WATER PONDING IN HUNGARY: COLLECTION OF GROUND AND...

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Transcript of WATER PONDING IN HUNGARY: COLLECTION OF GROUND AND...

  • WATER PONDING IN HUNGARY: COLLECTION OF GROUND AND DRONE

    DATA – GROUND REFLECTANCES

    7th ADVANCED TRAINING COURSE ON LAND REMOTE SENSING 4–9 September 2017 | Szent István University | Gödöllő, Hungary

    Zoltán Vekerdy Szent István Univ.

    János Tamás Debrecen University

  • The Tisza River Basin

    The Tisza River Basin is the largest sub-basin in the Danube River Basin, covering 157,186 km² (19.5%) of the Danube Basin

    Flood Risk – Remote sensing TSA data

    Drought risk in Europe

    NDVI map - Source: FOMI. 2007. August

    Csány, test site

  • Secondary salinization - Soil degradation

    The total salt content of the aquifers in the centre of the Great Hungarian Plain varying in the range of 550-600 mEq l-1.

    Water sampling of Karcag region Source: Zsembeli. J. 2016. BWS

  • Excess water ponding in Hungary

  • Sentinel-1 SAR backscatter time series

  • Temporary ponding water and permanent water bodies

  • Vegetation and NDVI

  • Test site -Csány

  • 4/3/210

    5/24/2011

    6/9/2014

    10/1862014

    Google Time Series Csany –North Yellow pinpoint Lat: 47°39'7.71"N Long: 19°48'26.09"E

