Customized Data Visualization for Informed Decision-Making

In this project, we aim to best practices to make better, more confident decisions by implementing custom data visualizations inspired by the research presented in the paper by Ferreira, Fisher, and Konig (2014). Our project leverages Django, Pandas, and Matplotlib to create interactive visualizations that help users understand probabilistic data generated through samples (The data was generated with random values using the Numpy library). Implementing these best practices enhances data interpretation and decision-making by delivering tailor-made visualizations and interactive features. This elevation in quality not only fosters a deeper comprehension of the data but also provides valuable support for informed decision-making processes.

We will create visualizations that allow users to understand and interpret data uncertainty, similar to the bar chart example presented in the paper. The graphs consider various visualization options, such as the coloring of bars based on their specific needs, and different levels of interactivity, allowing users to interact with the visualizations to gain deeper insights. This customization ranges from the straightforward application of a three-color scale based on a user-defined y-axis value (the easiest option) to a more advanced approach that dynamically assigns colors to bars based on data coverage, creating a gradient from dark blue to white to dark red (the harder option). Allow them to click on the y-axis to set their point of interest, prompting real-time color adjustments for exploration (the even harder option).

Step By Step data processing

Data Collections

This code snippet utilizes the Pandas library (imported as 'pd') and the NumPy library (imported as 'np') to perform data collection. It sets a random seed value using NumPy's random.seed(12345) function to ensure the reproducibility of random data generation. Then, it creates a Pandas DataFrame called 'df' with four rows (corresponding to four years: from 2014 to 2023) and 3650 columns. Each cell of the DataFrame contains a random value drawn from a normal distribution with specific parameters (mean and standard deviation) using NumPy's random.normal() function. These generated data points allow the simulation of a dataset for subsequent data visualization and analysis tasks.

Explore the paper's reference for more insights and details on this project's inspiration.
Sample-oriented task-driven visualizations: allowing users to make better, more confident decisions. 
                        
df = pd.DataFrame([np.random.normal(32000, 200000, 3650),
   np.random.normal(43000, 100000, 3650),np.random.normal(43500, 140000, 3650),np.random.normal(48000, 70000, 3650),
   np.random.normal(48000, 70000, 3650),np.random.normal(58000, 170000, 3650),np.random.normal(38000, 100000, 3650),
   np.random.normal(23000, 85000, 3650),np.random.normal(64000, 90000, 3650),np.random.normal(78000, 100000, 3650)],
  index=[2014,2015, 2016, 2017, 2018, 2019,2020, 2021, 2022, 2023])
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26340.502447 14784.128336 -66338.029019 158263.827657 191264.899620 173549.184772 110313.145047 -14638.058761 -27995.065423 -22217.410657 -62807.874611 220841.990981 136255.619049 67619.777465 70793.039259 30332.829624 60925.124348 -36524.333316 116647.142995 34484.768285 140149.709982 146761.964725 118430.519404 159703.339485 70587.386039 82991.080725 128044.516439 32859.437306 128430.098223 35601.119711 -68023.242323 103305.893738 129605.560114 5253.265339 58001.009183 4958.451861 13223.222330 70442.073770 68210.623106 -11681.284480 97806.236932 151165.240543 179148.996520 15628.733169 -125114.773885 94475.935425 -61497.639724 65314.442678 83496.993903 -19690.051858 16481.756739 24610.606136 117675.947267 66386.193390 71006.864656 134699.871791 129250.532576 67706.262210 55517.731455 11206.863229 59361.511590 -23592.692880 135525.880383 -97548.664025 102654.844244 87297.230198 276078.599922 -105030.705832 86343.246407 89030.466471 165117.492028 16273.594610 4676.831694 62901.486738 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222257.116425 84898.773568 118269.644942 69993.012344 192567.450051 -24398.763389 162585.987811 100038.761589 -55407.648796 118821.815026 21249.850690 -74767.706972 -49064.272343 5689.971583 158894.810375 -109310.371889 67366.218162 28618.619249 240643.921249 53271.127468 146753.031555 6894.962347 52305.846094 83614.287327 -26626.990924 -81603.712915 254462.040429 101295.808432 -89507.027183 164306.769623 50904.722868 -53521.255809 -3429.114774 -164074.417974 137451.261497 44653.909581 4504.803615 90536.387186 83564.981869 165079.241675 -210418.884253 -91606.809283 59205.429394 49528.829335 230532.170085 -63887.206937 49728.286099 -30966.274528 154047.063275 164376.555322 113995.925240 197460.123707 197016.932093 150421.596401 17336.024411 52493.976040 114195.987189 34815.405686 -25645.242101 79495.438589 306443.717845 73754.773457 172638.018654 -68727.869423 67224.036701 241172.841746 4869.457525 42614.502222 -40776.567214 67390.171482 80046.803234 219574.529447 14267.122813 132493.344282 282837.520405 27177.841208 67581.280782 201665.802381 182929.035710 -188607.896136 215881.732093 41149.852989 136403.599146 176539.289385 160298.035674 43617.213866 151606.094820 -67342.295812 55336.787261 -169514.750115 243858.736388 168106.618145 -14806.750592 52147.478492 -26324.998493 80910.038905 -28452.333340 58596.569377 -81640.186969 58938.899289 25369.744270 13389.560411 9958.259097 168977.464785 31626.461775 238332.778150 35012.404290 12223.814907 70212.653927 133210.957633 -59679.145390 170607.361846 80160.628899 189899.129562 -77157.410747 21920.939302 294712.128431 104360.188718 18477.140610 -45408.137766 215206.367805 -213806.339081 137394.461492 77389.467521 94116.453490 286400.019990 49650.990037 -32535.540995 27471.467012 155406.761781 100796.669609 82503.022800 92734.837264 16795.498150 223756.367510 -33765.312947 181988.824515 9803.334026 134643.170148 5328.193746

The next code line is useful when you want to work with your data in a different orientation, such as when you want to perform calculations or visualizations with the data in a format that better suits your needs.

