 +-3.6636636636636624,52.71221620256038 +-3.103103103103102,54.73733852656639 +-11.671671671671671,20.294637313180854 +19.23923923923924,31.41698775445492 +10.83083083083083,14.69539586230314 +-16.716716716716718,26.084467030248767 +-0.10010010010010006,66.36835119866241 +16.796796796796798,25.37167852427713 +3.343343343343342,59.398865495335976 +11.23123123123123,15.362412060162299 +-16.516516516516518,25.363335294147042 +-17.43743743743744,26.476147133731814 +-9.18918918918919,8.798892266522936 +4.224224224224223,47.30053662116073 +-9.02902902902903,13.864333058572651 +19.43943943943944,31.151302565063546 +14.834834834834837,22.402055303639223 +11.711711711711711,17.74215412566093 +15.755755755755757,28.346220528255607 +-13.873873873873874,25.74849564358528 +4.544544544544543,45.72578104659206 +11.31131131131131,16.35591009220737 +-3.5835835835835823,53.9180915357096 +14.674674674674677,24.992183956821876 +0.7007007007007005,69.511500576956 +-18.23823823823824,26.862814831701822 +5.025025025025023,44.217933263669046 +-4.384384384384385,47.676474127332234 +-11.19119119119119,16.217416198300022 +-14.394394394394395,24.21632304541353 +-6.026026026026026,34.49472922988257 +-5.7057057057057055,37.69927482951705 +8.90890890890891,12.6611978345268 +-14.674674674674675,21.626260350741035 +-9.54954954954955,11.869504045137965 +-8.86886886886887,12.059474126278621 +-16.836836836836838,26.430762777778867 +19.03903903903904,28.309551466897318 +-15.395395395395395,27.295404473066228 +12.672672672672675,18.21494217271811 +13.473473473473476,20.29013454747655 +8.74874874874875,10.285166011512805 +-4.784784784784785,45.94112862581802 +17.3973973973974,29.200957259604465 +-12.632632632632632,20.183658408150468 +11.631631631631631,18.732931342199066 +-5.665665665665665,34.10047300807179 +-18.55855855855856,31.868497488817283 +-6.426426426426426,27.89901884495416 +13.513513513513516,23.33742097117664 +10.19019019019019,13.935707240260115 +-3.183183183183182,54.87361899960572 +-14.034034034034034,26.61232821352641 +-19.63963963963964,28.00772209638362 +-18.1981981981982,27.757249886955766 +-16.196196196196198,23.73155879454924 +16.116116116116117,29.535017767570537 +19.83983983983984,29.1529498882803 +1.9419419419419413,66.66844598356502 +2.4224224224224216,60.62570508803891 +-8.068068068068069,8.696475954558899 +-8.388388388388389,11.819232219823135 +-3.383383383383382,53.57430327985102 +-7.467467467467468,10.116630368385543 +-3.143143143143142,59.40139156282092 +6.306306306306308,26.68656476841343 +-15.115115115115115,26.33929531402586 +13.673673673673676,19.65743581509595 +12.712712712712715,19.122081524706914 +-5.545545545545545,37.518008795613405 +-6.546546546546546,26.377810749657534 +-14.594594594594595,23.82475140215848 +13.993993993993996,20.121003661542648 +8.388388388388389,10.47004788862434 +10.79079079079079,17.538867199853353 +6.0660660660660675,33.69998591318438 +-5.305305305305305,40.09715526164082 +18.47847847847848,28.888220862796103 +16.596596596596598,26.148427523742868 +4.784784784784783,46.41443685760208 +-19.67967967967968,32.71193454542285 +-16.116116116116117,25.045611531661077 +18.83883883883884,26.841631813283776 +-6.066066066066066,31.960513673554004 +0.38038038038038025,69.98349563036025 +18.27827827827828,31.142856206801113 +8.148148148148149,3.4613048207862853 +9.86986986986987,13.96444425757473 +-19.15915915915916,30.780314882684813 +-0.7007007007007005,68.4066175904848 +18.67867867867868,29.977663403430004 +-3.7837837837837824,51.260897270102035 +11.391391391391391,16.861097394986082 +16.716716716716718,26.80882110878422 +19.51951951951952,31.645714355033405 +13.913913913913916,22.472191008380506 +-0.8608608608608606,67.59060566608203 +3.6236236236236223,57.38057030684186 +-0.3403403403403402,66.92813535530817 +-18.15815815815816,29.259327730692462 +-5.425425425425425,38.97109682608729 +-8.148148148148149,3.7852926325319114 +-18.03803803803804,30.92362670682609 +-0.5005005005005003,64.43248720686073 +-11.03103103103103,16.17903930969698 +10.03003003003003,16.333648953695864 +-11.23123123123123,20.165365846882068 +17.83783783783784,25.649508453680326 +10.47047047047047,17.93550992029599 +19.55955955955956,32.36771091195691 +5.905905905905907,33.03158197577963 +-11.951951951951951,16.808856748970612 +2.5025025025025016,58.446116469293905 +4.904904904904903,46.61598233218297 +19.71971971971972,34.21942449472127 +-17.47747747747748,28.09422670436779 +12.192192192192195,22.045017015090032 +4.184184184184183,51.83193449483032 +-10.19019019019019,17.324196667595086 +-2.3023023023023015,60.107060768940066 +18.87887887887888,30.354609863037357 +2.982982982982982,57.85054498624721 +-20.0,33.94449738482477 +1.581581581581581,64.94034856794916 +10.71071071071071,16.029430466278004 +10.51051051051051,15.674773946640725 +7.5875875875875884,12.439491116131535 +-12.512512512512512,23.602350341523646 +-3.7437437437437424,52.477331809662466 +-14.074074074074074,19.943249123210098 +10.07007007007007,18.245529122040995 +19.35935935935936,27.732546636740718 +17.75775775775776,31.763388557819674 +-18.95895895895896,31.36424116696782 +-1.541541541541541,62.34239855413 +6.826826826826828,19.744402606676005 +6.226226226226228,28.194395855908038 +11.431431431431431,19.151300573813426 +-17.63763763763764,26.467186064985157 +8.588588588588589,9.03678625252273 +-6.946946946946946,17.898459118256696 +-3.023023023023022,54.95096313692472 +8.82882882882883,10.735388267737502 +-0.9009009009009006,67.24219110251133 +-18.27827827827828,29.2912353177395 +6.466466466466468,24.96767550547027 +5.4254254254254235,38.14086541847065 +12.952952952952955,20.52067676223799 +1.1411411411411407,67.98345733855975 +9.46946946946947,14.02789116240049 +-0.6606606606606604,64.09106073425451 +-11.27127127127127,18.459692260588184 +9.66966966966967,14.40782932717196 +12.832832832832835,21.37375639506087 +19.7997997997998,28.675344472971076 +14.234234234234236,21.054420027498715 +16.916916916916918,28.562201514144324 +4.384384384384383,51.33460844929452 +-0.5805805805805804,66.17953819607817 +-14.994994994994995,24.974479723567896 +16.156156156156158,27.555669294628743 +-17.55755755755756,27.437811206998884 +-16.756756756756758,24.878451744595 +7.227227227227228,12.087009901819444 +-7.027027027027026,19.59970406526824 +-4.584584584584585,48.1315410425203 +19.75975975975976,30.208483291474458 +-17.75775775775776,30.812680846879072 +-19.23923923923924,33.708482709882176 +18.35835835835836,27.937372408707933 +-16.556556556556558,26.385860750638514 +13.553553553553556,21.08486978397019 +10.35035035035035,16.19384582744644 +5.985985985985987,32.16506051865116 +-7.347347347347348,15.948331743858839 +-18.63863863863864,31.032069355868366 +12.352352352352355,17.78407879512756 +-14.474474474474475,23.88524125398017 +10.67067067067067,14.875643985759144 +3.5435435435435423,51.59339392473067 +16.196196196196198,24.78251867935705 +-0.06006006006006004,68.473544493782 +1.541541541541541,63.77173596993311 +12.032032032032035,20.708143409742316 +2.2222222222222214,65.48247592841336 +-16.156156156156158,24.629544834309065 +-16.676676676676678,25.669379650524426 +-2.1421421421421414,61.05067149394966 +-1.0210210210210207,64.25636760810364 +10.59059059059059,14.874271482889885 +-5.345345345345345,40.97691272913468 +14.954954954954957,23.08428972226407 +7.907907907907909,4.3378924752615875 +3.423423423423422,52.36015429808153 +15.435435435435437,21.82390495799988 +18.91891891891892,26.451024250194624 +10.43043043043043,18.627638336876082 +16.756756756756758,30.436896317121793 +-3.9439439439439425,54.67558539990743 +10.39039039039039,14.17122964835371 +-4.3043043043043046,48.625548168635625 +17.5975975975976,27.69890876753462 +9.82982982982983,11.668985953867393 +-9.14914914914915,13.642615253299436 +0.26026026026026017,70.15138705734248 +19.91991991991992,32.03909758420853 +-2.6226226226226217,58.02897469137817 +5.945945945945947,32.432864480503824 +17.71771771771772,25.892429874114466 +12.312312312312315,20.938512498335342 +2.4624624624624616,62.36871044833837 +-11.711711711711711,20.690602241533533 +-7.227227227227228,18.311766693450473 +19.27927927927928,29.10246748946988 +-14.714714714714715,25.81984192476897 +-17.997997997998,27.68405647168738 +-10.47047047047047,14.489612828622263 +2.5825825825825817,60.86567632036862 +3.7037037037037024,56.12376093072469 +-1.9819819819819813,66.24779218904756 +-18.75875875875876,30.42422114577518 +-15.155155155155155,26.452611912023606 +-11.551551551551551,15.23575650912064 +-5.945945945945946,34.52990008616603 +-1.8218218218218212,63.82190890876109 +-7.907907907907909,1.8034447263204454 +8.348348348348349,11.265890113803863 +-16.476476476476478,27.520233392055236 +-6.986986986986986,16.24004705995348 +-7.067067067067066,15.068742607255157 +-9.78978978978979,14.375707606558429 +15.715715715715717,22.99399195269238 +2.822822822822822,59.46800501105933 +1.8218218218218212,64.93439396631787 +2.0220220220220213,60.472259549202064 +-5.625625625625625,37.265954316789816 +-17.95795795795796,27.360729491096425 +15.035035035035037,22.01268036050057 +17.55755755755756,27.349948641677116 +10.91091091091091,13.732397234465601 +-15.915915915915916,27.67864228961271 +-12.192192192192191,21.891634936537574 +7.187187187187188,16.280818701626316 +12.232232232232235,16.6460809950169 +5.145145145145143,41.20014644139546 +-15.035035035035035,23.740074680772366 +-3.8238238238238225,53.21823460194515 +9.22922922922923,13.752003831049173 +-8.508508508508509,8.117502287149719 +13.273273273273276,19.151054641881142 +-18.11811811811812,32.30211438909885 +9.02902902902903,9.866079864745458 +3.5035035035035023,53.613836081409644 +4.304304304304303,49.620976503830164 +-2.6626626626626617,59.57601959782957 +6.986986986986988,16.6265522884535 +-9.46946946946947,15.141355143844674 +-5.585585585585585,36.08399507866685 +-16.996996996996998,27.337863689839637 +-1.3413413413413409,65.1549218248593 +-8.028028028028029,4.966483663980666 +1.381381381381381,65.13202043030903 +3.383383383383382,54.60880222667739 +-0.26026026026026017,64.15865016501743 +1.1011011011011007,63.608587509426066 +-13.273273273273272,19.748171251360585