  • Field and laboratory spectrometry

    0

    10000

    20000

    30000

    40000

    50000

    60000

    70000

    250 500 750 1000 1250 1500 1750 2000 2250 2500

    Target Reference

    -50000

    0

    50000

    100000

    150000

    200000

    250000

    300000

    350000

    400000

    250 500 750 1000 1250 1500 1750 2000 2250 2500

    Target Reference

    16

    Grafiek1

    325.76325.76

    327.37327.37

    328.98328.98

    330.59330.59

    332.19332.19

    333.78333.78

    335.37335.37

    336.96336.96

    338.54338.54

    340.11340.11

    341.68341.68

    343.25343.25

    344.81344.81

    346.37346.37

    347.92347.92

    349.47349.47

    351.01351.01

    352.55352.55

    354.08354.08

    355.62355.62

    357.14357.14

    358.67358.67

    360.19360.19

    361.7361.7

    363.22363.22

    364.73364.73

    366.23366.23

    367.73367.73

    369.23369.23

    370.73370.73

    372.22372.22

    373.71373.71

    375.2375.2

    376.68376.68

    378.17378.17

    379.65379.65

    381.12381.12

    382.6382.6

    384.07384.07

    385.54385.54

    387387

    388.47388.47

    389.93389.93

    391.39391.39

    392.84392.84

    394.3394.3

    395.75395.75

    397.2397.2

    398.65398.65

    400.1400.1

    401.55401.55

    402.99402.99

    404.43404.43

    405.87405.87

    407.31407.31

    408.75408.75

    410.18410.18

    411.62411.62

    413.05413.05

    414.48414.48

    415.91415.91

    417.34417.34

    418.77418.77

    420.2420.2

    421.62421.62

    423.05423.05

    424.47424.47

    425.89425.89

    427.32427.32

    428.74428.74

    430.16430.16

    431.58431.58

    432.99432.99

    434.41434.41

    435.83435.83

    437.24437.24

    438.66438.66

    440.07440.07

    441.49441.49

    442.9442.9

    444.31444.31

    445.73445.73

    447.14447.14

    448.55448.55

    449.96449.96

    451.37451.37

    452.78452.78

    454.19454.19

    455.6455.6

    457.01457.01

    458.42458.42

    459.83459.83

    461.24461.24

    462.65462.65

    464.06464.06

    465.47465.47

    466.88466.88

    468.28468.28

    469.69469.69

    471.1471.1

    472.51472.51

    473.92473.92

    475.33475.33

    476.74476.74

    478.14478.14

    479.55479.55

    480.96480.96

    482.37482.37

    483.78483.78

    485.19485.19

    486.6486.6

    488.01488.01

    489.42489.42

    490.83490.83

    492.24492.24

    493.65493.65

    495.06495.06

    496.47496.47

    497.88497.88

    499.3499.3

    500.71500.71

    502.12502.12

    503.53503.53

    504.95504.95

    506.36506.36

    507.78507.78

    509.19509.19

    510.61510.61

    512.02512.02

    513.44513.44

    514.85514.85

    516.27516.27

    517.69517.69

    519.1519.1

    520.52520.52

    521.94521.94

    523.36523.36

    524.78524.78

    526.2526.2

    527.62527.62

    529.04529.04

    530.46530.46

    531.88531.88

    533.3533.3

    534.73534.73

    536.15536.15

    537.57537.57

    539539

    540.42540.42

    541.85541.85

    543.28543.28

    544.7544.7

    546.13546.13

    547.56547.56

    548.99548.99

    550.41550.41

    551.84551.84

    553.27553.27

    554.7554.7

    556.13556.13

    557.57557.57

    559559

    560.43560.43

    561.86561.86

    563.3563.3

    564.73564.73

    566.17566.17

    567.6567.6

    569.04569.04

    570.47570.47

    571.91571.91

    573.35573.35

    574.79574.79

    576.22576.22

    577.66577.66

    579.1579.1

    580.54580.54

    581.98581.98

    583.42583.42

    584.87584.87

    586.31586.31

    587.75587.75

    589.19589.19

    590.64590.64

    592.08592.08

    593.53593.53

    594.97594.97

    596.42596.42

    597.86597.86

    599.31599.31

    600.76600.76

    602.2602.2

    603.65603.65

    605.1605.1

    606.55606.55

    608608

    609.45609.45

    610.9610.9

    612.35612.35

    613.8613.8

    615.25615.25

    616.71616.71

    618.16618.16

    619.61619.61

    621.06621.06

    622.52622.52

    623.97623.97

    625.43625.43

    626.88626.88

    628.34628.34

    629.79629.79

    631.25631.25

    632.71632.71

    634.16634.16

    635.62635.62

    637.08637.08

    638.54638.54