                        
df = df.transpose()
2014 2015 2016 2017 2018 2019 2020 2021 2022 2023
0 -83560.972631 -155791.706149 268390.098956 18505.873988 31400.722260 198124.165261 116833.051762 73817.225100 96959.173736 37255.146695
1 27424.328908 69999.255169 -4235.448519 -102691.494562 25652.612452 159836.718235 86127.263995 -10831.175678 -71687.247128 14820.458103
2 -119460.606272 99511.862141 -100281.616511 13022.840933 126206.224100 119637.566168 131056.892702 128155.605403 -91401.649831 -78728.175560
3 103048.856801 152075.277162 -218465.419468 -15448.679431 -25830.606780 -169818.366950 -25722.380631 -42678.537444 40265.189139 157113.555218
4 -195182.284519 -20650.037429 -148770.575488 52321.725449 40183.231334 42476.938512 161589.983306 66693.741788 45656.748447 72201.145318
5 103663.152763 -128003.587006 -30065.021711 68487.823120 -85778.382614 18796.027580 30687.118589 -65864.922372 71256.815543 214574.592158
6 113434.336605 36438.670499 -86804.102792 29479.205953 59978.711642 -64707.587183 115182.180479 40659.703174 -10088.395607 145602.222387
7 -239168.162480 240148.181709 -104170.877851 92074.490321 38400.864408 -153358.261684 -216833.949212 140186.595413 150870.244983 180224.495386
8 69249.421112 9675.991842 310792.762090 128896.980832 24162.958190 16052.634537 115599.802901 121502.166444 -9164.804150 182489.835278
9 319145.542975 6821.965978 224809.048525 74703.954716 7960.605535 242851.970645 73220.561470 53560.610408 -83086.627806 -45879.991337
10 -127104.829956 184818.414257 -42504.569837 100707.222501 88002.758126 267050.099722 100350.457826 59492.494492 119559.114863 -224716.932876
11 82045.238365 52617.765680 -77219.374612 -26261.975307 148624.114642 -22502.973929 36274.837460 45533.390005 154457.040044 -1282.616090
12 137697.238077 205544.845361 188464.258689 -4916.326977 7997.775187 -87825.386293 220273.207250 139299.983732 43934.729376 117915.798902
13 -19578.655535 -29960.479465 144269.487222 57500.091469 -24460.864764 102512.402130 -108903.031218 127428.822317 54036.976732 22911.609721
14 116423.567219 32248.346708 160185.097743 8441.695535 -11985.403523 -109931.933075 94034.446639 -90149.965535 -11304.622953 23002.204480
15 97277.341235 92100.420958 22612.217807 78779.403301 28074.031278 8614.428030 73286.981016 -138501.509020 -10920.376535 92387.443379
16 278951.381355 -21394.349628 -103655.418379 84914.922320 -23475.583563 -113375.425378 112651.698304 115089.042495 121561.322643 89308.743701
17 122105.508097 -29664.671940 98055.973794 -149321.043028 -6463.444926 62102.424069 92855.564387 17649.871965 133991.900787 -150570.572867
18 231094.489657 -61626.508937 32630.019019 -28420.642147 210751.295315 277326.663933 -97851.540819 -58668.412798 42487.507008 115660.713653
19 381987.195585 30345.442190 249484.428002 54338.368768 67126.489201 -55790.851051 -64255.174495 24117.817261 115542.510967 178976.548983
20 -132443.129968 13240.062848 -116409.284045 20957.693442 -35171.159705 172051.950699 -7108.084750 45162.703701 53545.503923 -66419.032579
21 33883.558759 97891.833503 -212150.439718 136916.193238 86784.544331 259868.614268 118930.983937 -264068.467041 -20085.136681 192484.654881
22 112628.964401 140828.589771 90711.995245 86426.843470 70913.191034 273942.049370 -166698.208633 3910.372430 178284.633764 207400.229914
23 29356.912573 25604.081637 44712.745366 79852.224033 24112.101835 456923.421540 47902.799957 18616.884346 165296.475312 235377.918525
24 -332602.858337 28199.497370 -202709.794293 32717.956242 89780.586596 -344725.773738 16039.804182 -101907.103609 93350.383288 42574.759484
25 148068.734485 -76073.414739 47557.208796 60631.850912 -39932.694294 -74423.531887 7880.399179 -33023.333877 191304.507188 -7215.378467
26 6962.898455 -26825.494701 124481.344361 103088.279127 93908.605714 213696.776702 -184871.524891 78161.000504 134409.083264 41236.251827
27 159190.373601 181309.604999 289168.705839 90657.685067 -65419.414587 75648.394559 122824.327536 286985.235286 253507.153461 127285.444748
28 107140.376554 182050.766706 26725.115108 -20061.900119 -18157.232012 -28203.929140 66729.932849 66424.044219 36267.979264 14832.681612
29 -273191.761177 14553.446076 153688.498589 61285.593653 30938.967994 -32575.845139 -29067.084063 -32523.394300 109246.979573 -81025.228367
30 122217.547556 80779.522316 17867.512775 -62601.717848 104516.054788 -192077.985225 137431.280356 -27687.203556 74096.014741 116908.326262
31 251961.788501 133252.303676 -9752.042091 49970.800684 -64135.524241 -219513.838826 12728.334340 5685.429931 5818.962498 172702.535502
32 -92899.395919 109029.185950 198083.887777 19444.802083 -49184.148363 -176079.664652 -178746.705216 -32392.829857 68894.935664 35952.227073
33 137406.661203 -8972.828962 70442.810353 293352.952167 85379.708794 51590.595762 64755.575811 197977.436118 28809.226908 107015.722029
34 123487.676063 -111624.043848 91584.958530 132815.179475 168113.616843 -56006.124577 33549.821780 231250.015019 105538.607362 34343.786884
35 -219674.729734 -5461.159715 -66752.391258 128063.559050 23348.924358 -87754.107953 -8099.717346 31148.992595 -148337.966836 130800.199935
36 -6448.350475 15575.184131 41366.308515 164729.467542 51031.048398 39895.552562 -99907.690730 -111833.892906 25569.708103 -159797.565472
37 -278581.477556 -13944.008822 25037.956829 50508.099254 25367.651079 268984.909441 -84969.678763 -46776.807541 91431.503542 -671.867900
38 336020.557090 68246.889279 91566.966133 45326.232004 82228.529175 12365.817528 212645.896992 137781.488303 8385.534002 26955.140112
39 154114.277628 -50052.281363 -1774.369664 99304.935235 136810.270204 -74688.744316 -60539.895336 6699.013542 -14506.097719 157536.593488
40 -173998.280773 33168.859970 -210942.619673 63068.805163 -25053.160530 340375.999734 14348.206372 43447.134842 -60884.431584 -108677.954108
41 96825.938143 330696.092300 162327.192045 -6248.257955 -157208.342286 7592.132717 2488.736402 126332.069686 82663.824678 147236.715209
42 -211416.734364 -116023.590069 -81991.557198 -66018.550391 147958.900064 -210753.858170 -97591.658651 -30465.464019 50865.453377 -92131.829914
43 10746.281489 184411.386309 -55358.076038 130202.440554 113018.295491 192618.168517 -17590.905692 28241.384629 -29139.560532 199254.737751
44 -45707.158076 215499.355313 -134359.892008 21983.888390 31649.302798 83516.700295 -66348.680476 57725.605837 13074.341330 54503.656978
45 -388176.893881 159091.536395 -77055.488788 47854.936026 -39829.955082 -34073.539299 163692.153206 46823.907882 49615.370951 244909.713900
46 -107914.199972 -26776.090096 -127631.575938 206239.299968 96679.425076 -141002.690006 -111386.974090 95834.138091 -32754.778612 -41304.095721
47 -1821.492856 -59436.027688 140708.521905 83402.382844 240492.395393 165916.181424 -128963.527057 14918.435091 163482.432972 152778.155803
48 33750.332282 59139.762803 18554.346851 194127.389673 64084.747724 13955.387674 42374.127385 10530.521694 58570.006532 -123830.100792
49 -226853.858522 151830.160410 -181454.230966 -45761.846684 4624.370315 204840.873774 59516.083956 -75091.699005 105814.534679 69377.398590
50 -253931.519395 -37205.246918 -8427.454583 66973.472209 128691.191942 41756.798494 -81034.659137 66914.983338 72839.441509 -79925.417937
51 -44473.055026 146933.157100 -57672.109934 10278.929508 -32131.447969 -22881.787503 181347.877934 -99891.317368 133531.261038 13174.132536
52 201928.390789 20437.134351 116869.193596 151722.691070 133652.794290 -20481.538931 -42331.634601 -7598.463962 169367.888231 -114479.677926
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915 -186421.414426 -8682.360994 -76826.352819 -65974.879428 -355.828197 62076.626561 -16921.068985 131866.359085 124729.708135 49100.327459
916 265512.444108 -70334.346447 -172518.992503 107370.803374 128779.845356 240030.696953 -178369.893223 -192984.702947 203386.216284 42953.370221
917 -281843.281060 55819.157043 -168191.492900 62078.248202 111878.117775 1908.546860 25006.200187 200352.658823 -52582.137037 -42488.493015
918 240923.895721 164048.518490 -70012.840226 -5467.287073 68149.266082 199319.469033 279073.611177 -59502.302781 -44652.022222 15564.066725
919 162424.235977 70750.369548 -34918.287455 84497.287458 -33997.570557 31875.954310 -9534.503060 -21958.461380 -99283.871857 203737.567656
920 185773.650099 132524.599738 300546.986912 40718.139354 82017.924401 76213.328965 -186604.211855 26916.260459 64972.439778 211111.032271
921 -349437.240774 9188.051237 122627.804921 -30049.505317 145469.538662 211407.002698 -3473.756634 -2097.483062 155905.252311 100895.079134
922 -197085.704362 75228.815470 -162790.729866 121135.845960 86297.006786 277149.694176 -44508.190465 -26540.482010 140914.043515 64221.773653
923 11081.550820 2995.167177 90603.144726 77424.175130 75906.776758 94286.380621 -101376.224103 -108078.233727 -15522.410782 -65041.299905
924 -179411.697160 112505.051968 -299910.889652 91720.879906 -22057.301799 -291862.637296 65965.432403 -79602.794309 122521.565045 -2986.002676
925 -118687.287676 107858.477356 80146.718926 17866.786474 -20023.898440 35753.154141 -1172.470259 66607.865583 78807.658002 5543.955221
926 148246.467297 137608.334907 138197.956618 -35461.198574 67756.739735 483904.625511 99629.380890 178101.497249 73507.004322 -96699.531131
927 -186365.112401 -14713.730436 43557.862024 105759.325457 61441.778320 40482.417096 49194.417977 33123.421701 197252.755529 62132.556025
928 128199.701524 47301.394270 84548.128540 -22098.693249 190815.903280 -159677.170739 93303.666618 -73827.133477 108035.598851 32968.818705
929 109553.478504 109923.403286 106773.767464 113811.652926 90124.856291 124938.832475 56222.162460 96807.213494 65269.471967 58110.225641
930 -49085.922527 223893.160015 72401.202627 125756.000885 200269.179688 -96557.503405 65407.873588 -49254.824309 160791.441485 107383.311304
931 108151.098795 154127.023183 -99433.142086 -68141.104785 59880.237910 -85756.484294 29040.454166 -16585.585328 104196.238977 -46742.701234
932 -199283.811987 36126.826114 53448.736644 41562.078181 24086.200212 114737.681764 34530.112071 -133638.220569 82004.821329 50566.414816
933 140976.024549 -35199.249100 -56077.326325 72568.164929 105719.914843 415759.846779 57243.216519 -11581.827193 107157.055633 53660.743714
934 159479.911358 -109431.586333 -282501.025565 102651.175514 -57595.276249 146343.676156 -105070.658649 -186632.801355 -138633.348725 164993.109298
935 -177669.204644 81941.151022 30748.290416 65167.929153 156141.478282 262200.749217 -130041.507630 484.334325 208713.798575 23750.810401
936 145303.183197 59280.058404 -59585.493004 -3215.687885 -2004.462754 7300.224643 33710.643050 39807.109270 120921.844328 -18529.970210
937 24088.228724 231132.704201 -137035.201677 16796.793590 9622.655678 30547.847265 47055.136776 116339.246326 99857.592001 -126117.712290
938 100108.024163 145855.797597 -263780.497662 81460.858983 2498.216843 64037.830118 -39060.504665 89799.312858 23886.388697 121107.587533
939 187093.116503 94981.905019 67046.046716 -10824.653233 116933.871113 225106.363933 -23912.994194 -129022.587746 -9701.673464 90390.208726
940 3117.438703 69850.185712 26457.327604 165225.280221 -47682.165811 418542.198490 31972.950665 -56526.701642 107566.878739 52169.879011
941 222071.330339 108442.445247 345165.569336 110746.954933 -20465.311785 200828.607777 364533.010620 230830.288062 -55416.455825 135260.598325
942 -113639.153950 -61525.719946 -19059.056638 18003.492246 -2242.867290 -29570.510514 111127.152747 77534.077555 120187.739321 279499.270694
943 -49813.591668 97381.737465 -94594.226804 36905.595065 34461.773169 -62754.593754 25591.522462 137667.612182 30302.367332 43726.626183
944 -179965.588813 128844.952253 19501.096249 2278.610334 8167.192778 -36056.744176 20181.749603 -23667.115663 206846.981971 108900.298264
945 382132.494426 65265.034279 195281.734582 80455.630480 29276.613219 85364.959042 69343.618012 12083.294112 54100.573146 100835.158991
946 210237.052737 99452.646688 86487.345768 -25290.691155 20334.224356 172827.141301 -17409.817955 -22808.680722 -22738.145875 -80354.071554
947 93190.939505 -163206.963088 35946.894299 9454.543664 49757.126261 -232471.782498 -18339.422248 -21661.993853 129346.218276 -112942.248168
948 -188110.736475 31435.217504 -21556.076809 105544.057460 -8418.276786 273472.970338 61697.076932 163559.244423 159016.281716 22084.497078
949 -206929.825593 181605.330515 183931.941456 46680.431998 74819.161425 -56163.515946 54727.835600 -132803.601815 212549.746999 -17100.577660
950 -281500.125278 -52881.283679 105252.562361 -4308.137455 50898.590788 112457.819591 264767.933256 -89449.396350 51082.977058 24571.635968
951 300769.292319 93047.183729 130760.855116 89901.008358 46921.152035 345995.414392 17214.962734 98291.890738 -50977.402056 58317.811945
952 -48991.304521 -26430.792743 -97782.247117 26263.132207 131690.150544 -97980.989406 64746.011026 -54731.010400 46290.949766 -17581.699975
953 -149796.593511 74340.433135 8260.939868 117934.466114 164680.845127 22673.809154 2065.358306 29630.571607 122154.073389 -25750.569944
954 311258.893959 56268.877966 282919.570339 99992.771998 7472.232513 256065.952093 63410.720258 -6221.381057 29895.589409 -85650.742876
955 127000.683850 -120724.331002 257201.220120 100861.228325 -4187.199211 -179133.438387 -21153.797894 -61509.260330 20950.330527 147958.775335
956 112404.537487 -6310.346987 -150749.854527 17136.971236 33061.262498 -96029.307173 27714.501921 -32078.561031 44510.740362 4804.820261
957 -50171.437954 -145733.006035 120201.924518 -20007.306137 20071.548914 269231.876273 127846.708469 -119438.116346 113800.322972 -95182.596518
958 203408.357170 35422.883959 -207275.487038 76107.672553 70609.444229 129194.229147 89856.330007 4268.516120 86239.560454 133456.903298
959 -74536.796480 -43773.487892 -121988.832246 -9259.278207 -33371.354485 4248.375969 211892.699041 60818.716516 195940.471839 12665.538962
960 13671.826672 62842.882611 189663.099567 171495.810666 64990.368394 -52671.781223 203818.836106 154987.369749 111221.278136 96714.342397
961 -56262.242248 176831.843306 325453.815401 94576.251575 123469.317350 6778.561358 -2067.554583 140062.690929 198884.091900 169505.135609
962 157592.925276 150911.187730 183750.797951 161095.926967 878.871004 80521.972779 24674.489846 -56346.532836 -18588.048477 189855.765966
963 78557.105843 -74407.237293 -54740.974561 -55111.745316 157325.447879 -76234.688853 152032.912689 131385.936686 55543.306225 100687.016898
964 -199508.463668 -25014.166168 47312.416705 108050.899533 177896.532499 127828.169445 56386.227065 112965.359573 109615.183730 114282.942290
965 105906.883990 94268.926356 -355542.623176 92815.575269 -3881.059265 75350.393531 121380.468857 -45935.383810 133932.769088 232519.878204
966 -10832.985800 -129329.234851 5176.970793 27647.809199 136537.759675 -230558.061078 90759.918218 -37071.887334 126121.040401 128771.926210
967 -512171.711967 29879.233095 110223.775972 45709.400785 53998.863379 -287670.927561 -96748.264095 162653.830622 157069.181219 81094.386150
968 176232.167449 9393.012232 214515.636965 67125.619949 93447.699443 124572.434327 -122549.207206 49240.179399 78359.536956 167044.548920
969 93424.860761 76534.078038 69108.536078 38454.254461 36508.729668 14589.729616 -43533.546644 17696.932937 72080.250269 -54778.019082
970 185069.369784 -9165.931862 39469.194751 4969.670116 -10947.309633 -158777.219441 46332.614498 -63099.959639 43442.243691 -46669.416827
971 396418.613555 84645.384488 147411.092022 31762.057650 48323.857025 198628.411982 64051.563557 135281.928186 61835.350043 -89153.326301
972 112010.681485 -84665.290837 113756.612630 27811.159608 136200.623248 289142.385220 177575.546515 71338.257940 8026.170660 221354.014868
973 34846.481501 98976.334790 218185.150472 6189.196561 -22591.361639 65515.638849 177045.268917 -47413.138455 143021.478407 143655.121612
974 120440.729210 34475.929124 101602.704838 134008.207344 87868.119393 -294447.129959 208019.099895 -23177.845270 -23093.829696 171685.854424
975 383827.042878 -49646.937607 -142776.099601 59718.354812 60490.692849 98964.332787 54140.365749 37847.451980 50759.736711 124365.523677
976 47632.965647 88384.845345 169810.459256 -39490.151860 24731.072402 319478.306545 33970.816332 -24478.225272 -168934.789628 108405.562179
977 616989.925340 -46150.852189 17547.396936 132845.836045 -88667.918755 194293.662962 23576.434515 -163246.922528 45492.208896 -110420.301748
978 365108.846774 -62414.621478 199001.279992 86328.901811 80747.725012 -98606.426806 64044.158969 114553.997843 108777.493895 68069.875379
979 -29383.944258 -50279.961473 55658.419811 60467.316458 -13895.258206 -187577.304088 70974.170581 127228.502576 121774.303054 85642.747283
980 -15644.418697 -60090.389603 -137347.549282 100714.941037 105914.954998 417659.821831 144838.614058 7936.551109 -626.690160 175459.709976
981 1697.787767 -179906.715411 126626.728049 118331.482005 -11737.290080 205459.576351 -32980.895249 116437.483570 -29614.532680 34292.793130
982 -105179.491780 -123482.179836 -66291.486587 27133.903280 32044.878163 34798.405881 11082.693562 291463.055919 21227.446074 249548.848302
983 238089.467585 -10141.348939 215928.476662 -49667.368759 80803.297432 -6545.393418 -143601.879825 136008.929640 20600.510444 -90708.357595
984 50429.440111 -169313.733704 -32009.678711 26104.306154 51054.429896 164699.402553 121784.383473 104519.265099 88994.055630 121980.672063
985 299497.840625 112925.164727 107118.978211 113891.355767 52520.000210 128545.569215 63617.868791 -125510.423092 -22384.665620 260822.273751
986 -34259.689893 76521.205814 -172984.330594 -30579.600476 10362.022503 -189967.904593 -129741.972808 148623.231213 54662.927462 86530.329282
987 128043.326258 -72909.711523 199979.800534 -68263.179198 -66815.518870 68231.314966 149068.155191 -2207.321459 57882.091527 -61440.922847
988 256806.297339 56684.166180 -49969.931621 -81714.864221 -51442.414500 -111903.238885 138326.631022 -44837.179156 121733.049094 -14107.210006
989 1568.002401 8598.424249 253222.575815 80752.485956 109908.165025 218012.049980 128322.471077 5331.078529 138913.925360 -107141.246343
990 274987.144649 121976.236508 -213030.842470 4480.063819 -106864.197942 185710.674974 -43277.211488 -165023.591029 199579.937977 36568.831756
991 496823.034017 -121366.876188 165189.504230 78933.081074 -82594.247295 -183410.814084 -26700.052610 -48125.941769 -65954.262738 202854.416450
992 147610.306514 65243.104260 -90427.165624 70980.889353 162228.091962 126913.180940 -53287.498774 87711.826227 26878.435384 129171.116480
993 -70646.536847 120923.241619 -374523.025795 108241.433882 212533.483132 95390.100479 96095.761280 55571.485852 -147656.100076 196454.452947
994 -202855.663694 122852.105454 8350.500151 144428.393548 103453.610127 112918.354770 47856.477812 115855.517808 191516.635015 -108271.965533
995 -64688.349525 16838.321356 14473.959235 101321.174117 132384.636237 40668.981299 70043.616553 45600.604720 198589.508433 -9524.051618
996 271371.720533 -18259.813978 150565.657656 -125110.826260 -16483.684413 60235.157261 19544.479524 -35174.361210 136114.027336 49519.947638
997 72965.094183 -35739.277026 93807.491892 927.028562 -25253.277230 185870.790612 -105025.798044 -48199.526638 143655.838540 102613.481937
998 -145692.702699 -67034.492780 174254.571621 86899.870439 -92.521590 21645.045813 -87420.899958 96875.725632 -47489.984823 41755.061610
999 -218968.651865 -32141.992040 -14956.978275 71407.936709 -44904.778972 293240.070649 -86652.849732 101137.995843 -6298.773669 229974.812126
1000 -222087.686241 64892.105010 -91789.252739 35041.632527 -22447.645932 -289759.934296 33573.938731 -59613.424343 -18324.805946 89933.180940
1001 -13668.679140 7548.926225 -130675.495599 76265.568476 -52459.326835 314282.814243 33027.472328 77773.709111 181882.492580 334330.098194
1002 57256.481710 -12061.217868 202271.368527 40742.522445 -5594.575764 -75555.489825 38888.212363 139079.214295 128207.013851 61539.720493
1003 -82219.926048 111953.363168 231643.212785 43517.275940 72853.612273 -86038.998016 5220.506687 -41263.346831 86393.893841 102859.766196
1004 186867.050694 -40454.669172 13621.589002 81291.382754 20434.959448 107269.268146 49008.390782 -19630.509241 158083.062196 -78982.374389
1005 -159812.299459 68284.144804 -75731.174195 82293.615844 16546.190076 298893.160219 -112985.417371 -59517.543293 138120.337345 90123.565927
1006 -223317.809460 -15843.568982 30968.658822 113171.001167 149604.307970 -39726.613187 103235.359485 -114174.337318 44535.386471 95021.250429
1007 186423.611295 -77095.438179 24551.304256 107295.272645 20163.316673 52902.632941 122558.111000 -97738.808935 -82448.998610 205908.094064
1008 150852.193415 -47147.808052 73375.777561 135340.232456 -17172.412956 -128816.760666 85142.517163 -91113.078326 78235.735387 -42428.974873
1009 -75391.060099 207149.190765 292500.626940 44306.318845 -17742.727169 -66647.510073 116277.270051 217508.203114 43620.988230 68094.905739
1010 -113052.995750 169713.900347 -39516.851075 69632.388441 78295.811413 340455.603451 -44031.861816 50028.026914 119434.373935 18104.853195
1011 -152151.582579 86731.522646 172527.898241 -5935.731254 146479.182158 122210.250996 69335.038764 203660.062631 -14709.211375 -61659.329348
1012 -245006.556987 131570.361903 212678.522221 -21065.247677 66240.899263 26549.527144 -18906.056624 -132666.534811 110073.314822 5882.934620
1013 164067.289279 339043.975848 89318.508637 94550.531000 95078.419182 51769.954403 63802.966851 134806.136202 111599.466806 37972.556930
1014 38539.577583 -66174.673541 -172347.995472 98758.876437 -6221.099614 -13019.831358 144406.629794 -74642.292084 115835.345561 -141417.753707
1015 -189538.959135 215556.775415 -175022.298331 37719.368492 86418.931183 156605.130501 12356.091123 153464.770973 159406.008270 -81754.607237
1016 -54366.355841 60999.445039 42479.651261 27553.290295 64021.087987 -243777.826271 -62626.967369 21425.781107 -28575.626096 43053.400023
1017 372612.097882 403.251162 -55869.457893 145686.741246 146827.730802 107810.306481 9845.646381 -55728.598960 123086.686751 -71136.513700
1018 158585.721044 15000.266445 -28719.426374 211.723815 105414.240379 140285.866428 151573.578526 95723.409099 -60904.676978 -7101.486752
1019 91392.154156 -36453.175544 178460.102776 63048.663215 81309.062375 -119896.256721 121508.234956 -79318.264385 -94995.751995 35034.393846
1020 56922.807068 128339.392477 -31689.164825 -14114.654620 -49008.678401 -5518.939272 8036.195750 67755.552122 53824.442555 -6552.335803
1021 258675.944250 -133937.406938 -189643.325258 24519.760291 85602.986744 69894.700652 85950.505484 -62315.316485 -26453.347906 -118698.799990
1022 201728.844546 101603.946578 -80937.647019 -13577.099025 27552.093631 158124.459129 -4597.111397 -1211.894609 181183.138081 -37000.991340
1023 181874.523647 108057.324845 161740.092501 42821.422565 -13037.277228 -32715.842881 133924.120565 69432.950104 78742.814131 98312.182236
1024 97374.058035 260833.808444 -4490.490262 -18061.847119 -34005.108061 383460.056984 -59626.135570 -75311.953327 -51433.647542 122322.266240
1025 19218.519777 40825.190766 -21816.944992 -5756.850011 35165.055660 158611.043889 -44504.152710 190153.272962 -42300.821204 111254.142548
1026 43031.131676 -174903.739024 31151.630852 84192.829028 60573.736993 345237.211704 7255.173433 21733.873646 -69488.699536 162066.228102
1027 131926.260986 117746.517766 98771.761644 67870.327939 4670.246466 143933.676559 36412.598943 -86957.907645 103703.792219 -125471.459424
1028 204861.205852 -7083.838621 115275.115273 16871.895522 130846.427578 142174.547130 56959.899613 -12338.276026 113617.528657 -46549.375319
1029 -17434.634660 -6992.089657 342234.175626 -13105.145808 44965.132994 220727.828182 108475.145102 -119279.001887 -37650.994676 9710.366657
1030 242495.328928 55717.930098 75384.158802 73336.417288 25582.593323 -56671.726606 124161.901307 103556.768022 212650.740359 209401.427236
1031 -27335.453155 165428.768101 160385.124560 -67661.237967 119129.333434 -187880.819583 164007.332204 155347.679028 -15837.171465 120361.133260
1032 158794.323094 70462.635758 213299.032342 62908.489849 64266.092408 111886.208961 97316.084493 135710.487337 33384.052620 123761.378647
1033 -114127.323943 102354.689447 46086.898160 12008.274738 46633.796336 67230.422364 146413.725622 27643.939706 158383.554590 35179.162545
1034 -102671.992478 59850.946167 58998.225719 -17374.905758 44218.709356 -77152.315503 -32192.474157 130555.773146 144150.137251 -55560.913163
1035 157377.737554 225748.553616 101708.078410 204241.264314 37314.287790 -146873.546851 114151.949993 129524.816266 90637.544569 41539.906949
1036 67254.713138 132689.670253 58353.226615 17190.913909 124844.892266 367015.895841 29532.643408 70936.213524 108077.584813 -10234.177105
1037 -126087.766382 -30684.491235 101954.960567 -113096.434920 17939.553935 421375.799220 -150867.773510 14960.593704 148608.323209 -8205.190580
1038 212208.839517 -62569.743255 -92708.460255 -71889.266838 43979.947717 158808.493588 82389.043897 -78341.986152 -10322.957969 255201.859177
1039 197896.317407 -91758.609121 -265107.609260 89412.517778 9796.581887 -77409.439109 35154.544277 86658.420809 76351.144010 46365.684791
1040 220125.506695 26855.481465 -92460.585524 126808.822247 51395.032057 -280500.649937 109552.191050 53677.708011 118045.503100 -56049.633831
1041 -136994.317029 192175.015596 252264.628972 -2656.357595 36925.704060 247430.258489 19775.053663 -31021.356493 -6533.229616 54212.664520
1042 290367.663938 19551.974634 142901.148446 77335.522668 124554.401607 -89604.771818 -9976.481661 48745.396761 81335.766848 8116.387396
1043 -128405.074317 88671.793319 50152.777703 72500.037364 231853.840178 -227076.194659 183804.918258 -21203.766339 12374.755296 139923.679350
1044 135588.687885 134350.748454 260773.916303 -38709.977325 65641.463644 -131861.651394 94235.778215 26318.908244 39650.979727 13066.019246
1045 225620.475543 -205967.290748 268256.412186 95337.854583 89467.338636 -131236.502410 11779.219155 -73777.312998 199531.037994 55540.162442
1046 -245190.654734 -123105.096411 193546.521546 -8396.089132 -119062.399229 -158767.563029 -53675.190429 54315.463701 -6665.233500 262471.986830
1047 -172560.011133 94302.578516 -115006.406498 -12982.909538 50654.712849 23636.080961 -16192.921618 175020.301156 -88414.988160 -126273.600491
1048 -155315.078708 95208.074022 85849.901204 63628.352994 -86452.701230 181450.312298 203109.200542 -39505.059533 209569.846507 100209.239527
1049 218557.945197 58960.215202 227149.073883 72480.581790 55272.396937 187225.647386 -26765.954009 305155.747208 99311.512992 147585.488646
1050 -224429.805432 37722.782052 -21932.300996 25425.555265 -82486.483047 -14892.822054 105626.007124 118123.236723 -15948.409306 176773.040070
1051 19810.917456 147294.773524 -209482.309471 16206.660167 88596.034565 266374.829143 62750.526779 99776.425149 -143730.052391 784.356807
1052 -185.287857 -16160.023604 207228.180146 -2188.618911 145747.497066 194149.457866 56206.221750 -141485.373994 87576.293753 21973.341363
1053 192156.457107 36803.278181 205080.298854 117564.603837 39427.055170 7106.368217 -126020.539422 2149.189647 210157.902922 207437.718437
1054 -3529.346344 -77013.276913 -95603.817097 147096.490317 29486.724290 -222023.509034 13522.034379 48138.263133 -102471.348753 263792.413508
1055 -52857.058451 82258.751139 -173317.942703 -29866.398907 142743.109359 116337.287102 109164.915002 -69980.134552 157016.845099 147360.818096
1056 -299257.808749 222973.468445 15628.779770 116451.582181 -26107.302346 -97583.453863 -186172.768749 -61770.935962 11856.109972 295988.388903
1057 129734.474299 268063.466656 138622.631380 130812.307767 69167.717487 -132494.676679 12347.952403 -155654.009790 81476.219131 11186.459262
1058 57176.532396 93141.105673 257990.703443 57739.258825 -29886.834446 38569.481765 135875.221377 75005.685431 4549.214503 159496.304437
1059 194097.666512 131615.237672 -39872.235279 185361.409851 -15557.257454 137880.247005 123748.474620 -122207.682556 -76133.857491 -23973.710662
1060 -171854.714699 172091.265769 194838.908709 109377.918216 115268.006630 -330123.768615 3994.562619 -114088.521439 -6395.298627 58688.559076
1061 -310124.075859 174588.831043 12454.465941 40836.133234 167976.673937 152480.934665 110514.371802 46823.071648 59958.391318 154822.912448
1062 -130124.529140 125197.379223 -13086.747587 48771.701530 171619.909734 -298174.666237 -11128.806437 96575.653692 255393.288860 303948.433599
1063 -152817.360798 56502.914976 -87609.450546 -52252.061760 6674.958902 82257.213551 -27677.450242 91023.674527 -41314.829788 -58257.989259
1064 158341.651153 114267.704134 -38480.684048 125001.241176 44930.511680 74230.913399 215919.203070 11008.927875 212042.432704 62886.344292
1065 -56954.018391 -152643.403146 226069.174189 66635.275983 108093.725327 275260.188958 53368.082803 35227.637264 12164.573721 -66750.992345
1066 52854.047347 125590.845254 93538.670627 11428.776361 47727.583592 63721.963752 187186.839850 -37259.430802 12677.392597 73185.462612
1067 46691.761567 29772.649232 -84302.256941 173870.903265 7084.378632 -71764.128087 70399.289585 46553.884180 -11606.931266 24783.706695
1068 -319500.129599 136374.795049 73211.983616 -77270.636589 33104.797423 -211854.111538 -56139.805827 -84507.726544 87975.013049 -52784.180070
1069 56404.852373 40309.451680 56976.128119 190931.997116 90103.117595 -26465.795902 42184.317645 -83089.532296 65256.140623 -6873.565529
1070 18469.503836 80175.889728 -54503.958643 -31534.024570 -7422.195885 73249.397311 54790.456428 76715.910710 91409.455910 214857.119413
1071 207105.291330 196859.338450 300925.378277 206900.540404 -47503.045414 178496.703522 1986.599751 61414.913128 179610.611849 74117.800784
1072 320610.859031 29788.420097 249934.619977 83189.831815 111642.468204 345213.067860 26681.185579 58055.688766 6251.654030 -13747.276929
1073 -108096.416223 202454.106595 151563.780357 -15940.042304 19151.275492 547448.436556 146263.691019 -19129.321460 80153.086727 -16942.439805
1074 209383.434319 -63695.864045 178804.283854 62872.126627 115737.381894 84577.885857 33837.209527 153685.260044 -29383.199309 115225.200873
1075 220643.036875 6099.674138 179561.444218 173350.911690 -27969.897737 -76537.810372 63852.031929 45093.538714 174437.018249 34786.572585
1076 -133193.363295 75178.650713 111952.136192 -67759.346633 2509.102988 -50492.754156 22079.036786 110727.230101 176074.350921 -108467.495007
1077 253993.485053 131331.517499 -147514.570765 -3317.792374 73895.106734 -23208.795221 -5933.715680 28509.047246 -8104.563421 -87476.061204
1078 86741.305547 247656.607943 122147.878257 155605.606384 35804.644473 66147.933436 158740.926861 -69397.794061 39209.691869 191263.644384
1079 -362992.920852 25283.936603 -153728.224104 12612.717192 -50223.693574 -57929.351399 -63515.910716 67003.029165 65269.912228 87446.813009
1080 13475.777708 69541.881985 -17553.627029 35567.859338 87569.496309 -22943.566476 -66363.633164 38684.094800 -23582.732936 -76693.203015
1081 276132.704587 36170.045406 49925.862276 16061.361157 42246.825439 162076.684139 -125905.623424 -35070.495871 89764.398378 94051.977623
1082 -259726.776903 42277.531163 26130.872605 136201.810919 73251.292831 96921.361344 142162.066915 39507.480526 89520.028856 -15008.414397
1083 391670.690328 -116813.845786 -215529.165845 880.857588 56595.646857 25123.844014 -77427.362418 -44338.104879 10581.104282 123842.495344
1084 -282203.416877 -48706.303773 -65804.820718 15851.321970 8690.967835 216712.369740 71340.142964 52872.580221 164417.093649 24781.103819
1085 -66179.975381 250393.625644 -142254.816645 22524.860252 18403.397759 120827.162958 246163.318035 141745.765186 41452.801236 -15294.839702
1086 207432.203391 78041.210852 85489.726910 -181752.618217 4431.243093 120879.980353 6906.198297 92216.347880 23843.032033 48145.503823
1087 -142242.257620 -85060.873473 64623.322809 136830.502626 19889.112428 -15295.123307 8966.276397 -78439.741619 175342.044589 -8789.945157
1088 201770.623671 290722.361073 -42317.435942 2921.229928 84754.873465 87612.792262 7611.731093 6035.960803 133757.756783 8819.005124
1089 132277.632121 8822.769054 163757.227962 30122.379688 14676.522950 48016.415574 -47970.668022 -62199.599133 99602.957042 -71354.120904
1090 32654.943497 -75399.637854 141420.777440 -105262.745001 55452.745157 -65393.676948 6175.028049 181601.046098 157536.099503 -34769.080084
1091 238147.708421 230293.923554 -22447.320950 -89441.994657 341.646387 -14017.873797 -13201.725303 -9829.524520 170515.048419 -24511.360769
1092 298454.053295 80251.598084 321962.134808 -91642.183268 20987.468428 -31346.752391 -34920.622321 23485.604876 171585.780330 -55640.985123
1093 -40904.783348 -41548.770584 -1149.801602 111461.346920 3843.491400 71415.561337 -46529.652651 96905.704346 -82606.952613 40338.553568
1094 24055.627833 27413.466643 83189.699915 15211.223452 55415.022408 133918.546153 182656.715096 47379.704580 123593.400180 205506.295035
1095 -62861.484535 87551.828828 33500.029982 62179.624863 -59120.338535 60500.583847 144600.540836 103955.887719 70024.402840 140353.574270
1096 109378.733212 218902.601670 120256.790219 -23626.100491 131838.804371 -24495.401498 47840.021067 36490.548603 101596.055371 123660.237579
1097 -327201.105245 -231623.010019 191879.194639 18341.450175 32984.220791 -148218.949667 28981.345756 9211.425619 6279.945012 -87129.369267
1098 154581.790906 -16965.668350 104535.345011 43965.947756 50975.200165 -131239.131816 88199.007192 120336.046077 135455.680478 120573.824002
1099 -44661.161303 186567.966423 172418.033925 -63870.245879 100248.132344 -10506.391717 44268.624553 -28471.178677 196394.685519 49074.289842
1100 28332.083465 229910.209392 -52317.901018 88614.768413 -15053.855488 119041.578697 97055.791053 521.623046 -85100.849539 -33504.273527
1101 90001.396572 71636.093384 386183.354358 78674.782601 146143.283787 277557.113393 10838.870919 157226.337798 70670.320234 103504.226386
1102 -56300.547280 103657.994290 318117.944459 101298.928652 37801.895510 146499.106843 -95896.845074 37775.758695 216539.523502 61053.754907
1103 267525.707561 164089.947505 71981.583366 -66746.104300 19697.545619 -102636.923353 4820.083219 -67507.150666 178288.903383 -1712.778947
1104 415233.537365 68400.170764 68457.545339 -55533.230868 33195.099939 45657.221186 181865.849852 -1145.988075 -47653.889204 61987.494685
1105 39367.769515 51300.114815 -247033.748095 142205.523413 30280.495552 -181086.366271 9970.181735 41786.586214 -2388.747331 97353.087216
1106 -75142.018804 168966.413296 -116114.676043 208085.882482 34286.327409 234356.343894 42536.036292 -45436.284365 -26738.459216 -115651.065049
1107 144452.558933 -13693.978235 234610.739123 62904.750290 -21929.831193 65269.149629 278139.703960 -42387.083792 112888.645166 39847.758688
1108 9227.997199 -33066.485376 25646.016699 73510.589551 12331.349355 -227621.358527 85570.896963 49100.580040 77829.228629 -38135.371973
1109 -396737.863276 17939.227108 143754.089257 48861.784407 -140431.997333 232413.598215 65885.186696 -53516.978571 46300.353269 101347.089963
1110 -39757.892653 64574.895772 -206813.880132 162615.544256 105754.923983 123788.761662 -48408.099536 192442.000042 -11209.925176 191745.143074
1111 -191442.928687 15952.023795 95424.211011 9850.991213 95320.502489 165926.596014 28611.319923 81.786780 161159.086590 71268.279610
1112 118342.651137 72379.200645 40427.937753 59585.293921 20268.525115 21075.379194 -144333.127243 -42363.789362 49064.198162 -101098.329684
1113 80832.325140 45941.534999 -16099.433999 27136.433961 39176.156832 -32253.235170 104870.192479 171039.883525 70310.746320 -45106.383931
1114 115944.153546 51861.874057 -68904.850493 -108059.941482 -7389.988783 105703.126620 -46929.181365 -28337.989399 317189.620176 97079.243415
1115 117132.855010 91608.869495 123380.699807 51523.956054 -61852.767110 148491.373742 226351.028768 -28147.163077 -90338.803725 -62579.171632
1116 82576.780887 -124143.594779 -79153.621436 38933.804887 16828.360339 -206510.619495 83615.560611 45970.899897 73190.359085 194432.966504
1117 177192.297711 81883.501638 9513.833362 -33296.358925 82426.398256 281642.383019 128936.216864 182738.452968 29148.068204 3551.155080
1118 256870.653568 -114156.411056 145927.085277 106440.946056 126798.658536 16109.349589 -45891.070329 61538.069268 176360.672406 100058.961253
1119 -173191.081723 -58473.795026 136674.193299 21786.260720 96244.240536 -83395.212657 72047.120849 -60923.278454 64600.207415 -45623.263974
1120 -56806.585209 61347.586021 135950.272184 -56268.268082 -2989.747770 296954.323208 -125913.772769 -23301.037209 -33383.526906 -254150.316176
1121 310766.366033 216019.421785 298635.057553 -14838.517373 180716.558588 182894.784252 -76310.587745 32838.150165 18594.306488 319371.725126
1122 287222.480110 -203731.831960 150212.647735 24590.589346 27572.156507 125167.929024 -19052.379673 170648.253105 75412.518768 91166.470515
1123 304888.332250 -94919.728002 104147.968995 -5142.161339 29740.918519 33204.988559 -124635.403822 61938.392180 63411.038647 25971.753666
1124 277621.862918 67440.601735 -23266.738880 109931.311446 6401.885021 142652.878716 -47727.380542 -47047.270516 -56109.009293 51123.975161
1125 -26654.595262 135118.405133 -264483.913374 94024.959550 108930.222475 -102827.717460 -132978.102412 -332.214046 -48478.171097 -42772.279167
1126 -62978.200255 261942.652033 195742.894343 124335.908701 -41692.032106 -245248.684215 -10072.154976 -52367.262076 137926.818835 117209.695915
1127 221639.815563 47610.975822 384762.298272 -18509.793347 142424.606097 239199.620647 104036.731309 -47649.671328 108156.847654 -71397.929536
1128 383931.393577 -27127.131114 78005.215204 112209.887291 9498.072047 57028.365617 203780.161905 57191.297843 -107826.545008 -25298.428839
1129 -242796.042173 157231.468483 51103.751493 105576.194130 54699.559952 140170.155266 -47773.424827 83797.219360 92127.577312 83588.585930
1130 94883.202414 50864.486866 -97907.549454 46155.614292 18203.169594 -144185.006376 36720.352878 30641.796311 178447.926572 22080.222761
1131 -180707.764087 -45039.056842 -60679.005538 -27040.693757 -67753.054264 -114736.500707 -50596.413091 -26398.552480 158738.810428 45262.863148
1132 9145.118845 -129318.840737 15099.241070 -66324.656610 117772.115917 92052.579043 -87828.164053 5001.258983 73622.750048 -4513.211889
1133 119213.990883 243187.783559 -34168.673501 126250.628085 -50804.173757 55664.881385 142202.933532 100361.375260 132087.385429 77395.335924
1134 258462.271708 47809.975727 309023.537251 175312.960417 51174.855555 98282.437833 -274.975865 85427.383930 47069.774923 -6015.877621
1135 655001.774590 200906.133722 261808.247708 53574.857345 53256.402252 176169.852174 78923.176330 71451.038833 -12014.498292 15997.014068
1136 -24706.044603 -39034.135735 182587.772002 80323.260882 11737.796664 -63786.642154 -14835.505447 -60066.562056 -8037.262329 12112.809183
1137 26374.994615 -35888.920804 313603.398172 46356.996588 175080.209058 225091.119570 77072.895584 -25657.940789 -16944.924312 -38061.882099
1138 371662.538546 -15984.527170 -169789.219685 61544.938778 49180.295288 -96388.765498 -42814.263490 48622.711426 48482.009541 107637.223670
1139 107958.931298 117761.006623 306919.993187 115482.507692 198398.195181 81440.452800 4600.712207 78225.093563 -18239.556978 -9436.391041
1140 32043.432531 69646.688000 44163.984966 98787.836786 -17608.918666 292232.333993 180971.276813 -59262.587081 265656.841554 4329.193539
1141 386517.804779 157564.483063 255828.703354 62780.402017 32062.294615 7630.454636 109856.871236 174981.832927 92084.028868 201155.192178
1142 -26831.796043 -103868.796490 161609.874339 21216.695450 -101582.620222 79384.397749 -27194.175030 -55301.564525 8048.823635 -64953.807804
1143 42820.365203 -161545.229082 163384.709143 110449.581173 61157.933733 317941.284349 -120176.662518 -70695.308746 -6893.043236 72592.548194
1144 17543.372109 27462.279934 101308.993945 20183.909104 43059.916136 56621.860983 107213.977392 -101565.983958 146288.466215 -328.802964
1145 99171.232358 12799.608653 -163042.759866 -20926.094696 134119.466810 122408.589466 70809.183565 74371.835833 100054.887725 89970.532396
1146 83936.633013 -64153.593207 -100546.737686 85623.040636 110713.315867 388028.038922 -33984.676324 76141.969676 123957.137001 -24319.333155
1147 272689.588298 52920.259121 -205083.304358 77855.823415 126311.633637 97640.910773 160813.846595 6615.664500 21345.352639 86622.368335
1148 -297732.220544 64056.639019 146265.621096 269778.348964 96755.595577 51497.019910 -108807.220117 -46211.081705 51814.398266 101119.470306
1149 -111744.917464 -36290.605119 -44559.414416 125454.991089 22683.420703 343571.475190 -156475.539774 72365.103337 91067.578646 28543.448367
1150 -492301.114437 59517.123066 5707.559160 -50149.456977 108762.154456 -218192.757182 -1853.270675 2495.367799 180272.216365 258370.588871
1151 7150.326534 276685.086046 -15282.673292 26799.971836 145793.536541 331231.693071 17928.371454 -8618.729650 380.379835 33934.722054
1152 -149861.067372 18281.181367 183481.761436 20634.475827 114963.684022 173515.832076 88394.598420 -39882.683655 86569.556331 22949.005052
1153 -131116.104654 59385.926199 49921.867511 96547.756739 173437.181860 148970.891941 53437.096158 -40336.849432 58685.967721 89784.890668
1154 -18264.204254 90337.493995 -68452.120172 71231.259933 -20198.040573 100204.160650 55045.790599 -77361.972834 122925.908945 132619.623712
1155 76524.897020 211005.559040 143098.696236 20855.450175 61026.612204 177939.653356 -60170.345936 -125132.487780 3715.439285 -27363.806287
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1157 67546.939087 60393.812078 -83227.333351 49390.368273 43412.348275 99578.348493 -12268.313391 150030.500930 96245.148682 208700.449402
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1215 175645.369879 5590.407986 117836.809008 83512.944948 2102.360308 12672.957686 -29799.185187 15477.303665 55853.724553 194414.855682
1216 23356.438600 95931.243379 143216.690684 85663.772350 106058.618776 8348.891106 176159.488505 -8732.388286 -30882.073820 65886.227987
1217 267789.729316 35327.888474 -12597.545315 2691.303123 -15223.934579 182374.570045 -108789.343058 -22567.427773 -154287.845158 144992.507032
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1224 82445.526765 82090.750280 110927.180311 47090.776123 -18059.061875 113684.058130 9015.473049 -2077.797360 48007.997785 182814.165669
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1228 29119.833303 60217.656673 159421.182698 139376.498633 57876.128358 14596.994665 150194.512334 75254.575815 82498.823400 133911.960817
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1238 433171.096998 44309.743453 144687.360431 96482.058031 45598.450625 105680.535700 248505.869121 -8484.869644 71350.357612 131887.843859
1239 140672.882334 113488.224640 129896.773689 190591.730039 215301.537844 -161173.324270 29062.342363 -20919.071713 2458.891845 277707.121341
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1241 -381443.848406 161426.295409 -107926.085594 15187.317746 -26695.118555 40144.445679 91011.550299 38871.646849 -67092.448896 256638.618596
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1245 303018.040654 27374.843668 370752.997171 163884.031062 2454.847696 73082.108918 -34631.347417 122447.377415 -126972.362541 150500.295238
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1249 409551.628280 53438.702285 48744.930025 52032.255524 57763.676532 177312.903226 -112831.042786 1632.680818 9919.132385 30327.473545
1250 -261925.256476 59399.784277 9845.772880 103015.719792 637.275035 110153.941228 -22015.898300 11973.893641 21142.407654 146215.049167
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1252 -8448.885967 162333.278034 11716.368443 31697.177306 -119880.529038 277706.955155 131415.684774 67923.618434 197739.864153 52977.218057
1253 282209.905396 314130.061177 142014.326757 145043.318423 15615.233599 101958.118226 -141733.491074 87477.103678 -19263.638335 3775.487877
1254 -225044.146286 -37233.520453 -25242.040337 115704.253223 49344.534750 282940.825306 -183573.057469 145774.382197 203083.370847 2680.555460
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1256 5186.751833 -3633.851676 157021.182942 87469.602626 50553.271211 -85601.452564 17319.910293 86370.907389 204858.327583 172499.096903
1257 131442.067503 74522.867798 112863.231934 103007.389203 -15985.271516 -176813.019857 -171471.623921 121509.211758 142484.098203 149845.803430
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1259 -130195.680139 82090.115035 149209.099509 21524.261987 57240.352652 245020.262137 51553.164614 77325.496840 73849.284730 -38962.653979
1260 125415.632735 40637.456317 86057.231150 51183.237955 77705.350360 -111678.510111 144452.668334 15958.610328 110373.351142 144411.224785
1261 -38306.665754 -217668.105098 179823.060167 80655.136264 47558.728382 -173955.269601 -158131.242903 51312.482829 -105973.340403 91060.912399
1262 60334.381760 48692.155644 35818.025270 -92476.216538 152273.037484 265781.446071 271246.925432 -5250.279469 77303.166578 109252.482214
1263 126114.451336 254057.141997 27008.211609 41718.558750 44058.612433 107848.918595 67118.518072 -42376.226032 44210.411459 -100706.979914
1264 -300346.867586 208603.436849 -181509.542802 141099.540803 51691.729078 245780.332616 389146.530408 -31088.132803 21701.041757 9020.694036
1265 94022.395154 18679.526180 -51786.350122 98824.794867 18636.924695 -14270.789146 -58167.660422 -171010.363920 22056.591343 168309.036913
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1269 -468533.157801 256624.273254 97708.054282 -58864.109829 38148.860354 128013.484026 106988.827053 -506.689579 197807.218422 219192.781829
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1277 88709.431750 39301.862550 -93506.900167 68821.839027 103125.657466 48312.538288 186616.440706 85774.117818 164298.070238 131938.982527
1278 815073.246537 -86671.636779 -376620.076758 40094.185325 55059.906333 148885.870995 134030.092905 -107769.611930 69811.274095 69856.566466
1279 -2064.759333 -55229.981861 3429.419424 2425.809973 1287.650934 -188759.904768 -79258.347680 -42986.206438 144263.942397 114543.500400
1280 177120.883388 -9627.939655 129670.757349 -80011.703821 -2562.477114 409538.122780 126518.801980 172014.892059 45760.932599 145713.138485
1281 -125159.810480 62922.912295 164289.891309 112184.575153 34533.815973 112294.087740 -3391.250088 75960.304593 5776.913435 -14544.362448
1282 29929.544138 179220.246896 -32439.597666 211376.876132 93379.845847 203035.765627 117003.851865 269133.309614 112321.716189 39095.363158
1283 -78623.365452 42064.125074 -145494.540184 138250.952070 3215.448555 -55207.153022 -8276.242792 84914.425590 119622.610344 -98974.728499
1284 -62913.099464 -18504.462579 118650.068242 17348.776945 60086.206683 -278821.687307 6193.843421 39820.417687 57516.342439 315259.220971
1285 41896.297088 -49121.515878 -223534.491845 -31134.506747 30752.859651 292438.925479 144197.595168 -12346.989411 143311.887041 278209.799443
1286 -24115.979485 -110942.246485 -60991.837524 44704.763368 -16818.855752 -187662.842348 149082.482680 -42570.289086 160963.453317 85439.057049
1287 256414.670070 13711.918421 50407.483571 42019.198065 60720.173286 248370.812275 18447.126238 23633.316608 119778.086803 64094.596484
1288 -59523.064386 42312.181087 -46573.423676 104153.796528 119292.355169 349044.003037 -21328.999789 -112691.677656 -141646.776088 -25926.025098
1289 -246846.946728 -17428.747746 -241771.100214 67786.190719 65165.809811 384891.597425 25961.512831 -6687.240365 115081.050689 106452.964428
1290 -120862.663933 49172.977537 -114295.182981 60558.997585 7933.903018 70190.161092 272568.129109 54962.215556 -17868.977560 130329.000574
1291 24173.101785 153196.400420 94851.682926 -26284.327713 94569.822049 240988.151027 84952.532443 12694.222506 102252.768859 208911.593868
1292 28837.849143 62155.099665 -75704.067918 42046.518671 10579.781018 71830.269925 96203.981346 -16882.726929 -26184.597246 134447.427830
1293 414506.878519 103380.933787 74484.565710 49899.125745 -17233.628803 -129963.964480 40258.136722 34359.681458 64658.988201 48586.018386
1294 -322433.458837 140627.103115 205260.329768 -15231.371781 25838.271108 -117065.254023 -74683.475847 129968.190439 109100.765681 117449.174860
1295 50715.307803 83460.502946 -142940.436616 18245.486878 81477.382703 175302.062676 66065.489723 -32410.151247 47964.250875 134971.612421
1296 -158871.588438 76837.704628 286745.445538 30123.673405 30087.443274 -11631.993010 56445.000571 37344.642427 30516.313952 88645.263891
1297 157930.116813 89364.494223 3811.962168 -26257.854897 -17818.593722 107745.296773 -238975.266135 -28087.425241 -55724.205325 139746.631254
1298 6722.359922 199297.275172 -19935.534724 -19810.626901 90223.800217 55477.506427 20214.473901 17767.782060 235193.397316 172556.373236
1299 252699.268324 36508.662602 -254241.857519 -18227.908197 126067.623277 58450.047040 47791.634923 76785.466330 41117.972167 133782.210920
1300 87922.302150 -37267.124192 46768.931696 3302.498950 -17403.640365 -238896.933753 28564.997608 68241.670162 106069.476528 -15738.652640
1301 155303.881799 71541.017293 151017.030968 -50882.610133 63944.891946 102787.808277 113309.495781 66908.180511 -21080.057468 51145.889135
1302 -251161.896446 168784.777688 -211329.766776 64346.559527 -8910.719756 2966.854480 -22832.789115 113350.294665 41027.777952 174492.474244
1303 57331.957450 71806.336546 358655.154984 43277.312374 -60798.498081 81382.847457 -23643.514661 -206207.283385 91510.674400 328723.996537
1304 -58666.470334 28465.164350 139459.153757 159939.895976 39795.179120 -45496.980372 11171.199452 78436.145923 -91747.319713 78237.284750
1305 -316669.146671 104130.249957 -69686.975997 -132371.499222 47096.323303 52696.995596 44208.052092 201134.202619 44387.940077 289322.371360
1306 128557.525998 62489.942747 27058.417040 -68106.627673 -6374.325168 275237.363769 80689.287523 162131.337822 -16478.786979 68508.206850
1307 -81700.928753 -11969.973589 -30266.806787 -87792.098698 68721.807732 302468.406872 123415.688329 60070.666404 -6280.087825 -70208.029937
1308 172208.118142 138397.807295 -45983.271844 29280.597636 161803.645738 117284.167989 104196.907091 96691.952679 -147577.115700 188160.046515
1309 26427.130093 -62265.035877 218112.960917 142302.771464 -23201.557655 -175225.108243 51197.103629 -145640.486969 -32084.077922 -54109.083868
1310 85836.351689 69852.915944 115181.306025 42392.937720 26845.213265 156842.831066 98468.453909 33437.180020 45861.167455 166213.732200
1311 -109046.376662 -21235.999214 -97208.543051 110849.849114 4599.198215 138155.494555 134321.147943 159232.694111 88652.969534 -46961.788185
1312 239412.757529 119245.329925 -71367.448458 92156.592942 90138.207685 301721.694946 198305.294452 -41502.805570 278561.868145 8250.447630
1313 -107440.799326 44289.779110 -120875.682079 76564.740708 182651.570830 -21000.364607 24503.655677 -131242.258210 11713.821543 150447.233384
1314 -50742.654958 208193.192316 74152.566214 24642.745354 72208.412477 83367.538909 58916.591054 885.342000 -21670.096562 117865.287692
1315 -82448.033855 66966.321551 347313.333450 138292.713028 128248.943361 -27359.008976 53098.509592 4103.370613 149173.385996 6502.504683
1316 192545.618963 120572.983675 129986.584599 124712.762329 -35960.843006 -85299.627144 -39599.388702 36603.922920 256.080995 61066.347716
1317 -9903.068203 48600.066964 82693.929790 73592.314640 -28219.854665 -113896.409513 16229.175959 -50510.752416 -116174.303162 199306.764249
1318 -20650.563018 58701.742674 -7788.123412 72249.264600 -30291.051512 256690.928339 53214.537784 51252.637246 52644.382765 123652.687603
1319 280519.217279 166754.132278 -120098.919818 101977.667439 131829.746523 -34155.637905 57795.995735 -77239.601723 28194.996944 129020.601190
1320 268567.024099 57778.856258 112105.060908 -67893.538172 94686.575621 -106146.892300 10853.976020 16034.221250 236935.828217 174838.609905
1321 246430.627408 -13037.937948 -86447.603906 143384.210613 228150.992294 185927.957579 96542.045097 103198.619510 -30765.988864 38683.311612
1322 398957.691029 9908.786012 193412.336039 -5800.725944 29166.093296 4530.719891 149837.549833 45827.467577 11593.552562 163905.551938
1323 -33163.207826 181425.713177 62286.578470 -104508.105032 -36686.254083 255353.445734 41643.851274 -8288.071785 21660.271679 126026.367464
1324 -184450.072609 -15350.817578 105476.000141 143908.600970 159229.473812 112779.177016 92724.024040 -54869.191783 145877.590284 145011.843706
1325 -15656.599086 -57338.233210 48785.132779 52795.931558 15457.867082 411600.581459 -80731.378579 -6946.249259 112893.311571 282414.325467
1326 296623.992343 -32055.973290 126894.262792 73891.399377 -75528.195416 247625.352228 -86700.298258 13798.295641 165983.845745 273338.125997
1327 55254.686123 173707.587936 205428.220409 62679.111291 106915.955291 148025.884185 -52084.200640 150019.913443 57951.936363 -53141.277670
1328 -37707.411851 150129.794871 -98991.584606 141136.664941 31501.107322 -35314.713364 -53389.886202 -16696.456887 -514.140711 171273.902873
1329 154898.114186 54277.647158 -129432.154487 57400.151583 -92415.737315 334931.434015 170907.726602 -39142.551971 182280.139742 -63041.930990
1330 165865.967809 103907.264634 -28686.481120 3098.148010 34873.104544 435544.259163 14406.971688 133737.601647 3278.410010 -19413.164742
1331 200575.244045 30933.239014 3826.323890 59345.427343 261953.996303 304971.983924 6217.328742 45262.611969 858.444047 209403.773609
1332 -229308.033727 11816.347706 -9638.011308 132756.370081 -924.904369 -111452.365824 -43442.295309 -74921.196855 68915.017177 -65545.942857
1333 121125.794679 169566.304125 148828.197521 67114.814908 -47868.497877 273438.746662 -78976.462175 -38709.825872 163671.820131 180561.537256
1334 236518.406057 -97936.713824 48144.840856 -5432.871513 75468.178437 174216.097011 33675.295097 -78995.225847 -58194.140142 289789.902947
1335 193013.211867 87926.589318 42279.310391 181050.627409 78682.198589 81518.867756 54590.702869 112330.941017 116491.364029 141445.285793
1336 195176.099225 31527.808919 -141441.711992 147392.940077 -52108.280396 88170.178136 44677.309811 88998.120197 43959.644864 15715.716574
1337 -97445.307905 160528.693203 165617.080132 4186.428517 82023.252758 282596.370666 -96652.517435 -210800.551868 330193.212487 -14328.203901
1338 -201467.919348 99344.369164 -201548.899180 58369.494138 262262.288367 -59139.184163 40144.628843 64572.909030 161396.721977 -10388.265904
1339 9152.405083 19172.027637 74835.352696 103897.033798 -21760.899415 42906.199715 138889.651427 14166.597290 -2588.480062 183919.243732
1340 9504.089591 143505.059982 162908.699825 183905.435334 -95362.159189 174748.858489 38229.395232 29152.435092 27900.824562 -4736.997390
1341 -97129.070163 -85037.722544 303958.948715 60354.876924 5046.471181 126841.378645 -6084.061146 -25333.041382 203799.568647 -23774.262908
1342 126426.707421 206801.426834 488129.228371 2267.165089 85363.238713 202702.524344 -27314.724593 -61835.213606 56332.019804 32906.652971
1343 -8351.939971 21085.008310 296787.293830 98109.696652 35959.871873 355511.894729 -71311.932458 -86713.307499 135390.672880 35943.491360
1344 -107659.743913 -59872.454910 96604.669052 -82313.741543 111814.663060 -42058.838814 109611.704732 -45863.149761 -50830.473863 60301.736677
1345 28644.555514 -198534.201421 175626.675995 34386.115356 88585.837669 159591.527435 109588.191557 38822.755989 115044.115884 24420.252514
1346 68735.188403 96933.901018 64449.061065 91821.342972 93843.160547 -48856.439865 -21293.451391 -9505.043190 -17949.153742 78771.023033
1347 235577.533258 -16170.126564 156792.085112 36826.448546 34682.727746 -23538.928681 156827.350475 -105275.781958 112920.215737 105858.201231
1348 362203.873405 74241.017771 66232.074447 -43807.039263 18713.547099 -86869.464306 73727.904175 39073.709461 165055.477520 122282.800584
1349 205544.805641 56754.591576 -5507.205706 38914.815854 65246.399452 168732.422516 -158837.978499 -147285.268949 140340.712062 289410.006789
1350 -80934.670927 110551.065370 122436.501532 -19533.314083 111387.482102 323467.083621 49664.953081 -92051.694774 131427.450518 246531.153327
1351 -6899.436283 26404.836883 166686.602030 -46981.224602 58538.439831 -45762.055551 72820.625294 -103894.698976 77561.962569 138838.754540
1352 85941.186382 80218.041608 7679.767380 92847.184424 88346.751414 -164086.031206 -40719.739988 110068.855197 187342.810389 209233.674607
1353 147560.960348 29658.460569 84860.958377 75592.583243 -13350.151282 176215.585846 54452.666599 25073.471394 -54966.690857 73053.747856
1354 -35397.225921 26805.204832 -77105.034951 64354.694672 -28327.133298 -87830.393927 64437.776451 -26460.753202 8799.519548 174528.443359
1355 -239031.136724 169222.253095 61398.683923 36251.867430 52757.755556 119187.508712 54866.658295 -31771.430451 123351.356452 116007.611845
1356 -180156.046045 -70988.510602 242821.882970 61400.166539 36842.446598 -165179.744740 -18390.030683 47223.103782 49685.377835 222721.979515
1357 237028.168398 175767.656946 91433.385246 -8489.461155 191760.046825 -2107.586500 178224.986885 -9105.858646 126397.529657 102136.875389
1358 -83880.627635 58200.635500 122849.272833 64749.487994 116019.565487 56164.692493 -3118.786645 16381.420858 -60789.919125 147954.559315
1359 -99996.674606 -55573.988112 62337.022823 259610.364197 -21326.073363 178892.702235 -68513.909554 49345.862443 68906.763459 20953.693554
1360 15741.701676 -18811.453966 264973.239020 -78526.374953 -39108.050963 85167.607102 -16962.217765 82028.179724 -89711.283267 153165.039778
1361 -321237.451332 112376.352074 156013.264543 17460.735026 83204.945010 5291.718416 70811.539124 15548.729958 11047.930068 -30127.284598
1362 1544.080041 149408.203639 201690.824622 28668.783285 61389.502030 -52119.673449 3577.870025 8014.071585 67503.077165 161123.298371
1363 76993.523292 -5505.762196 37986.850644 43493.839067 52377.781654 98892.487804 -77688.083933 117747.398845 180588.282532 -256091.712829
1364 -83584.986846 90026.341156 -12484.502928 65675.663446 21207.660069 -58912.315482 49857.017258 116386.373337 -63761.533132 330005.897809
1365 273055.552657 224321.056102 -105273.413949 25333.375805 86485.560200 176393.710538 191840.304697 102182.982754 162163.768283 118799.265342
1366 -175885.901886 44630.180300 76136.851874 60049.456687 115696.471581 -10833.018348 215204.913298 -66682.175057 39612.863399 105836.537651
1367 26212.773198 9464.846856 108471.703755 -36895.670477 17837.300308 26555.154455 -78348.959301 132792.853535 10703.002259 75782.054940
1368 77553.253193 162401.697219 55604.914355 13432.700628 61817.251535 150783.549347 130012.343150 22154.462598 146545.701829 -71464.732746
1369 302708.878892 52945.338937 -17886.932095 131842.579654 36130.556610 59690.200467 57133.027044 76191.938709 168078.727652 -53566.442534
1370 14113.153057 213139.378485 -376275.972146 115113.923120 9555.749926 -155585.456035 173381.441889 -38322.515373 142150.511820 244442.646183
1371 161592.487664 69945.457610 258286.777221 76075.847151 37415.584708 -8851.723894 -23158.303354 -12133.306199 -25929.747133 40429.512936
1372 231543.654988 36144.118567 -221524.382816 -6672.818169 -55592.208301 -32334.563908 -15016.969418 -11298.904660 54006.238310 27136.130799
1373 247794.143229 52588.417868 -100432.276711 71979.589204 110830.540837 254099.231591 133299.483331 22240.900373 99395.910905 187570.662229