    640640

    641.46641.46

    642.91642.91

    644.37644.37

    645.83645.83

    647.29647.29

    648.75648.75

    650.22650.22

    651.68651.68

    653.14653.14

    654.6654.6

    656.06656.06

    657.53657.53

    658.99658.99

    660.45660.45

    661.91661.91

    663.38663.38

    664.84664.84

    666.31666.31

    667.77667.77

    669.24669.24

    670.7670.7

    672.17672.17

    673.63673.63

    675.1675.1

    676.56676.56

    678.03678.03

    679.5679.5

    680.96680.96

    682.43682.43

    683.9683.9

    685.36685.36

    686.83686.83

    688.3688.3

    689.77689.77

    691.24691.24

    692.7692.7

    694.17694.17

    695.64695.64

    697.11697.11

    698.58698.58

    700.05700.05

    701.52701.52

    702.99702.99

    704.46704.46

    705.93705.93

    707.4707.4

    708.87708.87

    710.34710.34

    711.81711.81

    713.28713.28

    714.75714.75

    716.22716.22

    717.7717.7

    719.17719.17

    720.64720.64

    722.11722.11

    723.58723.58

    725.06725.06

    726.53726.53

    728728

    729.47729.47

    730.95730.95

    732.42732.42

    733.89733.89

    735.36735.36

    736.84736.84

    738.31738.31

    739.78739.78

    741.26741.26

    742.73742.73

    744.2744.2

    745.68745.68

    747.15747.15

    748.63748.63

    750.1750.1

    751.58751.58

    753.05753.05

    754.52754.52

    756756

    757.47757.47

    758.95758.95

    760.42760.42

    761.9761.9

    763.38763.38

    764.85764.85

    766.33766.33

    767.8767.8

    769.28769.28

    770.75770.75

    772.23772.23

    773.71773.71

    775.18775.18

    776.66776.66

    778.14778.14

    779.61779.61

    781.09781.09

    782.57782.57

    784.04784.04

    785.52785.52

    787787

    788.48788.48

    789.95789.95

    791.43791.43

    792.91792.91

    794.39794.39

    795.87795.87

    797.35797.35

    798.82798.82

    800.3800.3

    801.78801.78

    803.26803.26

    804.74804.74

    806.22806.22

    807.7807.7

    809.18809.18

    810.66810.66

    812.14812.14

    813.62813.62

    815.1815.1

    816.58816.58

    818.07818.07

    819.55819.55

    821.03821.03

    822.51822.51

    823.99823.99

    825.47825.47

    826.96826.96

    828.44828.44

    829.92829.92

    831.41831.41

    832.89832.89

    834.37834.37

    835.86835.86

    837.34837.34

    838.83838.83

    840.31840.31

    841.8841.8

    843.28843.28

    844.77844.77

    846.25846.25

    847.74847.74

    849.23849.23

    850.71850.71

    852.2852.2

    853.69853.69

    855.17855.17

    856.66856.66

    858.15858.15

    859.64859.64

    861.13861.13

    862.62862.62

    864.11864.11

    865.6865.6

    867.09867.09

    868.58868.58

    870.07870.07

    871.56871.56

    873.05873.05

    874.55874.55

    876.04876.04

    877.53877.53

    879.03879.03

    880.52880.52

    882.01882.01

    883.51883.51

    885885

    886.5886.5

    888888

    889.49889.49

    890.99890.99

    892.49892.49

    893.98893.98

    895.48895.48

    896.98896.98

    898.48898.48

    899.98899.98

    901.48901.48

    902.98902.98

    904.48904.48

    905.98905.98

    907.49907.49

    908.99908.99

    910.49910.49

    912912

    913.5913.5

    915915

    916.51916.51

    918.01918.01

    919.52919.52

    921.03921.03

    922.54922.54

    924.04924.04

    925.55925.55

    927.06927.06

    928.57928.57

    930.08930.08

    931.59931.59

    933.1933.1

    934.61934.61

    936.13936.13

    937.64937.64

    939.15939.15

    940.67940.67

    942.18942.18

    943.7943.7

    945.21945.21

    946.73946.73

    948.24948.24

    949.76949.76

    951.28951.28

    952.8952.8

    954.32954.32

    955.84955.84

    957.36957.36

    958.88958.88

    960.4960.4

    961.92961.92

    963.45963.45

    964.97964.97

    966.49966.49

    968.02968.02

    969.54969.54

    971.07971.07

    972.59972.59

    974.12974.12

    975.65975.65

    977.18977.18

    978.7978.7

    980.23980.23

    981.76981.76

    983.29983.29

    984.82984.82

    986.36986.36

    987.89987.89

    989.42989.42

    990.95990.95

    992.49992.49

    994.02994.02

    995.56995.56

    997.09997.09

    998.63998.63