1374 211673.837351 -16360.661236 164338.544928 29156.625622 50914.725575 240329.297719 78325.850454 -48182.720056 237976.029288 272277.378066
1375 281634.632639 -94435.956699 25127.861998 95979.988049 51097.068123 -40089.282033 -43863.275913 13933.975295 2028.503200 -11715.798397
1376 294607.125190 -74017.435415 -124612.817443 87649.669802 146118.982349 -186819.729424 128144.061643 -141670.752019 71083.002508 72232.406980
1377 94257.328391 104995.568469 -142943.962215 76838.169121 101533.675848 -47669.181478 9021.709349 -5064.989691 -89262.593360 -131315.648636
1378 293768.247512 -19949.779604 -205771.418596 33839.796209 -131828.191022 84122.667711 -106111.481452 106565.626931 141050.992617 191502.389048
1379 348016.510413 -38924.591416 -210939.481783 27865.512602 83248.806374 111690.218132 13334.700979 -26403.496334 106257.828657 33175.955831
1380 -17927.199190 118088.044883 167122.435490 157731.481604 122448.576481 163792.539968 -136006.815877 -10298.108647 -24116.472287 176797.563060
1381 -89719.166464 -25449.888807 149907.854774 132135.939121 88190.315799 -57636.459104 31108.659311 -81479.420981 127628.713920 97810.213665
1382 -241790.371799 90048.871367 -149730.247201 20224.427977 -382.870446 -14267.659789 -25445.751184 86743.722155 184607.863957 205463.053488
1383 190403.975960 166373.430360 -18440.770009 -45717.062595 76658.299790 52658.855475 93854.310069 111603.433049 44173.938474 118335.585248
1384 -190847.318740 54681.793877 -34248.456897 102320.447093 99204.397834 -17701.841758 113903.410260 -125960.979282 88295.079178 -177661.624380
1385 120547.077971 -3754.911529 60076.502599 56066.952007 -91697.117583 -345046.444943 -109415.264483 -6171.545313 59417.258915 133900.946481
1386 324018.080556 165654.844541 -43405.474188 123892.629382 17233.475403 -162731.988069 108376.616117 8844.666104 -62787.331943 -94379.026418
1387 41551.984058 83583.531789 95501.471823 -6775.222494 62107.272965 189926.856672 135451.604713 36101.803077 143095.855170 10641.982253
1388 -437726.869205 146951.652167 215369.128019 111057.648975 80764.232042 165951.440175 294631.997886 37441.169542 -1458.039624 -15471.282583
1389 98156.394453 189349.430545 269354.373845 80592.472903 30577.277327 -120495.431350 47618.987574 43014.227408 231124.106923 24590.998353
1390 -263430.654397 217405.421780 238658.958020 24858.986183 153557.107954 316589.595897 7992.404858 130844.782524 159772.439909 201981.109619
1391 -4465.075246 148453.093626 -128665.250046 -17791.716357 7955.836437 -27218.629211 216339.866157 118522.482023 56119.069894 24549.828054
1392 109521.521882 140750.458195 38311.793009 69875.564105 53925.657826 509020.683527 13713.845287 -86389.245277 31091.945562 -65170.058233
1393 -19328.928552 -23142.798939 -28324.191447 -40632.992532 16846.117831 -69829.062597 -33629.346891 130845.651583 -16269.245759 -70810.507716
1394 173721.641940 154895.087457 -42703.218846 23167.924069 90322.904568 190032.842761 167754.083389 16008.737959 354923.535000 51143.062241
1395 310208.866650 2725.141784 -28663.404663 107807.109505 18971.641400 36255.737307 289090.358216 106187.467210 29891.942810 326584.557955
1396 285921.466703 -7979.482871 205413.859545 5854.637005 -9615.263100 245328.700933 165920.197009 -47786.709504 59114.300130 216685.156882
1397 -52643.170937 61018.067507 -31700.619684 -160468.724976 155308.217137 -81070.266350 40260.818825 -119111.893817 138373.093754 -161999.264724
1398 -266595.465689 172167.170777 -44112.367663 -70472.364742 122732.261435 153308.268541 -68545.715400 -4119.793618 -25129.877224 75345.367111
1399 309737.667251 236047.336741 67876.151569 32668.485118 102930.004992 98141.309656 -11219.087978 -7407.743393 25902.669357 136396.968675
1400 -107104.286483 251442.807086 11467.708079 31778.532755 34711.856889 294707.688209 66646.064251 7346.160192 52704.317109 212418.529248
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1426 117988.360243 151513.031350 24928.833722 153681.237039 136608.201735 -89865.621431 -1449.379596 132940.169920 97938.049498 606.633637
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1451 302242.491858 132688.653802 197724.788281 -125255.182130 21787.112871 337813.917467 -23448.305744 46846.324344 -13434.748705 162041.013961
1452 350875.113636 74008.319143 103144.045909 113552.034118 120436.856418 104076.834175 -150888.456708 72399.481794 95624.038946 16771.607053
1453 -108399.121498 -38865.056675 145441.694262 62408.120944 -48425.506666 140318.224527 -55250.423930 2421.436802 56874.900146 37663.786390
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1457 208269.522602 116903.509978 -47409.597385 65274.047772 100643.368857 336174.529662 -100666.767468 128136.216441 29260.204329 32762.212768
1458 127396.144335 57360.654179 3129.870517 -8655.357515 14528.778775 263378.973814 98121.673077 50592.009697 90329.832886 123902.001082
1459 -18926.539466 153090.010734 -214153.794024 37809.898502 75859.312774 130090.406223 -22609.860863 692.889273 27380.170066 278835.224515
1460 102158.027355 -149485.356687 176772.290838 -25398.902333 45242.482059 -54102.194337 40763.197898 -18414.176261 42105.004399 -191725.227107
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1463 18403.097429 65880.898399 -45799.299436 76452.843141 15706.289031 317881.925205 -24488.424990 48758.873420 42084.250283 219746.438867
1464 251063.934606 151600.431150 97232.950646 133789.805309 62641.061110 191052.533179 127251.103013 -42925.394148 178452.161010 163904.714481
1465 72196.251457 209391.408797 300056.226372 63257.744287 77850.628052 98635.006883 -3837.650606 125525.866568 -68210.916206 233844.720013
1466 149255.328990 -11098.125485 151155.505927 119894.936896 60253.639256 -39827.553701 54482.682326 12414.524606 242991.898331 201192.289235
1467 214392.868416 138135.884457 98524.481975 45147.038811 -10769.814695 270420.457825 -170899.199543 -55589.041492 93144.476895 116449.603563
1468 289429.671692 -179537.837230 -24050.969672 36031.373720 132252.504058 69686.963921 -50633.917662 61776.120001 179422.786360 -23259.301532
1469 -99045.693420 -205441.648560 61517.397413 57253.954025 30904.071588 290648.126705 185210.039625 10818.832195 -89682.806570 51135.771832
1470 47050.327309 -1826.693812 189187.736835 198709.549079 167844.752088 55614.196471 -22580.923463 87354.376645 -78425.142341 174195.904867
1471 111842.791974 -90516.326105 38178.954016 -37098.761502 34965.666934 305684.605816 -136202.361033 25852.798252 -19813.031464 94998.252099
1472 -272848.762083 -6461.807088 137588.528453 35902.853097 -22229.754116 -6187.478961 125068.614994 101698.950197 33193.698525 230865.498953
1473 52642.081013 195002.661227 180433.161695 109635.512894 -82410.441327 104894.686792 264775.049266 23087.750928 14224.649923 208268.702325
1474 -61266.751433 -30702.968018 -19242.772709 11444.567443 40837.950946 66704.335403 63404.672638 810.729257 -60854.125262 143350.851334
1475 15115.607622 178473.398354 -13167.647191 49783.006134 134439.002052 3416.877536 47967.754349 47988.032690 -50289.665182 -34440.197786
1476 409966.599514 -145655.523451 -39368.775381 126039.682316 127111.626941 -95604.802646 122109.852560 35866.916530 101929.221330 81210.587512
1477 -48936.066959 -6861.738612 39332.154251 -48230.968039 65713.359684 -88245.248665 12366.709391 -5539.598393 129395.373670 16677.118391
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1479 342230.475932 82409.303987 -194453.227443 12676.757838 -33589.459464 -23648.667119 62144.406557 102950.275320 -10077.964071 250702.927187
1480 -79541.186837 3059.552251 -106825.737001 92543.903906 81143.684941 -190198.455294 274612.787082 79502.381611 52457.126415 400767.004551
1481 244548.417315 78689.337300 -203403.398832 36606.115949 13826.191156 113214.073506 312655.371337 -12604.591866 9406.043666 68404.086018
1482 -82968.287395 -48429.170066 40078.061583 32560.103522 163838.755068 99470.873744 -25121.259797 -107263.669824 44699.265574 20541.011356
1483 -302879.690088 90786.105537 30456.962609 -23309.525134 8867.730403 384039.910901 6529.027673 -43330.417115 224655.601446 59206.328523
1484 302513.790099 163184.730134 54423.048087 84789.352378 40076.926425 43774.597598 61160.333417 -149832.674768 36595.022110 171094.618789
1485 383696.079665 112090.485238 -76333.444644 -91180.011693 -21023.404071 38667.305181 100904.914413 -39344.062948 28687.402747 144371.280301
1486 253511.046033 -186708.867519 -114373.110749 94445.850321 87353.323538 256892.751103 66562.584347 -67164.864322 -21203.694277 204567.018449
1487 223939.670917 57491.199984 115079.857110 118690.211505 110089.059699 197036.162109 140006.052595 16298.377901 9536.193316 76539.441024
1488 -66806.073164 7479.924057 -6036.868788 70198.526664 82568.969167 98070.056643 115653.988409 -3443.374856 179155.439112 140426.617653
1489 119857.659632 128310.738808 187770.677835 55523.438883 87173.260707 148199.348071 -43808.106462 68369.361784 33735.461624 242314.401085
1490 332108.205616 26986.198986 4805.665719 109385.610512 45465.044042 65021.559583 152180.362673 -85261.001791 16155.203862 83728.991813
1491 243847.102460 -75697.363658 192266.136789 -23708.489594 -86249.327951 333816.923864 -156081.959365 143026.502718 96532.267493 68753.070102
1492 -113470.125673 1356.111773 -41753.251199 110647.612562 -15693.662442 -6278.179066 43638.356699 158546.051986 12487.496686 111148.684600
1493 -23140.492439 154692.023810 -106012.073137 71.128891 106517.938650 -16864.215613 239153.776638 30880.780156 146200.067842 169550.702925
1494 179112.919704 239026.103792 96505.797147 335808.802032 -6791.524328 461323.449972 18092.432462 -27768.394864 137949.839432 176385.379272
1495 243815.496663 21591.491377 115719.405741 59629.393388 -81146.781248 208998.996762 52430.992259 117970.933527 -40847.040846 31625.329622
1496 105546.517627 42025.029232 -54227.868370 17507.852808 9943.181023 26562.846419 109776.810449 51297.228409 108357.304842 175938.366249
1497 459972.480811 10784.935789 50008.493090 104699.354035 -74007.220702 -3262.580884 53226.976358 42490.124508 117625.727435 113042.559417
1498 -304665.763142 22.165288 120491.319388 170735.721206 129969.558128 95332.983453 65209.745611 9571.999237 132629.369612 15744.597274
1499 262925.608179 100504.641602 47186.819078 95519.583214 150283.474964 -76460.733189 -27693.392745 -44403.921012 -58292.890765 99515.664955
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1501 77956.240736 77373.106947 161846.349718 -25939.099830 -102777.145897 -67365.338551 -169098.466623 63335.786466 12316.161649 206139.214270
1502 108456.444114 10590.779313 102892.775356 225498.135892 -51589.473107 278533.691764 177159.441814 39585.202937 117930.811959 4396.976258
1503 -47613.887531 71360.674081 -103639.913845 150604.581810 117089.831270 141103.692380 168371.434800 73563.145668 138401.017616 219001.188744
1504 272065.790793 48627.557694 -125410.286885 90141.601189 38563.657545 -253698.106057 -50470.630178 123939.633794 129337.864487 -28650.714871
1505 -231247.164219 87972.738018 120708.371894 4552.393205 33859.336153 -44708.845300 -48545.803856 26910.977248 35570.581641 213404.978897
1506 215597.533014 -14865.112603 88504.452677 60312.383981 137114.565879 -8483.953067 328207.667045 29757.420855 -48386.122390 57729.610762
1507 489411.801922 212936.483933 -234706.522521 127733.583416 -35542.411128 -38360.492752 39567.121883 195320.350981 221665.959636 -10541.250352
1508 26043.994533 46136.140490 265945.671411 93418.394962 80328.916054 281563.948288 -94970.769196 15043.533287 -16477.144157 202688.626540
1509 -85791.858837 60911.188193 -377801.729318 126452.965954 159589.489681 147094.925774 -25726.916882 -192399.068122 25527.690815 103642.651304
1510 -83358.426693 76004.838286 -140929.868069 47653.813208 116990.354223 280206.153548 199577.587154 170803.120376 12311.562452 39128.950082
1511 -66091.539414 85713.127795 -103433.284589 23618.663609 68246.248308 20175.410363 -13362.931033 11377.921378 148713.919105 19527.384594
1512 -146083.737326 -117814.048003 81021.976393 110279.932139 151500.662774 5661.151262 208036.023590 95041.808865 318682.719868 181526.200000
1513 -231867.114487 64960.253580 86875.482087 -105902.571471 -112105.210546 354670.423140 117094.335655 108007.382538 -112571.551005 106344.596930
1514 -223408.322981 -15089.113385 581.446397 6403.829567 133969.553722 -113949.946585 -100666.350072 88678.238407 64871.931915 -75296.176562
1515 131647.064440 70883.367216 -67930.481197 -52335.746779 116794.082962 237617.367818 -10771.957864 54140.215911 53726.286426 98199.658494
1516 29644.186872 87388.089477 62195.816691 -25869.292491 107550.594508 187080.923781 -22394.757230 92315.004315 36842.543586 228344.508443
1517 -13726.908408 28972.284142 29379.921077 28768.379255 27413.521444 91162.001933 23621.839084 40597.293542 161251.844299 -89278.709462
1518 94396.652024 33254.278816 5268.153099 71585.228686 32525.967533 80773.007310 -147380.929643 59160.467137 161815.173700 -104845.229311
1519 218984.507531 51344.759333 -30725.840904 -26315.908820 143454.601518 129410.921293 189120.808006 43872.962045 51529.474716 -14674.898445
1520 -175328.023773 111476.526796 -176551.813996 49002.334748 14606.702758 173509.827502 184017.207110 33145.164338 62665.060098 25210.296977
1521 7290.410988 294076.659228 -149137.329959 60125.371801 20372.883785 -88467.001586 14012.611984 77367.674532 145578.083493 203523.120312
1522 -132786.269090 191477.906508 -24891.091112 137648.076790 37026.956449 -91189.653168 64110.938910 -43129.161843 54975.795433 7761.266103
1523 -130924.348155 -5183.225921 322689.541504 118745.665591 1790.931693 -304455.181322 -99602.729805 138933.580192 186301.525265 226873.547182
1524 -280151.226665 -84861.856852 -145193.102214 86761.124827 7666.397830 64730.617148 118030.682371 86041.707887 -19860.485548 221442.535519
1525 274671.653210 113728.616265 104817.741605 -34796.615172 111591.584443 147236.339032 17697.393662 -60903.806020 103817.125001 107556.982062
1526 222467.129617 -71243.817421 -146410.732990 3171.946423 162775.716663 25951.094980 -108316.514216 87752.727208 -17790.834972 27880.842666
1527 -270663.312181 -81549.130917 -20760.680647 154137.286060 71345.344522 -102228.699881 127223.737991 -35655.507168 15103.470192 -103598.510620
1528 63419.090697 105359.825209 459761.143379 -23678.056632 120113.419417 186889.453835 -50056.384344 62233.411520 177909.687286 93710.995399
1529 -104416.910635 -6118.361364 96911.467382 -9836.146266 25100.368378 247817.935240 127303.079342 88667.841787 64657.535820 -28589.593247
1530 -56571.905644 -27749.994356 94984.838813 110002.117209 40079.719103 176679.131527 64272.349871 -75699.922776 136729.567859 121918.684171
1531 227674.854532 100829.664838 -93014.198069 48245.304494 24110.858032 62840.784194 -46594.386835 73241.170145 198117.414090 24464.527764
1532 187115.200138 23491.283440 218802.851916 17971.135198 17350.677557 -42316.308742 16618.095169 -21015.885845 60266.871647 -25292.529954
1533 -9803.519694 81099.668989 39268.606963 83143.837850 47456.798789 65218.155670 115899.778223 -42746.841868 -59780.626077 -34113.426450
1534 12504.770622 -40135.489004 27078.334281 18086.144630 105812.742028 -249242.415956 203326.868459 65093.135085 -49814.031000 230104.836017
1535 220157.694930 233434.959981 -253591.823308 129992.335988 44953.908232 192117.076027 337377.087011 -60811.792637 -12852.899645 90113.292724
1536 -74155.504178 135743.682814 -258444.697283 -6454.325695 -44598.399015 13933.733443 -15885.351209 93327.494917 -107303.281741 48919.538310
1537 -153345.943789 -107006.105403 22266.529358 -112516.875832 71049.734019 25848.461620 -25847.547403 -16278.567977 2753.693563 -9673.649279
1538 173368.329640 144627.592146 175034.440787 11804.564120 89348.296331 53163.820896 76440.421436 -173858.251511 69338.371553 37756.547081
1539 33349.957548 25069.345063 -25887.421448 11176.325317 68354.469123 285978.692707 119854.709988 272583.716806 -111181.295350 68003.176405
1540 -43144.507073 -24302.676158 327196.852253 73549.100192 92732.518215 -130774.032458 126893.216531 -4169.036653 -22411.972198 -64712.682434
1541 -136788.370881 185604.490761 -8246.097978 7790.130110 -42082.433565 -385420.770843 7052.851196 13215.534196 -76337.396033 88351.113754
1542 30788.317495 -136202.128100 234046.216794 43176.656419 5527.954424 279691.432463 -8084.648595 -30367.071433 146424.217258 17563.305556
1543 146269.517512 -280097.124125 -137404.492370 51799.849484 80198.403500 218172.089383 -3878.249441 -16602.085385 156837.886408 147427.973581
1544 -161156.338179 73205.316485 -45757.390907 133231.875904 30008.435207 -271955.322932 175895.642806 85230.250430 61406.193226 121510.240178
1545 133435.335213 104297.882618 -142451.290602 92800.288921 13510.278674 160200.132593 35631.925842 91874.006670 -32279.324114 36147.422306
1546 -30515.369870 82969.739325 -54178.209187 7278.162159 80687.265519 78057.038096 19822.077224 -12790.743642 153204.940366 232850.277121
1547 296026.384905 5503.607300 -117973.594586 46561.357958 -46964.440090 -263940.427770 77100.776955 166086.308975 113779.464607 97868.780518
1548 389202.675276 7305.751847 294140.370824 141975.149115 89529.330257 125714.148200 -47180.121390 -13976.156380 52492.748663 -106689.305458
1549 -78278.654445 78796.644923 10687.410057 20933.120899 104924.382029 -23195.504356 168948.346237 -51210.210512 107632.228298 353154.254903
1550 299529.467013 61847.972949 25506.811942 147031.900849 138718.650168 81767.700718 36750.649045 38367.334565 -1173.540040 166034.586148
1551 198411.813997 91192.774922 132761.356060 109353.348801 41748.466159 -95637.258905 74159.296930 86043.639971 57190.336083 109787.870206
1552 -107201.020129 96465.322743 -252302.984716 -48214.786287 10641.975147 -178223.686388 -60619.254765 34397.002732 27505.520080 301102.416328
1553 227513.679012 -1392.539153 144334.741366 -121554.601496 43333.204879 208741.895677 214526.201535 80193.880457 -89038.192806 234815.373323
1554 -131347.266504 24419.393511 139919.878699 65081.012679 39300.129851 109226.570369 -33443.000320 16634.736714 195979.458160 94335.319529
1555 134309.279698 -36800.611182 -110876.287526 97029.385673 -12418.904578 143715.210970 197404.794306 -45499.925249 239985.777771 128897.662939
1556 -211889.262811 117462.749676 212835.946064 140377.444388 83043.869389 21268.864971 108510.265403 27319.998300 26601.872683 72788.425638
1557 87473.521502 64301.117717 -293320.559449 35650.246622 109465.251159 370546.286885 -38072.476800 -177159.369762 53540.367436 237733.852569
1558 92854.967575 85643.126117 -83153.436474 69522.392011 -76119.965530 239866.252458 25253.141449 13772.204666 143497.859207 59470.686009
1559 -308954.793448 -56389.413214 114923.211176 130872.311769 -30227.986319 -53009.788903 63930.754487 -53137.300135 174676.014074 161957.742670
1560 -190277.207557 28713.705195 224571.485074 83466.827015 -42167.854850 -170118.488979 -60478.077100 214140.504674 19745.833163 14676.623629
1561 278028.743647 165721.592844 140208.967321 93247.118799 123575.362342 -61106.115671 91125.426183 88289.455301 75886.328023 92452.592339
1562 557.257801 115720.418384 -56664.692953 96653.140715 114111.676218 3447.959931 114016.726240 -79411.007877 128389.521620 -67576.870609
1563 305028.183108 37981.551909 198427.996892 27587.156121 9997.281505 321983.492740 -42709.871946 120880.238793 27817.128840 61632.335314
1564 -93463.474661 125728.037488 -75253.128435 9312.981869 -16844.954778 -60475.155329 129898.495781 -131769.550635 -77751.367455 -139966.535947
1565 123873.696054 248942.868257 95723.372487 -92663.653303 10257.345625 100480.540595 171136.482842 -36345.301584 -64195.042865 141018.549075
1566 138132.963020 48007.929431 6735.982946 -21022.227936 129784.742776 271553.613883 -104779.025931 29835.289433 4037.699212 159751.159948
1567 -47559.271939 197318.738248 -18316.280840 113881.435773 98529.654572 13818.730066 -80419.141790 19140.836417 55383.470167 46204.338650
1568 82724.118190 -33160.753716 43069.484764 94619.513001 34886.653219 -42929.324397 26768.932373 -28200.809203 30198.755548 -35387.468927
1569 287380.851146 63687.044620 -99755.218547 -25279.297210 30311.612136 32612.955300 -3867.254090 81305.728747 -37037.400455 175130.042861
1570 302390.849360 -7970.031971 -60607.744188 19890.217062 31152.042791 215692.474724 105655.098740 -87488.918532 26566.566379 205014.683137
1571 -27481.647913 -29679.015614 -185485.795523 47927.340569 61254.212627 85717.026551 2993.621090 38500.146108 151489.178524 94955.204301
1572 325650.370824 53338.009030 35721.649432 76057.638550 70568.819175 -163033.881151 106447.767459 -54617.725994 87080.233838 251344.204349
1573 -23756.881264 129944.846542 -14918.222091 25662.395628 -133386.939819 -240365.588704 44448.186684 151737.512275 188963.176549 -34077.869417
1574 141860.364579 128466.377690 163597.027289 57611.752061 -12954.804909 -106686.042448 130286.935218 163270.377921 98754.422029 127894.135485
1575 251507.838856 108342.822257 53183.589469 122444.859086 -64855.728406 -239921.400367 122179.882482 82707.175377 38754.059037 89096.135405
1576 113378.369307 101012.410150 -44944.987036 32392.191790 152322.074441 -130496.119914 -71677.259378 128807.602518 -49480.708169 -142354.591577
1577 172145.981102 125057.298799 -99936.802453 10527.687320 83067.298657 504447.957305 -89120.635564 132357.237550 107923.671018 142073.695150
1578 28970.293782 -31174.059933 250601.025340 87726.171227 -48859.596722 -114154.920108 75816.653836 -131957.101302 135614.024972 -119538.408645
1579 134555.687786 156859.173246 172801.849773 -59045.044374 49018.648578 450512.784643 13374.638986 87945.323701 27222.119753 90134.496273
1580 143337.062343 297790.120774 -15362.903212 67981.756501 171729.580380 -8572.052032 274068.602603 -43171.991136 -35287.273173 130116.268920
1581 51105.430230 -714.644641 -6316.394389 145625.308757 12468.735119 112866.356288 -129767.244442 54625.985366 112679.855097 -10020.502888
1582 -467302.381664 33977.569977 237053.581943 10203.790716 -159983.217942 196812.820445 48726.943336 11651.601476 18966.982203 108592.478439
1583 410658.707686 -20297.906341 -55015.920668 15681.792034 160330.820921 124973.216604 29677.585921 28656.982143 42890.635754 111283.725374
1584 220201.334343 -84169.413905 -52640.361981 -85336.940823 927.665169 131662.401835 5185.109714 105217.555357 -12454.610777 94816.826699
1585 41540.384437 -38524.751626 140327.036553 -7774.456117 87024.771120 146011.677400 -39012.398258 227245.566790 188658.747936 247750.493223
1586 -140103.277556 58306.176707 177536.068597 47950.916074 9174.547549 157838.572242 24716.814694 -91001.907920 -45304.685774 120325.609038
1587 403431.627844 -137434.533212 -125843.208736 73521.926685 83554.871055 -103937.155344 -42222.901558 -56414.919964 51274.757449 188971.327159
1588 229983.253007 106583.236195 90314.961900 38987.626492 -1984.627817 125755.126430 -2654.960344 -115560.170420 -8389.298532 -5597.488489
1589 162684.846722 71516.669557 116776.134407 36817.324060 136841.200175 16045.755294 -111153.037482 26553.084897 118135.782963 49694.693064
1590 44474.086696 138386.210953 -18835.548595 133200.763782 27853.593960 -201280.803829 -96103.889956 3211.401998 120922.297337 119858.238169
1591 -283906.202854 -9003.232127 77871.710116 -103900.467292 117079.421541 -72041.661522 100734.584442 -35348.115847 116152.358345 131003.198808
1592 405498.862852 145485.759100 7902.166766 49146.211376 148488.083754 70831.280623 -13667.668179 -39519.157678 110609.073603 681.947435
1593 151963.164047 186430.958957 52525.502186 111085.348020 2269.619200 130365.722484 131976.038463 -90502.112815 34552.231803 164051.011267
1594 3151.991186 -1629.880283 599.606463 22400.532893 30851.036949 -86174.477028 2683.061216 21585.704050 105481.231112 77735.690243
1595 -57326.349693 175232.035184 -62874.110367 141799.813347 6237.236505 156336.374799 77078.976284 -29460.564436 163493.370344 28975.422226
1596 123732.072880 42616.070947 260530.215380 70215.105129 40906.716554 279082.683311 15158.628651 -672.685615 151481.857597 111733.639397
1597 123857.713181 -33002.477823 194972.760992 87482.970701 247224.024858 -24273.871991 150176.993228 246341.690330 -138902.764690 -4960.217233
1598 126142.248639 73670.295318 132143.967037 63317.266985 56098.951922 219471.401765 -97505.300553 166828.037113 46693.548281 122435.104436
1599 18027.408556 188372.802274 -73707.898427 111369.170537 85280.799278 69657.340097 74120.609253 -63661.401806 145168.027197 302618.243377
1600 104338.398081 77102.953572 52564.573281 28456.295123 63745.295181 -378.262596 -90087.081377 -172608.881516 114609.039916 11314.457626
1601 -114441.849655 -26281.976837 353665.168473 198570.997262 147807.113745 212478.820063 -52215.396349 -4242.096764 67633.566667 130554.683475
1602 169327.229688 134371.504742 52138.130274 89686.632757 12809.944972 -138133.875095 128023.141098 -22528.942530 30363.812888 243939.499377
1603 30117.555228 5736.613341 -104437.429552 15291.109339 66876.922082 39110.558742 60672.181864 -7501.892668 -32656.045948 100510.317606
1604 -113397.109634 -16981.299520 151039.453612 111156.343867 24966.338459 294830.636837 -40185.007170 -62110.403024 80479.290529 27369.928567
1605 357769.849728 172673.733252 69833.090376 49703.651186 -68666.043103 44241.410589 -84598.488692 -100056.811330 124818.929087 52599.238039
1606 326204.351082 19889.193146 54821.328047 23990.692442 60184.985894 -59859.888518 197042.220631 -436.314338 67216.536473 51300.481219
1607 -3763.414554 100695.779773 -67347.690447 11664.568495 142593.991121 -224900.929600 128335.095655 60434.106077 -29033.038800 64376.411707
1608 -4406.594929 55369.876906 -168544.618178 -13369.421374 -12833.661702 -267921.182757 -181845.091844 6043.013453 30254.090779 128149.487884
1609 -286960.365114 166138.583852 221608.565175 -23854.153479 21973.016178 -178164.337496 25063.507631 53193.841111 47923.128092 79526.825471
1610 317864.636528 84026.499251 -223665.824395 11926.067770 -52555.552072 15070.627357 -52077.099995 -53584.016607 -41902.413458 170246.672698
1611 47243.755214 92011.209750 58898.958349 127594.659330 -14014.220218 -231415.815485 -166534.486374 -16315.648241 66038.448680 278577.503372
1612 130159.953481 -82394.806267 11386.148126 83917.400505 148213.724552 24720.017635 86599.251862 -80951.098404 111448.669523 -24130.366246
1613 511250.100608 157306.424828 129717.047720 92733.484698 4247.633873 18632.215283 -14104.479974 88695.988115 67624.224064 -77564.807658
1614 434960.815229 -29308.544983 105458.538498 122072.085044 171594.077499 71369.629322 -64684.350238 15303.741705 -86724.484195 266271.356585
1615 -71374.979047 116973.197038 145683.884143 116956.200046 146094.805727 93409.963695 -136348.445108 -64275.479898 129903.970064 167747.542070
1616 53266.783966 -67869.958272 -21008.930901 -48582.726450 52913.651532 -140118.159413 19902.647130 -72944.175771 -9734.301860 185815.164072
1617 32488.617094 7378.999467 -35523.800946 156139.084060 -59627.803178 -46782.524588 39748.301361 -8898.186105 -55678.731989 168345.834188
1618 230503.954437 209724.682769 -270944.051062 15884.112456 43158.185120 359360.291533 -156129.109323 189410.131346 -28019.791961 197464.133575
1619 -263067.688458 99853.803061 -152656.371495 44204.856198 84729.522606 172661.019038 117301.604614 134656.271149 166408.891807 88184.322670
1620 73087.125266 -17727.669076 275518.943047 90460.659089 10157.978589 -39990.268611 119510.374626 22478.998382 -191337.164082 -3379.256803
1621 -157120.279214 -42510.179659 -9316.580086 98105.132840 -58391.545787 -47960.275136 -111776.049715 9733.708866 89389.795044 -30621.053059
1622 337115.316248 -182259.416504 -178354.832685 -46312.273982 98361.539222 58117.229991 43285.018231 -10671.661701 -47077.971735 111742.809639
1623 -49747.331019 45610.980875 183225.943411 17345.149574 166964.526269 155707.542488 117078.523399 43728.709967 172371.548022 77666.747608
1624 135627.641995 88522.937864 -55194.686493 106669.065065 77585.778101 28631.065273 42312.635696 18960.822015 89261.677230 109235.281595
1625 183590.921661 107172.006608 -1121.435358 80964.401226 101124.152489 -28138.113832 -201650.956096 -135085.851298 129976.101639 72873.982439
1626 139571.486875 114291.124917 -188383.602550 123434.114682 60635.245739 7209.261786 74020.091697 -3950.554798 284088.875246 155846.571271
1627 -287364.052004 -21963.305625 90265.543529 119773.177484 81248.405255 106411.838612 80373.172803 116776.522181 52396.690349 242140.189108
1628 44603.240708 205348.669775 140368.365854 15887.969425 78833.514346 -82041.287473 96533.353773 133397.218248 148747.604840 85405.032896
1629 -3287.631750 194796.056479 116480.393893 139711.778245 49231.829301 -66685.065132 67667.077314 -62740.211952 221237.613694 219374.142262
1630 163362.426545 97747.033805 -37040.417200 55418.136691 56541.729200 334380.413949 108836.492304 -96427.245189 64736.334076 36828.561916
1631 385722.673910 171448.338704 -12503.193620 55598.043314 41039.762658 -42995.463596 185307.023749 -45220.764521 124209.563481 15146.247998
1632 157511.757672 44475.331736 -448026.935553 41441.713176 92742.948334 126807.828576 196710.749704 23783.390386 -69771.279686 119442.796800
1633 -78862.967133 -11733.833833 -30579.835126 78755.077940 -719.422568 59477.833481 85134.068664 26920.065116 -12324.053778 86633.899536
1634 17987.211118 24519.426980 -88098.111982 44566.413283 -18280.927944 63775.199180 91839.745709 237032.028950 7131.489552 121554.855750
1635 390812.240258 81063.598729 34639.297677 -61324.432814 -10347.262991 162431.062973 189225.397101 -90436.913775 100737.221854 161503.954700
1636 267808.791272 -191190.603948 -25537.011676 -45785.959520 860.154421 278657.475677 115352.807748 -160695.540673 91085.409902 -18957.368813
1637 246438.945611 178981.117229 218831.157204 134075.814454 71250.987856 99487.091691 17346.805725 18888.426376 59625.641417 247249.099560
1638 -229634.395657 -89592.631111 -30005.687468 48479.286205 76422.463094 -25519.966776 344287.172617 14431.173723 -79882.067718 52668.961334
1639 10339.922837 8707.250916 -124458.382979 86535.416949 209474.592184 394428.330663 80320.650665 7267.459008 173176.887279 -7804.454448
1640 15507.240179 41298.333273 60310.224361 14962.209338 -25943.906171 -77428.520823 161307.352324 8003.272837 5592.495505 63709.549998
1641 -423578.732412 118004.058044 188527.052610 108084.904528 22627.906350 244082.762524 -121809.571057 117515.815828 8573.405470 60763.962107
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1682 82968.806039 12595.375889 -40992.659821 189739.354498 101199.812330 -35389.463601 81264.651003 122565.040487 77570.323661 24420.490993
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1701 123368.805217 156895.222514 27100.665742 79332.909979 20894.805642 63950.736531 42749.219267 118190.497341 133632.301555 138731.764059
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1729 235227.235698 -117982.685412 75716.745871 99841.383794 100063.858143 -19722.680158 76783.291147 9262.128424 136281.278799 71568.785682
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1733 -27382.147570 -38850.548329 308883.262921 58059.205601 80486.111892 77299.695726 77401.002680 7657.172967 32733.380254 45608.874830
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1736 120356.982166 -34822.609728 110985.802016 89488.057283 103091.406072 309316.495858 254566.450899 -10220.282707 -17681.246903 136373.015797
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1748 528991.539540 36413.946613 155290.578315 -51002.471185 187985.227532 167613.325373 -161836.270534 -9589.883733 -43689.329805 41575.874629
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1750 -31013.336424 -37478.638547 -172810.704602 110745.132177 143579.360734 131890.771225 -38769.648231 30185.068451 14701.498438 107064.606080
1751 -8097.865622 222368.589632 -34462.224463 127271.878233 219742.603040 64006.202938 79917.240298 23991.443656 157382.905357 147676.854734
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1753 -27649.845972 114122.705828 28416.000318 -14047.904707 -129784.251326 65887.223505 -22121.151987 88091.851937 -14311.710580 154263.572541
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1756 140678.313632 174812.080523 -202242.431832 -37161.434121 111259.872026 260083.641695 -5055.715509 48954.016601 83662.027897 -3009.511221
1757 96532.760017 -23251.618103 299524.491961 -8196.180826 62472.067327 -33748.202727 80743.518929 -113900.508527 -44990.912838 65127.507305
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1761 467101.043285 -113045.728702 197457.103616 40916.917141 45533.561933 -15408.741060 -56430.594152 -63148.462725 183553.534868 265443.802176
1762 -55349.995027 30088.103063 9720.727828 -55729.307418 43248.460634 346128.062376 152227.898447 18651.875395 -24091.365774 244100.663503
1763 -106350.408214 32136.271927 -127579.720404 145688.032452 -49224.580254 450766.838581 -50322.708652 27768.213274 116494.784610 54592.325631
1764 165580.649250 69515.264727 48490.833191 -16346.585498 107720.101280 70525.288230 -16458.577926 -62325.916137 84589.560501 -87860.037197
1765 -238773.775134 39730.588685 -181951.603776 72042.088226 16042.718761 -102383.812338 121897.608403 13775.256832 -16464.603937 -16395.695603
1766 91269.404118 61808.416603 -28883.529281 62060.299596 -40321.904721 30504.286609 -12641.414063 -105985.665361 -45483.670828 61294.545972
1767 -97711.799813 -232190.175689 140743.569084 94514.572210 3135.526446 525.648743 26598.105946 -98367.185812 142250.147016 105532.497554
1768 -307098.403197 48467.688353 136461.815009 48540.675008 -20466.705309 -21693.000053 69144.609937 82133.063967 21375.249768 70378.596952
1769 -292840.401248 161656.510299 26331.746207 77459.166711 -10698.271978 -265634.753902 -5163.421975 22717.220875 104638.241619 28349.797928
1770 109588.717004 -112507.880962 178379.562067 -90870.873567 103155.391175 44435.874524 65958.363062 -65870.369117 101558.250718 116238.502022
1771 321047.122649 151549.536944 -253687.571125 72459.079490 83547.947871 -62059.419067 49893.626348 -183476.000740 127450.706699 19864.994415
1772 239379.635980 47007.217280 220784.546455 123972.409670 24651.036353 407439.775285 29377.553798 -61112.362951 -9261.539404 16928.127187
1773 -216533.605197 72451.695050 -119201.890677 -51150.238121 22022.685983 255546.864619 87988.856030 105126.412535 224223.136977 161995.726310
1774 -58969.052157 94520.075139 -142958.444344 -35831.419570 123530.053294 -114894.346692 186265.446224 71578.436451 -18787.853087 44666.629372
1775 82427.974915 143253.960418 -122047.866290 -52352.230443 62955.159077 80037.955389 94790.035065 227104.968296 -20638.596080 28347.374002
1776 61076.197206 -67864.077140 -60612.919883 83938.081017 104451.317496 112893.561677 110015.614916 -57858.642788 75522.004141 240500.651017
1777 -76628.626769 77074.497068 -114301.985025 29073.135787 25591.290774 192229.738128 -89822.998718 80018.869860 32834.492315 15329.484684
1778 17347.991706 53875.731693 15774.647374 110103.327213 70474.140578 -19606.750803 1271.181325 32194.201479 61164.864874 3386.905216
1779 300984.937062 -137811.083125 -48691.411839 18362.003962 102086.213927 -125750.867138 -87537.612005 147030.562767 220033.153698 66149.213736
1780 43987.609743 263668.931479 -94154.541839 51292.665328 8763.620676 163531.357538 75107.743385 88714.870104 36196.324953 -39051.101659
1781 47522.843942 155131.078991 -161681.112132 -96553.297434 89794.641433 17766.002269 121995.650178 -25530.940839 236067.630391 158747.075793
1782 -256303.819988 143296.607819 291980.942815 7985.701559 -19792.337708 172316.910762 26185.241599 65094.497705 29666.268364 91729.459752
1783 69963.791901 98180.224960 -10728.844618 111626.711226 104838.986850 75172.428214 -33733.612085 85351.945788 31507.923652 -162222.340192
1784 -94408.074636 91888.954300 -250489.075415 212561.390565 90170.771029 -107444.657677 -114359.340839 47142.853961 44288.221596 217153.121254
1785 -374621.275332 29458.061611 -189207.397917 81831.500080 22755.454880 184326.706526 181657.047075 125606.051201 36412.538437 234779.910779
1786 116903.652553 -56933.249841 -44662.502872 64082.475939 50385.452075 123479.394502 153350.275869 68753.089261 190138.835202 6476.973681
1787 218713.880180 -13323.034103 -41656.120072 35359.044806 59449.881089 192218.898650 113243.298276 -12828.714757 79891.732037 116246.290718
1788 -137355.385692 97240.450296 -89782.770029 34301.336785 106386.669581 7494.967233 154084.500611 -195760.331159 -162245.381991 77213.616945
1789 -149666.187274 -30585.734383 -49484.838796 31166.240849 118801.674240 84176.623069 -45123.803923 130004.518400 100410.723953 141116.100767
1790 -67413.733026 -37905.197340 -28327.017718 19225.306683 -46807.990060 -59422.353522 20628.727238 -102827.176523 132754.325105 -56777.256120
1791 64252.792984 73149.818201 -310790.778822 -12638.318045 10000.558647 2007.140987 72082.957915 -4165.512329 148004.742818 190817.567841
1792 244805.443525 38677.212612 97963.242275 144436.930850 -64488.834417 152616.694827 -108523.356497 -53888.933376 -25149.133466 -50353.604906
1793 -285946.094498 -28326.482292 328802.550542 130563.626091 86777.850114 11504.116156 38148.115991 -9082.619226 23744.886028 -26700.838304
1794 -136939.385101 53625.194906 188770.571273 20920.120837 -3308.119851 34923.945485 -119624.245852 -22461.951545 117170.220278 120446.488463
1795 -6390.794764 96050.495815 56854.565662 -15051.137455 68587.595167 294250.414203 111146.162671 45809.226422 33962.205126 174842.007690
1796 -395193.384366 68593.107965 -71808.471850 45486.801911 141430.257013 494372.144465 759.463754 -286.903991 103928.407568 30692.573952
1797 198767.555020 40596.962607 3843.419320 118901.987263 104445.834690 -124913.960789 146468.196803 -56104.170856 131115.371986 53695.042518
1798 -191704.948035 63022.615175 102706.954071 38462.508331 172947.738659 27484.882170 75740.505317 69365.607715 105674.130642 220870.095170
1799 338836.334068 -104672.367897 61545.589068 -19336.042934 46183.692307 -32278.826342 118930.178969 -50291.847606 116603.054493 89741.217667
1800 141286.220368 -27775.146925 255589.977077 105436.352799 59515.607584 -39289.662945 120342.527021 -48074.118148 77249.170803 -98130.094890
1801 101951.818794 122411.155570 204342.236490 104143.226574 102385.349416 369848.339610 -53278.686952 -14850.090611 22297.419243 5946.570160
1802 143700.097003 108844.276422 112576.374795 29449.913214 31201.257994 -246088.137423 -114497.867445 -138169.785968 126895.864771 48375.487864
1803 -64345.535455 96471.875045 77691.620947 52529.589426 19054.231900 129103.711952 29529.486334 23400.904306 -58501.431425 -36007.078573
1804 -112414.625268 229599.911971 -127078.232309 54998.528806 -4306.953944 183098.897206 52549.051538 27574.496553 8311.733623 -7116.653396
1805 368844.503896 135987.707689 67805.584529 59499.376349 17299.467730 77978.541729 154703.565460 13440.287474 127403.540565 58907.730222
1806 -78151.149341 97947.113654 106193.351383 25721.148832 71507.139883 159162.655351 -31573.213677 102093.312157 114807.536740 60074.297326
1807 69005.827599 30552.817827 -68327.685585 42130.956072 83791.192729 -46076.767316 113438.224821 -15982.057680 112929.527862 -4250.080251
1808 270476.600616 210769.374960 -109897.516960 -64744.895311 82413.428001 1916.593754 48963.146557 9972.942273 120873.373899 91005.804270
1809 28167.948039 2487.635674 -5645.434462 157959.767571 64744.674327 -121962.609536 144589.443073 56894.357023 62699.983304 43009.105449
1810 -138188.899202 90233.230228 -10729.907494 54338.846910 90426.272597 -170105.816457 -9288.016610 251545.003115 -111714.060768 193038.660781
1811 -23279.300874 15194.278513 190799.062124 109639.551722 144910.448022 -110269.137651 166717.980702 42534.131455 -96280.017688 83782.783781
1812 156690.774293 -97318.343376 233291.468602 -32020.374548 4069.752860 56200.563323 -86249.030027 -103283.684078 31679.950321 -99105.143528
1813 18075.241899 2801.257706 42096.169416 64649.939637 -4734.292430 98871.990945 -33434.659844 61513.574867 39726.888890 176031.147956
1814 314935.994396 36119.827533 -29666.037481 34422.174676 80042.257787 56475.395471 -49300.592551 76894.785763 -5693.840423 31152.427378
1815 89274.143469 111939.905958 -21129.318322 -23432.899488 85242.083251 -99162.809679 120982.072530 -109720.784057 59154.568088 116445.205306
1816 -308576.785673 324962.962974 -137516.098404 139628.740450 32123.802939 -162641.321757 16647.930349 -57318.541894 170588.802515 131811.345715
1817 2411.188437 -18636.604011 304388.756189 60926.815828 36822.515706 27032.750424 -159469.991783 226057.003560 -83189.550030 -43002.855978
1818 -11162.783432 155792.836780 319359.253599 41553.510938 -33526.484560 37011.603858 39282.175676 44248.229925 17224.969440 163818.103486
1819 90001.552163 49920.340956 20994.055942 24917.057109 83755.186587 216429.413316 189957.198499 95134.901209 -83705.016733 30782.773876
1820 153325.312576 200528.408411 81052.805725 36813.548919 -166902.215293 -66841.577438 -58148.228482 25065.262554 365352.654414 43135.550169
1821 -56090.462847 59685.124392 -27128.495224 25109.502098 3244.551145 -184011.909206 142104.008075 45455.159576 80855.810842 195421.074575
1822 55648.883650 -75381.630107 98594.604128 23656.333656 -49503.397291 204231.307505 84015.324138 -181990.086024 86388.138587 278949.644100
1823 8638.767961 -65111.446458 -2909.964857 -71947.418149 53130.424672 246814.301217 237400.720917 99615.166194 172777.393986 198598.614660
1824 322831.124754 -11013.527339 -33779.621300 -9092.855375 -34570.911395 -272749.782277 20541.162002 -13126.779809 121073.389036 2027.522741
1825 -149549.546638 -57466.348666 48592.554617 105908.650550 119791.633013 -1969.198350 57950.627050 -38449.256355 195031.875432 37360.302457
1826 84795.865094 -52627.316635 -99805.376834 -42584.003185 93812.904846 222590.299529 7468.448558 -87799.036041 50498.924060 64211.461711
1827 -21754.394678 107270.473484 296951.638332 70305.532139 -21521.764047 393318.151071 176638.744563 90812.749052 7178.354380 112023.067474
1828 -212815.463440 -67098.472539 -102330.435340 -66372.158115 -69444.668198 3359.057893 38020.232925 118695.435506 3828.095839 125152.632640
1829 126528.428012 -140531.942790 -29689.417895 28688.285788 41782.378892 206973.386143 -11494.234574 -31041.947236 -24030.582190 -64561.220513
1830 -171118.888853 -103087.004390 355919.288487 -2818.522861 138197.266648 -102127.822754 28911.470037 -5251.634531 175459.210590 137633.104576
1831 -310398.681131 46299.911702 -177491.172539 -26799.529346 51297.349183 191735.548426 47802.623649 207067.263038 132604.725753 187540.859289
1832 -348876.254594 -48103.768966 229549.078195 81659.364448 114631.800394 -62285.030590 20542.301906 -19284.519109 216591.162152 24028.021998
1833 -20371.426808 4918.907494 -20658.162278 50232.399588 -16510.030214 293831.330599 51428.736383 -74687.092247 -18071.590093 -26166.247225
1834 333775.819545 -40935.909045 26674.742688 33672.078368 27243.642777 -27893.410254 13679.883298 125356.223406 -125238.604500 -24136.772841
1835 59298.666573 118814.645279 4.502437 99305.426327 -23648.568817 7000.570992 74573.457928 155343.337265 42349.510278 -110909.381548
1836 -46621.490850 221409.297211 -13506.191002 132006.332099 40747.863254 245550.879798 99961.837378 -29939.879318 95159.816968 -79480.520301
1837 106367.538649 -34890.201676 81757.102865 44219.610201 132014.826518 127964.100955 74871.326596 54528.364424 135312.420755 218.934591
1838 12200.395843 196873.961061 46957.831441 -48448.445393 200644.598763 222936.260687 -60884.397330 -61082.717814 70455.351719 36619.180012
1839 -155209.799796 18335.253494 -67419.385082 47257.109984 87095.921630 -1201.699201 -98524.517699 -696.190714 176312.759775 241458.902083
1840 56515.810279 29747.919857 67895.220593 -41844.901459 64529.035349 322599.448449 -51510.346341 -131755.395973 155903.169402 94587.766743
1841 51256.890684 39485.807713 -819.640238 35969.006681 65255.978751 -20960.928847 161919.915848 54458.030170 142194.248451 133969.459176
1842 40768.673530 5966.397182 -262496.062572 75556.588648 -83087.419192 225881.752199 85955.393982 -125062.125585 16775.128013 239679.934209
1843 -255362.285484 -6991.233811 192249.791766 86463.675964 55919.990547 18178.620544 -70291.365726 84652.290185 -57679.168101 -37105.164902
1844 -126087.922359 90836.384275 -130979.096072 108184.400014 -3663.721066 -17869.268883 165053.262180 79268.242222 -165920.617721 -38912.111982
1845 -357259.563498 89631.017995 -96821.864242 75928.117433 122589.659500 -232999.481285 64734.812188 25929.135683 39775.486162 -51038.442946
1846 576076.513465 -10917.152622 10239.270349 152877.071751 20402.592642 -190158.198049 133955.507889 105503.576376 -1777.224661 184463.613261
1847 420811.669163 -58331.757002 249994.418115 96982.508509 260900.994104 294026.448031 46644.718589 20406.400098 22898.485721 145481.604215
1848 -164580.540332 36655.682715 -175903.496200 142398.340597 86359.099152 171493.325141 -16675.846941 -61817.685107 92718.849657 -2529.719842
1849 -118894.689839 131183.934001 127196.895500 551.763226 19784.054021 81722.577791 -44989.754368 106260.648992 181867.197068 -21444.954849
1850 3611.242127 132296.736323 184314.038212 -25779.217491 26231.103269 146036.052810 92299.016900 -121072.736599 88607.910246 19258.877341
1851 -303931.558772 55999.601652 59114.958129 245019.330108 116257.823981 7297.708021 122370.242119 59050.837734 21965.185337 61662.960740
1852 5015.249312 -53196.033843 77627.303424 -28964.955763 -44065.170090 -68896.792130 -86305.689456 -73651.601398 -14461.274575 162652.525818
1853 -7676.202260 87595.891125 -25515.920571 34758.690958 6897.976976 27861.100008 68334.564170 -18782.056155 -10610.108792 85317.637873
1854 -60751.045179 132283.820256 217623.400739 63883.276940 -3155.315650 415051.266775 133218.275471 -59798.181031 119713.122423 131341.189360
1855 -84103.891100 124623.992131 24777.834521 -6703.991710 -23277.649173 20763.811155 115227.887137 41108.838294 -1447.673855 123941.421431
1856 283407.700098 82528.329380 236009.929727 142588.477266 -3411.712247 19692.626752 -35885.614164 164767.903368 61674.754283 152136.030051
1857 141482.725968 155101.062647 43819.177396 -30065.984300 65991.495293 90159.690115 16360.070654 48351.167155 178271.754990 -7780.438486
1858 -300244.558062 21128.800595 211849.016853 127414.502847 172748.271181 -288613.063057 89110.604173 24292.518949 270068.568635 135904.801635
1859 -114568.614805 123003.958493 404833.587030 216972.802318 123781.122347 -33265.910790 220090.842265 -145582.329700 -106300.396179 16739.419638
1860 -68247.637200 18792.828931 244254.746275 -17830.783898 81567.318449 -78773.957455 111820.434167 23142.725401 -71436.935939 17592.657449
1861 -46891.884510 36542.584711 87751.417856 74989.556565 68775.291049 -56686.663081 76268.746999 -141982.380527 111249.933533 99866.073809
1862 -44037.609836 -112867.223905 -88597.948633 -44087.300762 85782.390652 -340883.518308 44363.878992 25527.526291 -135072.800828 51910.429741
1863 252317.936767 513.010898 -228378.320407 101110.093786 -9802.301973 300164.248225 -14335.310291 160018.605532 -21292.198696 -5739.766597
1864 -490269.226807 68871.138865 -30833.322833 131388.783138 -7560.760240 188113.703227 30049.717259 47823.713350 50732.088152 195971.875372
1865 198152.829805 -129913.099822 -52167.539638 59612.538641 165338.969411 174830.471018 233932.337329 138690.298183 166358.783004 134004.590557
1866 306293.966518 91411.641532 164769.158430 156334.011072 -58679.225266 -114572.121205 166686.468504 80811.789293 84232.067203 188937.556225
1867 336140.982283 351.811725 56530.065291 25379.272327 -8753.637117 281216.166529 201062.311542 43473.403763 71368.697730 104023.846187
1868 -124998.311706 131222.809484 -90445.719735 94175.060489 70801.242337 212545.065802 229731.937788 2467.469014 100170.340298 29866.291663
1869 -112724.934860 65829.963473 -93682.453591 -32804.018818 8530.620006 251645.274748 240437.316315 91646.633486 88381.472632 82272.257275
1870 -93771.560356 124599.407027 161075.160269 -4024.873634 -14571.331903 150478.286457 145468.521601 103369.498247 -64464.953979 119493.758347
1871 29558.948602 -13811.655138 70069.367992 30221.243472 110386.357831 74525.349099 -12896.500719 -67627.700295 -61753.213643 -10942.357098
1872 299807.943026 -108000.013942 77383.973683 41907.165577 -22449.860757 -130607.228630 227185.758659 18083.433942 -5755.207172 121787.055645
1873 -937.035464 139709.318074 26929.127311 65536.211200 132183.433044 -205080.675649 38271.752501 22599.330653 132109.908420 19136.452937
1874 -15685.598950 14133.418891 -35758.411974 116361.176517 54090.768606 -10537.488643 -8257.988913 7751.996614 60735.584400 61425.350373
1875 -170311.183315 135760.450466 146963.613674 77580.857409 177988.622835 -49977.434047 175163.939896 96884.476030 83133.284146 -39812.370372
1876 270700.758702 -17320.367866 142746.627148 -26580.640794 53865.600649 269572.497164 22338.488018 8757.843980 65394.936595 327576.897724
1877 138023.088015 33588.442343 28450.290646 43713.570960 158553.779816 3197.558611 184839.518544 96078.111269 77092.386039 13059.992556
1878 572327.308763 40412.464440 29701.039669 62036.524759 -1708.394863 10580.608443 -12000.479675 96248.469778 41076.789132 168984.916162
1879 52351.578188 9724.809354 83610.797039 157112.208253 105758.160356 -19088.138086 121447.813784 131502.723664 40816.833956 192573.863517
1880 1902.333946 115669.565867 123173.829576 136248.149545 176739.405517 67660.725169 76980.121847 137803.662512 158358.683774 100845.918550
1881 221633.477201 62886.798907 -47150.521066 95218.941323 -27519.281057 119570.326288 -21311.611692 105471.839294 -22103.548810 160267.029486
1882 64402.809831 -23175.580507 -203080.344878 -56098.399490 73395.624510 254851.960623 -16232.549013 -35625.205636 29235.072147 141452.838661
1883 60624.093126 -120040.040112 91508.974701 134684.358160 -35791.238612 -152458.056184 111215.829987 -25659.260942 123677.313882 60660.840054
1884 36477.353435 98848.095415 173007.555940 13225.233197 -13711.929297 102396.551143 -21729.586343 154211.988523 113434.059491 126150.875549
1885 -78026.330421 31880.202930 -196294.600386 139035.031600 137614.668764 176451.180154 -83443.344662 -32561.554168 9896.966553 -78646.131551
1886 236668.779936 1481.451741 100365.922235 -21696.662675 159614.391067 -180308.037428 -86871.504124 -264308.671818 105607.118164 89061.850853
1887 -83047.675789 94237.385434 -216531.111886 -87211.863311 52540.508787 110481.353566 73688.203616 -82550.031308 -47550.835209 169519.921906
1888 66306.687251 -198131.828916 179961.906562 -89082.501545 30136.552185 23608.449211 -8192.721608 49849.780799 -51006.298747 -51867.309262
1889 -359659.364752 -83554.488209 85709.286827 85928.110075 -913.500172 58434.446889 78637.009015 -6053.691139 48314.072514 145690.646437
1890 7342.532126 61288.645648 -134475.383563 -18244.174744 -6486.470311 292537.769543 4157.441723 66582.129413 243484.615455 57896.426202
1891 181535.727713 -19666.809779 -52969.807364 -39215.234112 44670.293599 32467.308830 113850.979586 -33366.850632 47767.646580 -81440.066667
1892 -44063.321590 7214.581030 71826.069577 57344.742894 1300.298882 38360.788016 94203.664234 -87993.047327 169934.081419 171957.724417
1893 74588.965902 145763.779015 -34979.974793 114417.083215 127394.701357 247575.770561 -53327.529585 4165.995926 257629.688717 236953.214260
1894 107555.466521 41306.028750 180696.519773 -62710.039002 44757.334005 165571.921479 54439.793734 180410.036113 221963.385147 87388.479591
1895 183284.895435 48075.207558 143046.094007 59881.682838 46525.621241 -106764.745984 172847.694627 66995.573056 -24729.657294 139969.430486
1896 -9266.553412 -23675.941809 102202.294282 74687.978971 -124711.549427 197211.726767 -1848.196275 80338.515521 2964.926101 151317.565043
1897 -272874.987899 157767.874409 145684.542642 53559.489812 87708.706041 -126053.350174 -122802.950053 13188.432820 146649.025213 122509.511769
1898 86212.154907 139278.964168 79534.782971 116140.834475 123353.647317 110072.695872 91497.590759 80204.860188 24513.053044 -101733.405875
1899 58124.829814 139693.706446 164500.230840 95609.325461 94989.327501 75908.811154 58885.127685 -51448.096248 111874.258876 -68758.809255
1900 -88414.874047 -30796.520514 792.317215 109543.261512 -93520.577107 131260.579502 -106115.620131 28139.398065 12037.092407 122394.072084
1901 -245443.694348 -3759.317379 209632.654879 115124.549792 91023.037975 -37822.362235 69102.041822 17147.314999 151635.336741 52922.730019
1902 -80363.593144 -17228.555687 -48623.127831 69672.053810 169686.969993 -116237.533992 230209.759386 44069.348445 37457.965255 55142.730425
1903 178035.201011 203614.356380 42004.766093 17085.772422 -17125.952263 100280.927157 15694.045067 -5276.534613 81637.433905 164141.780899
1904 116077.037225 209569.537060 32422.771240 196228.664110 68595.424437 189332.134668 94605.421497 5225.986844 90731.776444 77610.431022
1905 -36029.102302 91835.837118 -9357.474942 25900.525950 -111542.681476 117684.793275 -61270.796386 92574.385462 92693.565150 37902.004804
1906 -258969.780545 44536.630002 131949.759927 -47028.036261 141154.209243 -769.706633 -20944.384437 164319.635106 111431.122142 -48211.794279
1907 -159140.813218 97544.427918 210330.161378 137664.518593 -5662.565609 -112102.025836 -20365.780926 -84459.127493 84215.355550 87878.203946
1908 152234.184085 -7668.780318 24677.883851 12671.380072 114030.079497 -183342.491648 143428.916178 -99877.256706 89568.402824 -26756.077992
1909 33714.353257 -64994.285049 238.733779 86460.419612 14029.506790 199746.576202 -24353.869609 76163.933433 -71459.847140 144106.440511
1910 -120152.760495 248210.423238 26929.647564 57996.062761 21616.445490 -371608.545487 46852.050869 101307.588038 74237.761310 67327.434787
1911 -68646.209296 40777.581151 399000.247000 10887.945111 39345.253944 470150.437140 93461.057513 -9393.796089 -12615.957444 268315.293563
1912 -264716.475020 186318.657529 193388.064803 44647.705823 -38459.851469 80288.189700 28305.029973 -5050.668533 -68500.901127 -72736.674053
1913 44565.050726 89623.561158 -170800.753371 -22457.195298 -13801.812195 390671.957350 -135552.138872 196001.147533 141346.913600 80529.802665
1914 77391.685626 100731.054123 200976.739148 97385.784577 79959.706146 -76389.232906 227193.282365 -8200.021906 84365.126942 68459.980458
1915 -68021.482408 142398.678019 42773.440071 36688.714006 96304.678808 251156.905049 178825.436477 128493.163238 127650.875185 168681.017663
1916 -244532.124694 42223.086316 62645.709855 51062.039608 159239.096043 30806.048079 97133.477915 155468.795920 -32973.043733 -7630.197523
1917 149785.428056 -247862.367832 -120641.891312 -2383.462410 127340.093410 200659.797723 166544.751673 112598.563000 -5759.306987 85237.607738
1918 23559.807199 -136619.574483 -91679.528445 117949.992401 63670.039930 -141970.697798 -204268.752191 41323.022627 115054.793641 97103.539229
1919 -101015.769700 55782.002266 -3139.474047 6797.683763 90760.957379 359946.061376 -257744.856653 131941.946063 164645.566279 244082.186892
1920 362422.522711 156921.443485 177564.702017 81435.622703 114795.685411 15971.009713 76631.828831 16003.336201 33418.625865 -17181.588507
1921 -54909.694123 26699.763089 5752.917133 68517.819558 38698.712172 -224324.584953 86398.282380 1568.951166 155175.741405 272192.962096
1922 92665.581926 153942.407907 -14802.593663 53599.823798 71572.470794 73489.612228 93695.036248 -20685.729941 -71113.878141 149005.479311
1923 -108395.360869 6416.187044 -81027.255095 108152.709474 -60.034825 296824.144353 -104253.181447 94962.091898 -10085.561110 -6147.707028
1924 -101699.882864 79281.475325 -101264.116612 110314.750603 122839.015939 -3088.921768 -61141.497904 15592.949183 -7531.734901 166794.046362
1925 362547.039778 7654.878125 22715.158648 -15596.832893 110184.253973 -56444.102843 47081.155306 202513.752840 90900.610803 -17160.060353
1926 -490676.642029 32472.504508 -84298.406042 64117.853349 105011.945484 280684.697775 209525.550116 80472.186610 11198.308126 234343.930216
1927 373206.332590 -99413.884141 189341.708877 80758.280227 14658.991931 -6434.089505 -31714.834278 78587.385566 42721.261387 106818.888798
1928 396799.046391 -41551.662144 -69487.946040 95805.321450 -61559.324623 72829.147561 3345.809522 151136.500586 28157.885944 71297.489251
1929 -111519.979307 114611.438889 145934.510427 -1722.446105 -22426.623917 159800.609997 -21949.186446 4390.741539 27276.982848 192000.956707
1930 -57739.413240 16093.683026 84012.769653 135022.005157 134029.309596 333428.287247 250624.467770 -40954.031066 82756.631341 166680.904923
1931 -26429.479117 72564.324374 -339367.852389 79103.495604 133016.462076 158094.901586 46879.594733 90572.529413 -23446.739366 139480.766082
1932 -48335.793989 -49204.688196 172874.233319 -42782.916298 -42015.343386 103225.959898 56327.253164 -48825.572059 38109.632979 262579.548107
1933 -175424.496928 -54872.692147 8421.996462 85268.950980 23210.221063 -3474.720641 3392.423282 -234299.337061 18516.663667 76033.119650
1934 412438.305930 -33634.839520 72015.966759 -12347.182708 38946.177249 205735.256073 131811.969423 66551.085524 12815.863253 178548.991025
1935 187417.187837 62388.387432 37766.729973 77440.197209 9455.330380 202762.224249 -19389.910009 144787.712224 43566.183395 -12126.678176
1936 290499.790837 63482.941299 6676.116101 74558.599571 129752.281545 87775.978262 92083.824003 -66071.005570 47761.411182 58021.382998
1937 131161.998901 207726.442318 -75657.701679 96785.838175 49517.547967 59121.987858 61600.288531 22732.941798 88284.633305 186431.691947
1938 166144.805269 19171.253706 40199.254228 32725.866997 129781.127370 -370288.107968 129150.865758 -62100.543923 6934.558970 3257.762853
1939 259174.036886 -95032.009185 175272.036501 127666.542020 45289.729732 362440.815967 3617.011956 -71230.997571 116116.407270 316071.270258
1940 -261538.509992 49488.411017 26557.967536 109436.164521 -16210.670540 385137.405044 206618.623278 28310.223817 163548.876862 103751.366464
1941 155440.514842 -25.196928 -16517.793567 87773.020381 29396.173089 41335.843081 -126795.731588 142242.253668 116293.613817 7699.860637
1942 -216412.435722 30400.644375 51162.742399 -25896.969276 169434.935010 143788.136645 -167017.046472 255066.019752 97225.466847 47009.812104
1943 268041.707587 13356.786308 191574.590915 11293.620604 103214.946706 -8777.844631 -20676.405854 -38239.893466 134050.697592 75475.091557
1944 174118.713899 14936.033425 153474.014523 -4273.704453 7128.617755 -56509.589866 50283.785604 81231.469938 -32821.521479 40393.416276
1945 -178688.686198 80464.327997 -147923.923739 87056.215992 151077.249851 -15737.086143 50619.538623 100583.784950 -68410.009029 252641.873378
1946 249292.032868 87032.437789 -55176.527628 -39239.162826 60347.492023 -177168.374074 -97074.975725 19757.915857 114560.706767 142799.315200
1947 353141.993712 18259.314021 262879.820784 151864.000464 -60505.173671 -46556.538048 -39149.467717 -35535.670682 104358.460495 127735.586983
1948 -222635.183237 78116.666293 -295844.529474 90988.184128 -6902.555073 -267206.519432 -30799.755095 110192.969076 -17561.313682 108843.340465
1949 -66682.634590 -194715.489011 220677.917103 55036.194921 36286.368966 34965.348980 -82542.415119 105669.530465 -99726.265136 34447.050518
1950 -90183.683675 223925.238326 277337.730700 -22189.841985 112137.408711 -250438.154906 -142515.737325 24498.961616 108723.276227 -54594.208705
1951 -233023.512780 -94704.101641 14149.149742 -94085.140098 11162.898761 197986.401504 210734.517900 9463.924313 -67460.944488 -93487.511409
1952 -145637.472531 -91826.504203 13397.813307 148471.669649 41597.153793 152846.749469 111319.694566 1151.954792 -117879.867363 70472.927257