    1003.231003.23

    1013.081013.08

    1022.881022.88

    1032.621032.62

    1042.311042.31

    1051.951051.95

    1061.541061.54

    1071.081071.08

    1080.561080.56

    10901090

    1099.381099.38

    1108.721108.72

    11181118

    1127.241127.24

    1136.421136.42

    1145.561145.56

    1154.651154.65

    1163.691163.69

    1172.681172.68

    1181.621181.62

    1190.521190.52

    1199.361199.36

    1208.161208.16

    1216.921216.92

    1225.621225.62

    1234.281234.28

    1242.891242.89

    1251.461251.46

    1259.981259.98

    1268.451268.45

    1276.881276.88

    1285.271285.27

    1293.611293.61

    1301.91301.9

    1310.151310.15

    1318.361318.36

    1326.521326.52

    1334.641334.64

    1342.711342.71

    1350.751350.75

    1358.731358.73

    1366.681366.68

    1374.581374.58

    1382.441382.44

    1390.261390.26

    1398.041398.04

    1405.781405.78

    1413.471413.47

    1421.131421.13

    1428.741428.74

    1436.311436.31

    1443.841443.84

    1451.341451.34

    1458.791458.79

    1466.21466.2

    1473.581473.58

    1480.911480.91

    1488.211488.21

    1495.471495.47

    1502.681502.68

    1509.871509.87

    1517.011517.01

    1524.121524.12

    1531.181531.18

    1538.221538.22

    1545.211545.21

    1552.171552.17

    1559.091559.09

    1565.981565.98

    1572.831572.83

    1579.641579.64

    1586.421586.42

    1593.171593.17

    1599.881599.88

    1606.551606.55

    1613.191613.19

    1619.81619.8

    1626.371626.37

    1632.911632.91

    1639.421639.42

    1645.891645.89

    1652.331652.33

    1658.741658.74

    1665.111665.11

    1671.461671.46

    1677.771677.77

    1684.051684.05

    1690.31690.3

    1696.511696.51

    1702.71702.7

    1708.861708.86

    1714.981714.98

    1721.081721.08

    1727.141727.14

    1733.181733.18

    1739.191739.19

    1745.161745.16

    1751.111751.11

    1757.031757.03

    1762.921762.92

    1768.791768.79

    1774.621774.62

    1780.431780.43

    1786.211786.21

    1791.961791.96

    1797.691797.69

    1803.391803.39

    1809.061809.06

    1814.711814.71

    1820.331820.33

    1825.931825.93

    1831.51831.5

    1837.041837.04

    1842.561842.56

    1848.061848.06

    1853.531853.53

    1858.981858.98

    1864.41864.4

    1869.81869.8

    1875.181875.18

    1880.531880.53

    1885.861885.86

    1891.171891.17

    1896.451896.45

    1898.991898.99

    1909.511909.51

    1919.991919.99

    1930.451930.45

    1940.881940.88

    1951.281951.28

    1961.661961.66

    1972.011972.01

    1982.331982.33

    1992.631992.63

    2002.92002.9

    2013.142013.14

    2023.352023.35

    2033.542033.54

    2043.72043.7

    2053.832053.83

    2063.942063.94

    2074.022074.02

    2084.072084.07

    2094.092094.09

    2104.092104.09

    2114.062114.06

    21242124

    2133.922133.92

    2143.812143.81

    2153.672153.67

    2163.512163.51

    2173.312173.31

    2183.092183.09

    2192.852192.85

    2202.572202.57

    2212.272212.27

    2221.952221.95

    2231.592231.59

    2241.212241.21

    2250.82250.8

    2260.372260.37

    2269.92269.9

    2279.412279.41

    2288.92288.9

    2298.352298.35

    2307.782307.78

    2317.182317.18

    2326.562326.56

    2335.92335.9

    2345.222345.22

    2354.522354.52

    2363.782363.78

    2373.022373.02

    2382.232382.23

    2391.422391.42

    2400.582400.58

    2409.712409.71

    2418.812418.81

    2427.892427.89

    2436.942436.94

    2445.962445.96

    2454.962454.96

    2463.922463.92

    2472.872472.87

    2481.782481.78

    2490.672490.67

    2499.532499.53

    2508.362508.36

    Target

    Reference

    99

    294

    104

    294

    135

    305

    104

    348

    142

    393

    184

    477

    204

    551

    247

    654

    235

    747

    273

    785

    328

    844

    328

    1010

    365

    1110

    371

    1141

    385

    1267

    496

    1473

    528

    1561

    499

    1713

    508

    1866

    600

    1978

    560

    2217

    685

    2364

    761

    2457

    764

    2708

    788

    2945

    788

    2948

    895

    3230