1953 -360934.450766 190510.050549 -102021.148969 68332.602741 83682.481392 -180644.974340 66000.269987 49965.487518 -17364.760887 -54192.646277
1954 94162.849531 5010.944900 264409.850767 61519.554894 42841.764391 -22662.132578 -91606.251478 -59682.338141 227723.993649 95550.826227
1955 -41054.547077 47646.955964 237566.694022 109792.674411 -33829.479506 89235.484476 56165.221740 92448.400360 60918.609126 115310.440045
1956 -184760.171122 145384.746207 179126.677307 49206.714914 17114.861844 -15224.064752 -26275.172018 -85249.171212 21691.361958 29513.273823
1957 532867.503257 -17643.712066 -155.172391 142234.783038 109849.878077 47456.717343 31749.948818 39400.489739 147655.346086 84301.721078
1958 61477.971765 46004.047401 47128.643719 153714.861122 111270.587966 149963.541948 61981.050292 46673.999867 127507.216058 178235.185749
1959 155508.463669 9005.608246 -166246.378827 127842.552827 181091.169231 42624.997418 21402.343463 50108.053496 43064.589277 70329.494317
1960 -197372.171412 14762.977862 53651.168885 -58430.315298 -134531.573329 -115663.947086 8944.973292 -122508.653190 135288.283544 198694.656036
1961 -1987.268542 161039.995343 -206054.394510 40076.760835 67240.964339 188074.710547 174610.395593 77255.666542 -38925.983742 99879.853156
1962 200974.098295 41090.717468 31129.120487 115584.677473 117482.630523 274304.757141 -14535.760730 42714.476626 133381.364856 223912.055347
1963 -341236.700657 -3646.083452 161638.610972 91950.239877 9109.278061 -178875.580137 55232.722257 195587.255480 89809.597302 36274.671054
1964 -69611.319554 -4479.508996 -34520.731177 139794.044629 67931.705277 392112.459475 84541.842580 9701.827094 116869.070311 56782.922282
1965 273926.472589 126475.765452 207158.327149 100705.770756 37281.282864 2784.839763 -62801.951203 -9911.614065 34883.940940 135516.827198
1966 400664.877255 105857.780601 -100996.059871 196937.706789 -22188.025788 80700.112588 -47809.025409 57424.602560 -14639.861939 -24880.966953
1967 326790.078609 21780.361317 -56610.997318 -49642.266658 -7901.055512 -354948.791558 131631.258383 164520.860098 36180.039268 -87500.086876
1968 -174165.605459 -23364.220691 219599.971385 101021.725467 63234.367653 -264185.866416 68567.558671 -17634.293259 134613.584512 -43582.291642
1969 339320.924704 108792.081769 151101.557278 137667.452717 -50662.951605 95952.743734 143905.327481 29583.307976 150986.068936 72910.130358
1970 139886.428330 113358.255659 -25085.917501 67116.090550 137785.012656 -268128.986199 81724.964674 -74521.823360 139737.889259 -74583.214819
1971 220178.626551 8837.625175 148670.343779 77239.219670 3251.282836 -99378.400578 -16544.815209 -70038.492691 22674.904680 45760.899009
1972 -11341.010660 49635.328581 109292.558858 -64247.365474 9136.439109 133344.131984 63089.158331 41168.700936 42206.446960 218095.334529
1973 -18415.732480 47636.125735 89979.708175 26921.941957 -40388.906142 15613.038328 56464.803284 2485.656941 49233.841646 213001.488028
1974 111321.158646 254191.681755 6517.236657 25896.346246 213205.195593 43201.562579 77100.331236 -46556.335921 -51693.597734 21673.753561
1975 142572.246486 -10728.833237 -21910.966166 -26388.177967 140607.815183 296210.717752 -1119.782074 22209.816243 187801.798395 153850.063541
1976 -82723.624163 -9782.749239 467132.109622 -13929.732467 32495.658564 -34456.747315 70361.765025 -95371.653320 49504.339280 266165.641703
1977 240094.785806 -82615.405298 226936.817616 79751.587207 -51168.730800 -210002.337125 108043.178419 83494.803320 -45271.478750 189488.400731
1978 -95431.219727 -34732.394548 -110614.559233 24149.235070 -55011.767875 174528.361942 141215.184790 1539.788264 152027.416410 121279.772869
1979 137483.927053 216573.521672 -26527.650217 90643.930939 171542.508067 -64513.870621 -71233.531914 59702.996122 -34881.853736 130363.034077
1980 99429.051797 171603.389742 151747.472354 74740.581935 -2230.617391 -131136.540849 -66942.933518 15933.617102 -17035.285169 -89683.362621
1981 -5183.792120 -96282.449490 307344.950522 -25095.748651 -25407.730129 79888.646008 -123447.539137 45124.769993 173186.867751 20010.009656
1982 48366.845145 -36001.767656 -93011.681136 74530.062402 47970.462124 -15249.094340 127362.700805 136873.469825 -156565.515645 22524.022296
1983 -81817.600581 -21038.979651 35353.909323 24851.886682 56512.482564 128883.401656 -23154.012577 -50215.876484 247200.849211 108478.060260
1984 -125749.951444 -25036.364708 69781.342011 66078.495893 162969.717271 -178600.836142 3141.002050 -54949.967726 -87548.461980 88640.125027
1985 -104240.025751 93052.538751 -237759.580925 145267.760918 161179.676209 -75053.933943 -120072.593866 -42849.118954 -2952.173727 189972.411118
1986 297976.167803 -20483.472434 166075.896545 28874.015685 166193.610390 256101.905416 249289.379649 15405.547374 56344.250404 151083.589719
1987 191879.948911 110229.129285 76618.305350 -25342.549837 14895.798380 -200648.356921 47625.378601 5001.104752 43570.391630 50527.118149
1988 185166.120341 54642.110182 129076.343600 49812.273822 -12261.016741 -72138.447985 51904.124575 -72436.051354 206506.272651 202897.456029
1989 -61990.782433 53349.341055 -39817.944204 200173.611981 165524.801606 -174746.757847 -5426.491034 129845.532668 84131.261293 102746.100426
1990 145563.484678 -114087.091595 103325.627846 -86801.962211 30680.376789 75593.692890 154999.838206 121587.230645 40752.532440 130710.153927
1991 201749.794539 -24453.969055 -30116.907656 9199.580315 60714.707604 431127.587079 130758.557949 77409.982688 -48269.367980 108296.332770
1992 21079.455665 226539.698910 -159755.590463 9838.305442 28961.612920 147801.154997 103874.484237 93751.750143 31276.603953 219237.034020
1993 -82862.618673 301331.042593 305899.933210 49803.515416 13081.641431 85015.379867 70477.978729 -40631.531096 -94256.360071 185859.733650
1994 -151972.784056 21358.652308 90584.765676 47505.129824 -20531.002863 77344.634784 52599.644493 83281.983944 200662.634787 130890.325771
1995 -100192.778575 -42957.512334 -142016.448942 -39540.165234 196410.076224 119596.445037 96491.116770 -178086.685054 155395.610000 -89136.138244
1996 110243.694604 -227154.658391 -97446.033533 139487.014341 151265.565105 -220278.571624 120740.651397 3638.213615 86403.529111 192907.409554
1997 178092.326879 269199.766121 -150850.784432 60372.925697 7319.887715 -47244.402477 -543.932693 -114251.776107 -5314.582531 -14995.514115
1998 117811.675848 -19076.627906 130515.328534 89589.312030 -12739.785103 210362.859632 -55201.561705 81824.118180 170938.701781 -116037.495079
1999 199329.708377 101105.904336 74782.258877 144841.688785 -24411.126612 -78355.930871 -34233.156448 -51660.000361 -71571.671764 97090.053651
2000 267632.042036 146688.784094 -20270.282272 -5040.320409 43905.836705 -111298.142140 209480.812835 6109.490562 69933.464363 -70532.882113
2001 19696.442788 245959.938144 215658.347572 100223.377747 26940.397373 311818.387445 88845.031583 29965.218524 165892.515240 181973.607222
2002 369984.382450 78629.600884 454680.157079 105929.679329 2263.667122 274387.120137 16826.295067 120058.527161 -56927.666505 59662.995629
2003 -77400.317958 -39812.834151 204993.499354 97755.520989 49953.631869 -18225.282767 212521.263270 185013.591121 6610.685460 -34286.831289
2004 328394.107779 113464.348204 -173273.067739 149872.595421 41603.120811 -257719.490965 -2188.583812 -46069.855786 61844.386243 -67530.180410
2005 -57160.336784 40306.055854 156487.765593 54548.266456 76150.910308 46182.563956 101791.978781 57564.999480 119682.770818 -19594.141051
2006 287889.740586 -100432.347441 209411.733199 -7657.477161 47735.058441 126473.722532 75888.148446 -50336.404696 136063.732084 156864.884975
2007 -247491.891686 -82813.414393 48004.552013 48951.235083 4095.058762 56465.183568 -58128.527513 19497.870414 -43034.575721 141288.231994
2008 322098.692133 -120067.002722 -76749.752923 151535.521567 115310.828167 -223250.523183 75944.329289 -39837.658890 70581.769251 168943.863818
2009 76135.105014 -153479.708555 -100055.852911 120730.900940 49200.472651 -94740.811743 -66308.710145 -105793.038944 73429.085895 -26749.425375
2010 -161817.312301 81521.457307 -105185.498904 50234.994750 81488.315720 -96919.213192 142545.312296 155047.127620 26151.462060 48389.076008
2011 317019.657673 76434.477773 187733.941891 109387.285999 -1643.171290 77376.022363 230172.635936 -121393.332147 124950.952908 -30193.369703
2012 -63254.202697 -87224.869409 -254872.149401 -76521.657509 49435.222086 40847.971018 131111.081174 10142.176761 61617.961077 92936.571232
2013 -4038.773713 80644.550035 -183298.197249 29157.557587 96985.047726 90385.850498 -10097.136014 83752.629568 80909.657916 138168.226917
2014 42837.847910 76076.082762 15729.771359 25463.038580 108509.666800 228001.988872 -70048.863768 79646.760306 -20737.937787 82609.168975
2015 -42547.644838 147218.878207 34520.884109 62106.137674 24536.202432 280534.492904 340072.517212 -678.427073 -110360.690053 69421.958268
2016 417893.627187 18080.327109 3681.603362 -5078.173862 57320.947349 161373.793627 -51536.730649 -1733.981022 129149.290202 72966.110440
2017 -79839.432947 239120.968628 56010.474412 155536.955076 69381.537344 -49408.776354 -41397.576335 -43220.637374 -32391.095665 133366.044148
2018 -141660.733741 -112970.788449 2050.973407 -98586.645869 2033.558461 169120.145165 -10038.357635 47962.778775 161216.615584 14835.057388
2019 344403.597479 -14004.460196 -87784.283331 -13665.855470 42310.081026 -186357.678838 192955.483818 111873.010178 18061.673866 29786.320225
2020 -7853.490662 -177113.633890 281515.471121 120004.971141 77417.574729 7196.589488 81401.475548 -245013.345777 296432.963437 -36747.895285
2021 121869.105719 -99055.212795 -94408.345634 -10016.102024 120096.963108 -155565.145697 141008.435756 84216.024719 -12835.102188 44548.441216
2022 -189342.441947 38449.350036 -29311.365925 37594.037745 87604.807836 -62983.296470 32080.752078 -3930.935740 38791.399362 69512.074125
2023 272966.352611 71655.349948 24617.057104 23328.145376 19312.566338 284559.808518 -144114.035289 -35058.957493 -41186.395601 4498.355533
2024 -376491.379269 47901.952644 -158742.305099 54996.567253 10255.271159 189854.892617 -148743.838443 40775.539904 27532.049238 196647.895473
2025 210530.543348 -127296.123535 339538.298227 42320.410608 74060.304893 -65489.248366 330941.894440 -88238.157147 25260.595103 114214.463362
2026 88546.183712 205542.832384 215631.163870 -881.686626 4920.047899 180302.968958 174418.610489 49024.494559 106143.237064 33865.980626
2027 -20521.879585 -12855.959267 473897.594618 47598.489310 108565.782613 -31603.564290 20784.153238 87424.036148 241940.264900 83019.648655
2028 -207829.269436 9096.283895 -36146.664450 56118.178779 115905.964539 29573.237562 35956.355255 -20258.845026 143328.046260 -103005.536271
2029 -28181.821704 141078.151701 76985.781398 35517.048322 76821.588684 42002.055015 127060.109021 -30889.766797 161958.142773 266132.472512
2030 321450.191485 -75060.198049 92395.949150 -65500.326007 127104.899961 199594.003889 99354.075720 -44859.053668 76168.015395 242747.328075
2031 394525.463105 188173.712590 -259437.831668 115382.123831 52463.499177 168240.401713 -121636.322469 38287.236978 86443.276740 54205.519412
2032 142937.047916 39336.445317 117531.793811 -31113.693242 -12278.425381 -16179.112680 -59269.847470 124641.712171 4390.485461 178381.599908
2033 235435.710644 -69835.332218 -24004.012267 213945.142311 49402.996064 -368020.323019 197843.518089 245748.822955 -153701.106991 22453.785202
2034 75622.797140 37134.564871 -35480.446033 71916.915687 39051.753287 -50052.605413 63663.232699 -50578.767740 86943.928601 -69012.999459
2035 -4338.387302 87496.642293 27478.983255 68485.139485 94210.266032 -100337.589633 123611.319528 21510.694040 33816.628366 42729.046623
2036 9676.699909 15536.109071 291956.049962 99347.934321 88825.167045 173501.797231 21948.178753 -3670.007970 90360.449398 253393.873466
2037 375146.957053 -13595.075869 -166223.485688 114044.509429 33462.524414 -17443.642515 -27573.827519 194818.420592 84061.081185 85759.848758
2038 56023.373951 -11339.679196 69773.650557 -68487.689654 54592.172615 320593.376562 -82180.395596 -105066.206997 50420.790419 40050.872507
2039 -48346.533854 67268.705447 288731.429193 58095.662662 -26133.039511 -99084.768492 146040.764724 67651.318421 -15723.449607 -72894.931914
2040 -113541.708326 -60472.007441 163145.658946 109468.720344 -47648.565878 -211756.299153 -18470.901666 -111450.116639 65539.531437 -3822.232620
2041 146119.387566 23607.337492 -46149.612041 137236.686371 34863.224923 -167067.546775 51740.889331 185625.401793 97793.051275 108069.440655
2042 -317074.819174 22487.245333 139333.047354 -71657.360630 -27874.542489 285404.949217 105318.605437 45463.084292 15387.257517 45695.314682
2043 -68409.389857 18959.860097 -143778.634759 88403.681089 108951.813715 3662.197769 66676.593844 139318.930975 -16618.652395 -38239.774020
2044 -40768.583395 38353.985332 22266.443673 -55775.684133 -84902.846259 -92961.657078 11124.583504 71365.329961 41904.657806 138621.974805
2045 1031.096389 22420.219594 -127826.962150 94549.264836 -19190.996967 -167619.742792 -109729.577961 194985.428375 65132.084127 85950.689285
2046 469000.741846 75077.394088 -127269.715560 -49485.056589 116026.278481 63865.067546 46447.025478 26126.422775 143204.972565 -3614.249709
2047 -330135.104553 167244.762908 -17779.498351 -17266.939455 10432.124064 -144405.927309 -67600.502944 83798.100645 32438.621578 202639.114050
2048 -261271.443638 82577.089307 103740.268011 -31797.190020 50541.395475 220558.006107 -281987.650766 -28787.859344 171718.841594 -30926.429084
2049 110940.271100 103289.901813 90096.992383 55932.844090 -8268.350159 4309.994338 109516.093266 91267.498560 -51012.533287 207400.119596
2050 -120567.982379 -77849.734811 56597.088395 -20826.565532 -29237.676651 -99921.798458 39110.858189 34408.770805 159042.796920 -66245.374488
2051 -328122.886736 49060.103704 -84054.071761 -9778.662806 12047.249051 -58343.905997 199197.967564 -27929.988601 -36061.214236 41197.432435
2052 167032.607814 17720.670476 8361.063829 33786.830358 56245.223843 130093.117823 34499.728748 198940.075468 43320.352435 -64325.800360
2053 -53170.508319 132021.204765 -192949.143277 93298.229435 10236.437398 -65441.214253 76806.755421 -11574.047354 -51986.278165 102630.001338
2054 107151.328714 117170.927597 163262.592684 107722.588294 111641.878820 -18127.084418 1377.868724 79529.029357 -117957.325020 14910.954311
2055 -60940.842576 46999.685960 80387.980338 -18597.941469 133294.632155 186786.267888 -128684.497582 44600.182535 -18993.629497 104308.237132
2056 139236.502329 256370.667866 239640.370412 89420.148150 470.274319 -380216.725537 270149.685661 99838.031251 31776.926471 169240.255649
2057 111151.320623 89017.080268 -88659.493705 -8534.645436 65427.919473 110233.573408 72120.558150 81823.941462 62369.724339 71811.465467
2058 -329802.308124 38489.719578 65902.334930 -41450.302805 58464.295688 43664.708302 102278.063430 42656.332757 -23920.398766 59725.261399
2059 157914.002793 -87443.644336 139070.140834 -93066.243143 99110.200932 181637.636149 142129.553963 -35561.754300 148221.398807 98907.420756
2060 239519.308852 -81763.012963 -47455.014959 79535.271795 -4413.785972 -60040.887535 32961.785148 -43614.124625 196961.206417 129404.867995
2061 -76762.016050 -26963.091115 35956.338573 73900.932236 -19916.402901 -5670.064848 52511.414074 62476.209228 58893.925692 -9547.253763
2062 205115.324670 77692.832627 74904.937459 15699.857261 -7122.110131 171159.630944 -103395.693230 26015.985579 -24650.985946 134325.235847
2063 414278.634649 43135.453318 48129.940443 143448.591192 4006.913378 270085.768195 134349.751297 -57287.387339 181016.224299 106656.711356
2064 102112.107131 183291.143222 32203.509246 -20261.244807 83842.391596 107541.323239 151553.291649 -52217.013574 121830.519276 109647.900297
2065 163403.103543 31334.008056 -42241.412549 138283.893350 -37318.498548 207581.846853 47466.046735 144417.991956 47286.982691 307866.706655
2066 49494.758019 65010.949938 100781.829111 27655.382020 133810.016613 -56319.907236 85743.713500 -4112.493711 -22983.005686 -41023.627251
2067 51114.170788 154070.197030 174470.737720 -10599.365804 -48721.793575 143248.095331 176816.206374 -113920.061348 144920.318184 115921.945754
2068 155488.847719 -91343.074826 207641.716070 -133824.756413 177383.126071 60746.166250 -19349.962101 -28331.823052 -104437.512033 148398.058245
2069 213399.971717 154187.473191 155794.252444 51379.470679 -63136.551446 -75238.125358 161988.306964 55374.875601 64140.672009 147955.826115
2070 -83546.399652 86138.140275 155829.824733 88201.487632 69777.739816 19384.894427 294266.376166 -124254.156175 61717.433963 139815.377420
2071 114441.250977 76123.992454 -110737.462319 2256.780638 98547.505069 377048.065888 -66409.863465 23686.407127 68881.710657 126727.788880
2072 42512.347034 -15930.724775 163427.676081 -9011.207712 36505.981502 -145869.655831 50041.952591 29072.760695 -8883.417736 -99169.765569
2073 329638.116691 181765.623031 -130492.767327 65399.258428 114657.398855 -3109.999087 4743.167067 71657.660002 95675.324812 44683.784920
2074 4216.818795 -158103.962427 -27021.689294 20155.707224 55045.673180 106371.031573 -120921.877912 116174.946861 80286.212724 120737.347623
2075 105748.585124 185992.974851 207843.337711 121559.597216 43672.060991 403964.572416 7695.337063 -51422.402617 174042.571783 56821.670356
2076 13661.526391 160970.652312 -35728.636409 7758.933616 -61661.171111 -286742.822644 48390.188217 187860.271171 -22084.176449 42544.913194
2077 119635.255985 143481.539977 82005.092840 76025.391287 30342.817232 316106.756251 -37910.206216 5536.453400 165470.604113 31922.065824
2078 -233541.219130 -53155.485292 83451.833476 62431.571023 54029.908520 333941.578514 20703.542840 -39736.065043 62762.431605 49936.102336
2079 88995.953679 -43894.017788 125568.419846 -40209.433943 100655.190403 164976.011589 26865.717666 -24664.473890 123049.949394 126688.151757
2080 100952.266247 -48251.727635 -24952.486751 148691.602473 133445.878030 242218.947630 127918.250780 73982.788321 100557.321489 222014.297785
2081 190802.645890 -27245.584845 -252670.675952 58557.260742 57796.071861 -228605.539079 97190.278618 72933.206421 22054.459938 50884.478602
2082 -72770.748445 26117.913772 -139685.338958 39284.323499 21265.274512 101495.922714 12771.253264 -23199.570993 98682.630874 114090.379307
2083 420492.213409 25255.603784 137480.402886 40493.180118 -136409.326223 -55561.019008 -98717.907959 48324.585643 149060.864272 113414.849419
2084 -170631.914413 -59363.903166 324760.575850 168757.391700 13472.532699 -52420.523836 -123975.351931 -90352.336301 80104.909077 -197671.850587
2085 -151173.858816 65133.710787 239701.975842 121625.670579 146822.724101 -35264.186389 -210204.057572 13407.183482 12831.783405 93803.153337
2086 -188330.805004 143875.210062 201577.536057 -36812.413849 90739.501989 -13361.376042 169979.584723 -124837.530324 33227.419962 50912.282269
2087 179058.990007 96765.144762 183645.299235 2530.332855 40780.774959 37775.537042 -136447.612280 5418.134291 -55942.913185 176754.862552
2088 -57004.424799 46310.134286 -308759.181692 61262.557598 16032.115578 -54056.871584 -13885.891221 150337.932039 30357.098846 -162080.091557
2089 74142.647220 44793.396674 173053.206567 -25039.314446 127914.204397 -7647.201751 -8536.065229 -70234.813055 61349.738230 120754.483502
2090 83470.499940 117952.635133 189257.118998 -21947.366715 5292.073630 34761.552534 137610.383906 17233.547864 -30213.703884 27967.660001
2091 151715.068181 -41163.512018 176460.278757 181671.373374 -33051.914767 -179330.258742 23290.012623 19908.965357 106921.345888 60091.581404
2092 -126744.195316 -55329.129295 -30971.926331 51454.148265 -51613.417862 -62338.819928 -11783.726462 -72469.615365 93260.039888 -30642.114181
2093 176626.669068 -115065.119390 44147.256280 88874.297514 -36509.159839 -172834.667829 -41098.753855 115201.017455 224371.607222 -60761.328399
2094 204340.956506 6025.854206 -58362.404967 78098.441765 25007.607335 26228.504580 80292.318723 5072.479126 49940.125752 90650.666962
2095 -275170.828964 43450.029679 -39999.266895 121847.469967 62338.956382 193482.530106 -78100.905902 109563.268707 81341.906562 94588.981184
2096 -324041.350441 -68745.466221 -50790.117712 13025.515693 109799.469269 380452.871884 -28156.609044 30875.888443 240.201137 99516.162641
2097 -183001.500823 -45793.742411 314567.082038 83810.247663 70701.068648 260346.436656 71311.942537 -10019.944230 -18376.339737 -38173.739782
2098 -49872.568921 8418.118154 -55270.876115 80174.336795 -61939.825508 -54788.736512 8711.011192 87453.276893 56401.927655 231410.643376
2099 208924.870244 -24090.451404 -49647.855427 54620.678068 93425.335864 146154.078455 23478.774016 20118.300432 -142213.545181 19999.474151
2100 -44855.922007 -82172.871823 89738.182809 6955.120810 95765.942767 356731.660017 32778.517944 -121271.375333 137994.833437 189919.888236
2101 274104.556741 233448.205581 249691.058155 69838.843673 -21311.779342 170740.676956 -68947.456248 17625.332803 81487.583131 205575.502788
2102 557699.427155 213678.908910 -54322.130239 46958.507472 -20728.857295 19173.645194 -11575.843169 97649.870729 173061.487614 93984.373618
2103 16921.313109 208009.162365 105594.336967 73930.155351 108148.999760 34500.906051 206316.749150 -146673.308232 17248.894186 229085.393609
2104 -97302.710816 113847.275967 173017.414137 -5590.859579 -5361.390928 52965.426257 -82027.200004 141574.166476 69418.206974 22707.443246
2105 544529.647094 69933.532690 403780.273799 135522.968130 13321.919823 166185.567691 -10062.055478 89892.693168 191026.459020 118873.154470
2106 194530.734630 -82066.760335 -83236.398268 -43406.150803 27014.611097 83180.009249 -78533.994601 32895.675228 6616.715448 108647.681137
2107 -189208.677295 113393.722532 24773.584294 -69854.998677 107623.288909 242164.865533 -67832.044790 55573.836445 175817.743653 108039.830145
2108 -64818.687629 136466.697396 -3456.062704 51392.191593 43364.724858 133225.493487 272901.664418 36052.096045 -17297.414980 60077.901621
2109 91136.875333 52426.552192 16105.644871 75114.529948 -29035.537217 394550.045799 -122913.763424 -46536.198045 53408.680039 -13257.215234
2110 98444.458054 69728.107466 185550.313290 -15859.890667 106045.223790 390229.878526 52147.502697 186499.284872 103935.240318 77263.391955
2111 166790.455494 176644.296788 93782.056410 5037.048982 -28760.733695 108864.689912 56374.057425 64149.264334 42731.520427 182333.024361
2112 -124239.684025 111442.677230 277234.313339 171296.644763 -19493.630175 208816.857888 97403.070161 -556.616669 136141.197334 128348.566362
2113 -89982.799246 -28940.488817 -68230.001058 -51933.462235 -53793.649889 -323381.407845 -108858.009687 -6735.106009 158098.488122 74905.735555
2114 -32923.311913 105531.792497 329388.523798 97261.404951 -1526.750652 323016.031451 56005.534696 125327.793258 120918.648675 5689.176418
2115 314912.388542 176341.407654 221167.256521 25815.720247 48738.119412 -309747.794669 187458.330931 40880.228064 39476.676067 100437.008053
2116 121118.208457 169719.739566 177398.531434 37837.058936 173650.597561 145796.606265 37957.827546 -46932.722192 178085.558756 129614.870313
2117 408804.971642 -39488.111570 -77476.281592 34016.038591 69191.054167 190414.077524 5596.149227 -34385.765404 123980.099701 150552.734598
2118 -39010.755086 171133.345906 90149.874328 141347.870123 9650.387137 243822.155815 84517.508201 38843.009205 148684.168627 124165.746808
2119 258305.862305 122786.039009 -8900.261864 14273.526830 110213.088954 -166896.252047 -122621.077827 2014.793628 30217.555517 66250.732678
2120 -98429.976821 98807.314980 -132916.282432 80266.868810 -24486.722748 -82870.053734 -58465.734599 -37917.401263 -2399.538659 -77889.656155
2121 -39008.121098 7265.039149 148777.543481 41046.336291 31360.003947 -126755.584045 45921.559897 56354.375313 -16574.598100 -88547.092279
2122 -234628.367801 171315.775898 142361.452735 47332.679795 90978.739558 424557.411824 81720.898203 89107.186513 172954.148311 -47806.773792
2123 -26177.512279 95944.016094 158368.960698 64556.972219 180345.591163 209654.305107 60095.595126 84661.711993 -58927.437531 132879.859420
2124 -286384.770172 6857.515872 126046.931914 119728.164445 26590.939143 59591.472104 225904.693926 95480.381834 -26397.239970 150770.970669
2125 872.209863 -113638.739229 76420.503342 79689.267253 43803.682903 -233734.536292 17950.253269 -54741.680003 39449.806005 249689.107125
2126 -51439.058840 -229682.307239 105979.541989 151992.978847 103559.765052 196324.376568 -4516.113566 72805.768756 51549.924260 144121.427481
2127 93513.950824 148625.293260 50977.736926 97689.397653 90307.293264 153956.191744 91492.664528 130483.132166 -32647.409546 125274.784421
2128 33171.422204 165449.211307 -177216.527864 87386.756137 192407.317032 320999.241052 -46536.807284 64188.704799 87445.401055 1579.327062
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2137 45999.397043 -105802.207659 -51721.234600 81294.146310 -46383.800003 109345.899127 45337.422675 50273.492290 112863.409218 -11656.072977
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2185 103757.963464 100611.505548 29323.376905 162856.655804 78893.609517 2217.906756 63026.680112 65047.200565 4374.492101 113677.072386
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2200 5117.279289 63642.929741 243410.233494 -7456.870475 90755.214136 -260553.625121 -130666.527987 193985.434176 77763.845760 171202.609084
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2210 227187.191165 194091.064900 167641.591279 46609.587404 55373.777211 119633.799849 83569.056748 -84342.697653 219243.884708 95222.566049
2211 -25130.586089 194093.692466 -66033.231988 -14069.707098 49890.384977 242968.498052 -42770.294218 83684.026680 -39496.569017 -31322.109050
2212 320477.916095 114466.966251 -99914.321562 -35032.732265 70983.899284 180414.095674 -136750.575210 -74625.671133 40690.529831 5513.334242
2213 232676.843656 11714.371514 19719.104710 95113.694189 4688.042595 -2308.641872 35252.971036 64537.734550 226057.947646 -32462.967835
2214 448998.794574 -50478.312531 17560.783222 33179.294583 -8838.164991 -78018.085100 -57195.463273 201447.782181 39822.674297 133233.981517
2215 -100569.091248 -136274.716594 80402.525411 140643.739744 52244.847561 -156857.506072 58029.929458 108188.100425 13485.467325 48728.171928
2216 314346.578986 -49705.434183 -123969.849083 -41113.817303 145930.766849 307574.524264 -65089.054570 -37220.396772 80416.435664 -50830.594533
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2218 358068.628254 70597.084087 250253.728254 65662.846145 155806.484243 7220.046203 106063.201769 -30884.543745 173988.391029 -62512.087160
2219 263197.026383 -11517.656263 85944.800568 82035.464069 65729.233085 141556.743812 150382.298708 128759.823845 -61716.916969 49108.907022
2220 -99549.804123 -17501.890777 78749.172679 127066.384056 -2473.344296 42594.682086 -122264.339609 24940.363112 47410.426718 111006.204252
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2222 173228.239740 84333.597474 307884.299950 88124.039344 151229.767832 419337.201065 -98827.041679 69792.561501 -8905.643839 149373.080042
2223 46798.829043 9594.243913 285106.026545 -37423.736025 134264.310643 -59632.268506 -192622.659548 -96714.869740 243406.007642 157316.540414
2224 402576.604316 120937.200384 269276.925511 183720.639559 105567.856595 204345.376630 107709.298133 -45427.132469 -3295.859172 39926.605736
2225 403419.135366 150436.632630 50691.309934 34299.021252 38744.074089 287056.449544 21027.979704 25310.640768 113384.226257 148524.224614
2226 382960.546347 101734.504846 -6719.599553 27913.045377 5260.104542 88821.269371 -39967.657598 8402.292594 -90019.786431 129445.985769
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2229 -5155.050707 48998.944306 11166.244338 -801.428423 11875.022880 -103997.787513 130983.405561 -111909.610484 19860.037739 26463.287812
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2232 -49289.193211 -164373.033504 195606.668617 85418.865744 29979.729311 80160.210513 -33713.566412 -28790.547072 17439.943698 -24723.810078
2233 158576.547851 72464.979313 47800.365351 -21699.866650 41305.126185 53212.267077 -25320.265428 6417.242206 127282.322627 320797.652157
2234 -145089.262877 188288.505712 -36993.187585 61810.328857 140315.750333 -19693.329482 66516.347134 -30415.882628 61382.836193 123227.369467
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2236 53611.169814 16707.449896 -136625.581584 -145239.444216 39344.990572 182822.565980 -5082.299827 20524.959721 152918.359990 126159.346402
2237 14840.910065 -40794.274487 108166.119111 145729.939078 70886.890918 152066.998812 49201.332755 -102780.387307 61468.757258 117301.645308
2238 -294780.652959 -3199.560630 91720.846624 -3299.195504 66925.227737 -83998.866231 -19717.112984 72544.953744 239101.413399 131075.397541
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2242 154406.306710 106465.396191 29173.676230 54307.723866 24167.821923 119572.895946 73279.541592 -62524.393332 -35288.306863 -119730.142661
2243 75934.855242 14367.844377 56857.945300 -30833.112664 100208.285134 110014.143931 37138.098127 19778.468926 15995.152724 252209.493880
2244 89519.415905 54261.051106 28541.186706 126045.676974 -16529.151410 190260.183983 91392.305079 -84682.374708 147225.870811 -74464.897680
2245 187345.127662 6185.627844 -149670.350457 -9622.585948 -7282.114098 191826.193800 94749.762098 19542.012819 -22318.695442 150958.796796
2246 61787.265086 12852.360444 -107292.830297 -34975.459627 78723.653258 -50271.769322 4397.518899 18459.422746 1996.085329 -29477.815260
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Data Preparation, and Exploration

In the subsequent phase of our analysis, we delve into the statistical aspects of the data contained within the 'df' DataFrame, which represents a compilation of data points for each year. Our initial focus is on calculating essential statistical measures. To begin, we determine the sample size, denoting the count of data points for each year. Subsequently, we compute the mean values for each year, representing the data's average, with precision to two decimal places. These calculated means are then transformed into floating-point format. Simultaneously, we ascertain the standard deviation for each year, serving as a measure of data dispersion or variability. Similarly, the standard deviations undergo formatting and conversion to floating-point values. To enhance our analytical toolkit, we extract attribute names, corresponding to the years, into a list for future reference. Additionally, we determine confidence intervals (CI) at a 95% confidence level, associated with a Z-score of 1.96. These CI values are computed for each year, employing the formula 1.96 multiplied by the standard deviation divided by the square root of the sample size. The resulting intervals establish ranges within which the true population mean is likely to reside. Lastly, the CI values are formatted to retain two decimal places and are converted into floating-point numbers. This meticulous series of computations equips us with the essential statistical insights necessary for our subsequent data visualization and analysis endeavors.

                        
sample_size = len(df)
mean_list = df.mean(axis=0).tolist()
mean_list = ['%.2f' % elem for elem in mean_list]
mean_list = [float(i) for i in mean_list]
std_list = df.std(axis=0).tolist()
std_list = ['%.2f' % elem for elem in std_list]
std_list = [float(i) for i in std_list]
attribute_name = df.columns.values.tolist()
for i in range(10):
    CI.append(1.96 * float(std_list[i]) / math.sqrt(sample_size))