    988

    3469

    969

    3636

    1031

    3698

    1103

    3963

    1138

    4213

    1178

    4517

    1339

    4817

    1366

    5027

    1442

    5210

    1393

    5253

    1536

    5615

    1595

    5823

    1699

    6083

    1785

    6330

    1865

    6634

    1855

    6805

    1953

    7256

    2043

    7388

    2183

    7664

    2103

    7768

    2288

    8243

    2372

    8420

    2477

    8688

    2599

    9080

    2695

    9281

    2790

    9609

    2842

    9794

    2897

    10071

    2969

    10303

    3076

    10486

    3229

    10828

    3265

    11100

    3381

    11368

    3431

    11447

    3533

    11772

    3605

    11978

    3664

    12243

    3827

    12592

    3896

    12856

    4038

    13155

    4110

    13501

    4212

    13736

    4309

    13980

    4412

    14264

    4492

    14552

    4587

    14747

    4716

    15133

    4792

    15317

    4855

    15582

    4977

    15772

    5095

    16073

    5206

    16476

    5332

    16775

    5441

    17157

    5597

    17479

    5700

    17744

    5785

    18097

    5923

    18458

    6075

    18797

    6274

    19168

    6365

    19428

    6494

    19755

    6568

    19917

    6710

    20168

    6824

    20538

    6995

    20832

    7109

    21219

    7231

    21557

    7409

    21871

    7511

    22244

    7698

    22704

    7820

    23086

    7888

    23184

    7942

    23296

    8013

    23550

    8169

    23889

    8292

    24216

    8384

    24464

    8566

    24796

    8703

    25160

    8816

    25525

    8976

    25944

    9066

    26185

    9195

    26503

    9302

    26745

    9443

    27126

    9595

    27489

    9702

    27703

    9802

    28028

    9941

    28325

    10119

    28750

    10293

    29174

    10341

    29291

    10455

    29462

    10503

    29590

    10607

    29832

    10753

    30128

    10860

    30368

    11038

    30772

    11187

    31165

    11393

    31577

    11549

    32005

    11703

    32426

    11861

    32715

    11956

    32962

    12063

    33267

    12197

    33404

    12351

    33738

    12457

    33966

    12597

    34253

    12722

    34534

    12863

    34725

    12948

    34879

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    8106

    Overview_chart

    325.76325.76325.76325.76325.76325.76

    327.37327.37327.37327.37327.37327.37

    328.98328.98328.98328.98328.98328.98

    330.59330.59330.59330.59330.59330.59

    332.19332.19332.19332.19332.19332.19

    333.78333.78333.78333.78333.78333.78

    335.37335.37335.37335.37335.37335.37

    336.96336.96336.96336.96336.96336.96

    338.54338.54338.54338.54338.54338.54

    340.11340.11340.11340.11340.11340.11

    341.68341.68341.68341.68341.68341.68

    343.25343.25343.25343.25343.25343.25

    344.81344.81344.81344.81344.81344.81

    346.37346.37346.37346.37346.37346.37

    347.92347.92347.92347.92347.92347.92

    349.47349.47349.47349.47349.47349.47

    351.01351.01351.01351.01351.01351.01

    352.55352.55352.55352.55352.55352.55

    354.08354.08354.08354.08354.08354.08

    355.62355.62355.62355.62355.62355.62

    357.14357.14357.14357.14357.14357.14

    358.67358.67358.67358.67358.67358.67

    360.19360.19360.19360.19360.19360.19

    361.7361.7361.7361.7361.7361.7

    363.22363.22363.22363.22363.22363.22

    364.73364.73364.73364.73364.73364.73

    366.23366.23366.23366.23366.23366.23

    367.73367.73367.73367.73367.73367.73

    369.23369.23369.23369.23369.23369.23

    370.73370.73370.73370.73370.73370.73

    372.22372.22372.22372.22372.22372.22

    373.71373.71373.71373.71373.71373.71

    375.2375.2375.2375.2375.2375.2

    376.68376.68376.68376.68376.68376.68

    378.17378.17378.17378.17378.17378.17

    379.65379.65379.65379.65379.65379.65

    381.12381.12381.12381.12381.12381.12

    382.6382.6382.6382.6382.6382.6

    384.07384.07384.07384.07384.07384.07

    385.54385.54385.54385.54385.54385.54

    387387387387387387

    388.47388.47388.47388.47388.47388.47

    389.93389.93389.93389.93389.93389.93

    391.39391.39391.39391.39391.39391.39

    392.84392.84392.84392.84392.84392.84

    394.3394.3394.3394.3394.3394.3

    395.75395.75395.75395.75395.75395.75

    397.2397.2397.2397.2397.2397.2

    398.65398.65398.65398.65398.65398.65

    400.1400.1400.1400.1400.1400.1

    401.55401.55401.55401.55401.55401.55

    402.99402.99402.99402.99402.99402.99

    404.43404.43404.43404.43404.43404.43

    405.87405.87405.87405.87405.87405.87

    407.31407.31407.31407.31407.31407.31

    408.75408.75408.75408.75408.75408.75

    410.18410.18410.18410.18410.18410.18

    411.62411.62411.62411.62411.62411.62

    413.05413.05413.05413.05413.05413.05

    414.48414.48414.48414.48414.48414.48

    415.91415.91415.91415.91415.91415.91

    417.34417.34417.34417.34417.34417.34

    418.77418.77418.77418.77418.77418.77

    420.2420.2420.2420.2420.2420.2

    421.62421.62421.62421.62421.62421.62

    423.05423.05423.05423.05423.05423.05

    424.47424.47424.47424.47424.47424.47

    425.89425.89425.89425.89425.89425.89

    427.32427.32427.32427.32427.32427.32

    428.74428.74428.74428.74428.74428.74

    430.16430.16430.16430.16430.16430.16

    431.58431.58431.58431.58431.58431.58

    432.99432.99432.99432.99432.99432.99

    434.41434.41434.41434.41434.41434.41

    435.83435.83435.83435.83435.83435.83

    437.24437.24437.24437.24437.24437.24

    438.66438.66438.66438.66438.66438.66

    440.07440.07440.07440.07440.07440.07

    441.49441.49441.49441.49441.49441.49

    442.9442.9442.9442.9442.9442.9

    444.31444.31444.31444.31444.31444.31

    445.73445.73445.73445.73445.73445.73

    447.14447.14447.14447.14447.14447.14

    448.55448.55448.55448.55448.55448.55

    449.96449.96449.96449.96449.96449.96

    451.37451.37451.37451.37451.37451.37

    452.78452.78452.78452.78452.78452.78

    454.19454.19454.19454.19454.19454.19

    455.6455.6455.6455.6455.6455.6

    457.01457.01457.01457.01457.01457.01

    458.42458.42458.42458.42458.42458.42

    459.83459.83459.83459.83459.83459.83

    461.24461.24461.24461.24461.24461.24

    462.65462.65462.65462.65462.65462.65

    464.06464.06464.06464.06464.06464.06

    465.47465.47465.47465.47465.47465.47

    466.88466.88466.88466.88466.88466.88

    468.28468.28468.28468.28468.28468.28

    469.69469.69469.69469.69469.69469.69

    471.1471.1471.1471.1471.1471.1

    472.51472.51472.51472.51472.51472.51

    473.92473.92473.92473.92473.92473.92

    475.33475.33475.33475.33475.33475.33

    476.74476.74476.74476.74476.74476.74

    478.14478.14478.14478.14478.14478.14

    479.55479.55479.55479.55479.55479.55

    480.96480.96480.96480.96480.96480.96

    482.37482.37482.37482.37482.37482.37

    483.78483.78483.78483.78483.78483.78

    485.19485.19485.19485.19485.19485.19

    486.6486.6486.6486.6486.6486.6

    488.01488.01488.01488.01488.01488.01

    489.42489.42489.42489.42489.42489.42

    490.83490.83490.83490.83490.83490.83

    492.24492.24492.24492.24492.24492.24

    493.65493.65493.65493.65493.65493.65

    495.06495.06495.06495.06495.06495.06

    496.47496.47496.47496.47496.47496.47

    497.88497.88497.88497.88497.88497.88

    499.3499.3499.3499.3499.3499.3

    500.71500.71500.71500.71500.71500.71

    502.12502.12502.12502.12502.12502.12

    503.53503.53503.53503.53503.53503.53

    504.95504.95504.95504.95504.95504.95

    506.36506.36506.36506.36506.36506.36

    507.78507.78507.78507.78507.78507.78

    509.19509.19509.19509.19509.19509.19

    510.61510.61510.61510.61510.61510.61

    512.02512.02512.02512.02512.02512.02

    513.44513.44513.44513.44513.44513.44

    514.85514.85514.85514.85514.85514.85

    516.27516.27516.27516.27516.27516.27

    517.69517.69517.69517.69517.69517.69

    519.1519.1519.1519.1519.1519.1

    520.52520.52520.52520.52520.52520.52

    521.94521.94521.94521.94521.94521.94

    523.36523.36523.36523.36523.36523.36

    524.78524.78524.78524.78524.78524.78

    526.2526.2526.2526.2526.2526.2

    527.62527.62527.62527.62527.62527.62

    529.04529.04529.04529.04529.04529.04

    530.46530.46530.46530.46530.46530.46

    531.88531.88531.88531.88531.88531.88

    533.3533.3533.3533.3533.3533.3

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    1032.621032.621032.621032.621032.621032.62