CI = ['%.2f' % elem for elem in CI]
confidence = [float(i) for i in CI]

data = {
    'Attribute Name': attribute_name,
    'Mean Value': mean_list,
    'Standard Deviation': std_list,
    'Confidence': confidence
}
df_combined = pd.DataFrame(data)
Attribute Name Mean Value Standard Deviation Confidence
0 2014 36787.80 198068.75 6425.78
1 2015 45758.90 101003.58 3276.77
2 2016 46035.14 141605.25 4593.98
3 2017 50797.10 69485.11 2254.25
4 2018 49937.17 69023.80 2239.28
5 2019 60495.19 168625.59 5470.58
6 2020 36527.62 100883.91 3272.89
7 2021 24848.69 85224.88 2764.88
8 2022 62217.51 88619.52 2875.01
9 2023 76751.81 100980.06 3276.01

Dynamic Color Visualization for Yearly Data Analysis

First, a threshold is established by computing the mean value of mean_list, which acts as a benchmark derived from the average of all yearly mean values. This threshold serves as a pivotal reference point for determining the color of each bar in the graph. Two color maps, "blues" and "reds," are introduced to facilitate color assignment to bars, contingent on their relationship with the threshold. A custom function named "colorForBar" is introduced. This function takes three parameters: the mean value for a specific year, the threshold mean value for all years, and the confidence interval for that year. It orchestrates the assignment of a color to a bar based on the mean value's position relative to the threshold and confidence interval. If the mean value falls within the confidence interval around the threshold, it is rendered in "white," signifying that the value resides within an acceptable range around the overall mean. If the mean value falls below the threshold, it is depicted in "blue," indicating that it is lower than the mean. If the mean value surpasses the threshold, it adopts a "red" hue, symbolizing its position above the mean. The color assignments are consolidated within a list labeled "colors," designed to store the colors corresponding to each bar in the graph. Through iteration across the yearly mean values, the "colorForBar" function is invoked, providing each year's mean value, threshold, and confidence interval as input. The resultant colors are then appended to the "colors" list. This code framework establishes a systematic and visually informative color palette for graph bars, illustrating how each year's data point relates to the overarching mean value, thus enhancing data visualization clarity and interpretability.

                        
from matplotlib import cm
threshold = np.mean(mean_list)
blues = cm.Blues
reds = cm.Reds

def colorForBar(mean_list, threshold, confidence):
    if (mean_list - confidence) <= threshold and (mean_list + confidence) >= threshold:
        return "white"
    if mean_list < threshold:
        return "blue"
    if mean_list > threshold:
        return "red"

colors = []
for i in range(0, len(mean_list)):
    colors.append(colorForBar(int(mean_list[i]), threshold, int(confidence[i])))

Efficient Graph Rendering and Integration for Dynamic Web Applications

In the pursuit of dynamic and interactive web applications, a crucial function has been engineered to seamlessly transform plot objects into visually engaging and versatile assets. This innovative feature facilitates the storage of plots in a 'BytesIO' buffer, followed by their conversion into base64-encoded strings. The resultant base64-encoded strings serve as a bridge for displaying these graphical representations on web pages or effortlessly embedding them within downloadable reports. This powerful functionality empowers developers to generate and deliver graphs dynamically within the context of their Django applications, greatly enhancing the quality of data visualization and report generation capabilities. It represents a pivotal step towards creating more engaging and data-rich web experiences.

                        
from io import BytesIO
import base64

def decode_graph(plt):
    # Save the plot to a BytesIO object
    buffer = BytesIO()
    plt.savefig(buffer, format='png')
    buffer.seek(0)
    image_png = buffer.getvalue()
    buffer.close()
    # Encode the image to base64
    graphic = base64.b64encode(image_png).decode()

    return  graphic

Enhancing Data Insights: Leveraging Matplotlib for Interactive Visualizations in Your Django Project

Customize the colors of bars using the method cm (Container for colormaps that are known to Matplotlib by name) from Matplotlib library. In a graph based on their chosen threshold value. Depending on whether the mean value and confidence interval of each bar falls above, below, or within the threshold, the bars are assigned colors like "white," "blue," or "red." This customization helps users visually identify and interpret data points relative to their specified threshold.

In the virtual environment is necessary install the matplolib library and realize the importation in the views.py 
                        
fig, ax = plt.subplots()
ax.bar(x_pos, mean_list, bottom=0, width=0.5, color=colors, yerr=confidence,
       error_kw={'capsize': 10, 'elinewidth': 2, 'alpha': 0.7}, align='center')
ax.yaxis.set_ticks_position('none')
ax.axhline(y=threshold, zorder=10, linestyle='--', color='orangered', label='Threshold')
ax.set_ylabel('Value')
ax.set_xlabel('Age')
ax.set_xticks(x_pos)
ax.set_facecolor('.9')
ax.set_xticklabels(attribute_name)
ax.set_title('Mean Values with 95% Confidence Intervals for Each Year')
ax.spines['right'].set_visible(False)
ax.spines['top'].set_visible(False)
graphic = decode_graph(plt)
Customize 1

Dynamically Generating and Serving Graphs in Your Django Application (Using errorbar)

In this latest code segment, a new graph is generated using the 'errorbar' method, representing an alternative approach to visualizing data in comparison to the previous 'bar' graph (graphic vs. graphic2). Here's a detailed description highlighting the differences between the two graphs: Graph Type: While the previous graph (graphic) utilized the 'bar' method to showcase mean values with confidence intervals, the new graph (graphic2) employs the 'errorbar' method. This choice in graph type offers distinct visual characteristics and interpretations. Visual Elements: Graphic2 presents a combination of visual elements. It features bars, represented in a light blue shade, signifying the mean values for each year. Additionally, 'error bars' are incorporated into the graph, marked with dark blue circles, indicating the 95% confidence intervals around each mean value. This contrasts with the previous graph, which relied solely on bars without the inclusion of error bars. Data Presentation: Graphic2 provides a more comprehensive representation of the data by displaying both mean values and their associated confidence intervals in a single graph. This enables viewers to simultaneously assess central tendencies (means) and the extent of data dispersion (confidence intervals) for each year. Legend and Labels: To enhance interpretability, graphic2 includes a legend specifying the elements on the graph, such as mean values and confidence intervals. Furthermore, labels are added for the x-axis (Year) and y-axis (Value), along with an informative title, "Mean Values with 95% Confidence Intervals for Each Year." Grid Lines: Both graphs incorporate grid lines, but the style and positioning may vary. Graphic2 employs dashed grid lines along the y-axis, enhancing readability and aligning with the error bars' orientation. Overall Impact: The introduction of graphic2 enriches the data visualization process by offering a comprehensive view of yearly data. It provides viewers with a more nuanced understanding of the dataset, incorporating both central tendency and data variability information into a single graph. These differences between graphic and graphic2 underscore the flexibility of data visualization techniques, allowing developers and analysts to choose the most suitable approach based on their specific data presentation needs and goals.

                        
plt.figure(figsize=(10, 6))
plt.bar(attribute_name, mean_list, color='lightblue', alpha=0.7, label='Mean Value')
plt.errorbar(attribute_name, mean_list, yerr=confidence, fmt='o', color='darkblue', label='95% CI')
plt.xlabel('Year')
plt.ylabel('Value')
plt.title('Mean Values with 95% Confidence Intervals for Each Year')
plt.legend()
plt.grid(axis='y', linestyle='--', alpha=0.7)
plt.tight_layout()
graphic2 = decode_graph(plt)
Graph with errobar

Calculating and formating the confidence intervals at a 95% confidence level (with a Z-score of 1.96) for each year's data. The resulting 'confidence' list contains these interval values, which are important for assessing the precision of the mean estimates and making inferences about the population based on the sample data. the project's data visualization techniques not only provide a clearer understanding of the dataset but also facilitate data-driven decision-making. These visualizations are instrumental in uncovering patterns, identifying outliers, and offering a valuable tool for stakeholders to make informed choices based on the data's insights. Additionally, the dynamic web integration ensures that these visualizations remain adaptable and accessible for ongoing analysis and decision support.

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