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    109010901090109010901090

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    1293.611293.611293.611293.611293.611293.61

    1301.91301.91301.91301.91301.91301.9

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    1334.641334.641334.641334.641334.641334.64

    1342.711342.711342.711342.711342.711342.71

    1350.751350.751350.751350.751350.751350.75

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    1382.441382.441382.441382.441382.441382.44

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    1398.041398.041398.041398.041398.041398.04

    1405.781405.781405.781405.781405.781405.78

    1413.471413.471413.471413.471413.471413.47

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    1443.841443.841443.841443.841443.841443.84

    1451.341451.341451.341451.341451.341451.34

    1458.791458.791458.791458.791458.791458.79

    1466.21466.21466.21466.21466.21466.2

    1473.581473.581473.581473.581473.581473.58

    1480.911480.911480.911480.911480.911480.91

    1488.211488.211488.211488.211488.211488.21

    1495.471495.471495.471495.471495.471495.47

    1502.681502.681502.681502.681502.681502.68

    1509.871509.871509.871509.871509.871509.87

    1517.011517.011517.011517.011517.011517.01

    1524.121524.121524.121524.121524.121524.12

    1531.181531.181531.181531.181531.181531.18

    1538.221538.221538.221538.221538.221538.22

    1545.211545.211545.211545.211545.211545.21

    1552.171552.171552.171552.171552.171552.17

    1559.091559.091559.091559.091559.091559.09

    1565.981565.981565.981565.981565.981565.98

    1572.831572.831572.831572.831572.831572.83

    1579.641579.641579.641579.641579.641579.64

    1586.421586.421586.421586.421586.421586.42

    1593.171593.171593.171593.171593.171593.17

    1599.881599.881599.881599.881599.881599.88

    1606.551606.551606.551606.551606.551606.55

    1613.191613.191613.191613.191613.191613.19

    1619.81619.81619.81619.81619.81619.8

    1626.371626.371626.371626.371626.371626.37

    1632.911632.911632.911632.911632.911632.91

    1639.421639.421639.421639.421639.421639.42

    1645.891645.891645.891645.891645.891645.89

    1652.331652.331652.331652.331652.331652.33

    1658.741658.741658.741658.741658.741658.74

    1665.111665.111665.111665.111665.111665.11

    1671.461671.461671.461671.461671.461671.46

    1677.771677.771677.771677.771677.771677.77

    1684.051684.051684.051684.051684.051684.05

    1690.31690.31690.31690.31690.31690.3

    1696.511696.511696.511696.511696.511696.51

    1702.71702.71702.71702.71702.71702.7

    1708.861708.861708.861708.861708.861708.86

    1714.981714.981714.981714.981714.981714.98

    1721.081721.081721.081721.081721.081721.08

    1727.141727.141727.141727.141727.141727.14

    1733.181733.181733.181733.181733.181733.18

    1739.191739.191739.191739.191739.191739.19

    1745.161745.161745.161745.161745.161745.16

    1751.111751.111751.111751.111751.111751.11

    1757.031757.031757.031757.031757.031757.03

    1762.921762.921762.921762.921762.921762.92

    1768.791768.791768.791768.791768.791768.79

    1774.621774.621774.621774.621774.621774.62

    1780.431780.431780.431780.431780.431780.43

    1786.211786.211786.211786.211786.211786.21

    1791.961791.961791.961791.961791.961791.96

    1797.691797.691797.691797.691797.691797.69

    1803.391803.391803.391803.391803.391803.39

    1809.061809.061809.061809.061809.061809.06

    1814.711814.711814.711814.711814.711814.71

    1820.331820.331820.331820.331820.331820.33

    1825.931825.931825.931825.931825.931825.93

    1831.51831.51831.51831.51831.51831.5

    1837.041837.041837.041837.041837.041837.04

    1842.561842.561842.561842.561842.561842.56

    1848.061848.061848.061848.061848.061848.06

    1853.531853.531853.531853.531853.531853.53

    1858.981858.981858.981858.981858.981858.98

    1864.41864.41864.41864.41864.41864.4

    1869.81869.81869.81869.81869.81869.8

    1875.181875.181875.181875.181875.181875.18

    1880.531880.531880.531880.531880.531880.53

    1885.861885.861885.861885.861885.861885.86

    1891.171891.171891.171891.171891.171891.17

    1896.451896.451896.451896.451896.451896.45

    1898.991898.991898.991898.991898.991898.99

    1909.511909.511909.511909.511909.511909.51

    1919.991919.991919.991919.991919.991919.99

    1930.451930.451930.451930.451930.451930.45

    1940.881940.881940.881940.881940.881940.88

    1951.281951.281951.281951.281951.281951.28

    1961.661961.661961.661961.661961.661961.66

    1972.011972.011972.011972.011972.011972.01

    1982.331982.331982.331982.331982.331982.33

    1992.631992.631992.631992.631992.631992.63

    2002.92002.92002.92002.92002.92002.9

    2013.142013.142013.142013.142013.142013.14

    2023.352023.352023.352023.352023.352023.35

    2033.542033.542033.542033.542033.542033.54

    2043.72043.72043.72043.72043.72043.7

    2053.832053.832053.832053.832053.832053.83

    2063.942063.942063.942063.942063.942063.94

    2074.022074.022074.022074.022074.022074.02

    2084.072084.072084.072084.072084.072084.07

    2094.092094.092094.092094.092094.092094.09

    2104.092104.092104.092104.092104.092104.09

    2114.062114.062114.062114.062114.062114.06

    212421242124212421242124

    2133.922133.922133.922133.922133.922133.92

    2143.812143.812143.812143.812143.812143.81

    2153.672153.672153.672153.672153.672153.67

    2163.512163.512163.512163.512163.512163.51

    2173.312173.312173.312173.312173.312173.31

    2183.092183.092183.092183.092183.092183.09

    2192.852192.852192.852192.852192.852192.85

    2202.572202.572202.572202.572202.572202.57

    2212.272212.272212.272212.272212.272212.27

    2221.952221.952221.952221.952221.952221.95

    2231.592231.592231.592231.592231.592231.59

    2241.212241.212241.212241.212241.212241.21

    2250.82250.82250.82250.82250.82250.8

    2260.372260.372260.372260.372260.372260.37

    2269.92269.92269.92269.92269.92269.9

    2279.412279.412279.412279.412279.412279.41

    2288.92288.92288.92288.92288.92288.9

    2298.352298.352298.352298.352298.352298.35

    2307.782307.782307.782307.782307.782307.78

    2317.182317.182317.182317.182317.182317.18

    2326.562326.562326.562326.562326.562326.56

    2335.92335.92335.92335.92335.92335.9

    2345.222345.222345.222345.222345.222345.22

    2354.522354.522354.522354.522354.522354.52

    2363.782363.782363.782363.782363.782363.78

    2373.022373.022373.022373.022373.022373.02

    2382.232382.232382.232382.232382.232382.23

    2391.422391.422391.422391.422391.422391.42

    2400.582400.582400.582400.582400.582400.58

    2409.712409.712409.712409.712409.712409.71

    2418.812418.812418.812418.812418.812418.81

    2427.892427.892427.892427.892427.892427.89

    2436.942436.942436.942436.942436.942436.94

    2445.962445.962445.962445.962445.962445.96

    2454.962454.962454.962454.962454.962454.96

    2463.922463.922463.922463.922463.922463.92

    2472.872472.872472.872472.872472.872472.87

    2481.782481.782481.782481.782481.782481.78

    2490.672490.672490.672490.672490.672490.67

    2499.532499.532499.532499.532499.532499.53

    2508.362508.362508.362508.362508.362508.36

    0

    1

    2

    3

    4

    5

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