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Improve formatting for arrays with ndim > 2 #633

Merged
merged 5 commits into from
Sep 11, 2019
Merged

Improve formatting for arrays with ndim > 2 #633

merged 5 commits into from
Sep 11, 2019

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jturner314
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3-D array

Before

[[[1000.00, 1001.00, 1002.00, ..., 1004.00, 1005.00, 1006.00],
 [1000.84, 1001.84, 1002.84, ..., 1004.84, 1005.84, 1006.84],
 [1000.91, 1001.91, 1002.91, ..., 1004.91, 1005.91, 1006.91],
 ...,
 [1000.66, 1001.66, 1002.66, ..., 1004.66, 1005.66, 1006.66],
 [1000.99, 1001.99, 1002.99, ..., 1004.99, 1005.99, 1006.99],
 [1000.41, 1001.41, 1002.41, ..., 1004.41, 1005.41, 1006.41]],
 [[1001.00, 1002.00, 1003.00, ..., 1005.00, 1006.00, 1007.00],
 [1001.84, 1002.84, 1003.84, ..., 1005.84, 1006.84, 1007.84],
 [1001.91, 1002.91, 1003.91, ..., 1005.91, 1006.91, 1007.91],
 ...,
 [1001.66, 1002.66, 1003.66, ..., 1005.66, 1006.66, 1007.66],
 [1001.99, 1002.99, 1003.99, ..., 1005.99, 1006.99, 1007.99],
 [1001.41, 1002.41, 1003.41, ..., 1005.41, 1006.41, 1007.41]],
 [[1001.41, 1002.41, 1003.41, ..., 1005.41, 1006.41, 1007.41],
 [1002.26, 1003.26, 1004.26, ..., 1006.26, 1007.26, 1008.26],
 [1002.32, 1003.32, 1004.32, ..., 1006.32, 1007.32, 1008.32],
 ...,
 [1002.07, 1003.07, 1004.07, ..., 1006.07, 1007.07, 1008.07],
 [1002.40, 1003.40, 1004.40, ..., 1006.40, 1007.40, 1008.40],
 [1001.83, 1002.83, 1003.83, ..., 1005.83, 1006.83, 1007.83]],
 ...,
 [[1004.12, 1005.12, 1006.12, ..., 1008.12, 1009.12, 1010.12],
 [1004.96, 1005.96, 1006.96, ..., 1008.96, 1009.96, 1010.96],
 [1005.03, 1006.03, 1007.03, ..., 1009.03, 1010.03, 1011.03],
 ...,
 [1004.78, 1005.78, 1006.78, ..., 1008.78, 1009.78, 1010.78],
 [1005.11, 1006.11, 1007.11, ..., 1009.11, 1010.11, 1011.11],
 [1004.54, 1005.54, 1006.54, ..., 1008.54, 1009.54, 1010.54]],
 [[1004.24, 1005.24, 1006.24, ..., 1008.24, 1009.24, 1010.24],
 [1005.08, 1006.08, 1007.08, ..., 1009.08, 1010.08, 1011.08],
 [1005.15, 1006.15, 1007.15, ..., 1009.15, 1010.15, 1011.15],
 ...,
 [1004.90, 1005.90, 1006.90, ..., 1008.90, 1009.90, 1010.90],
 [1005.23, 1006.23, 1007.23, ..., 1009.23, 1010.23, 1011.23],
 [1004.65, 1005.65, 1006.65, ..., 1008.65, 1009.65, 1010.65]],
 [[1004.36, 1005.36, 1006.36, ..., 1008.36, 1009.36, 1010.36],
 [1005.20, 1006.20, 1007.20, ..., 1009.20, 1010.20, 1011.20],
 [1005.27, 1006.27, 1007.27, ..., 1009.27, 1010.27, 1011.27],
 ...,
 [1005.02, 1006.02, 1007.02, ..., 1009.02, 1010.02, 1011.02],
 [1005.35, 1006.35, 1007.35, ..., 1009.35, 1010.35, 1011.35],
 [1004.77, 1005.77, 1006.77, ..., 1008.77, 1009.77, 1010.77]]]

After

[[[1000.00, 1001.00, 1002.00, ..., 1004.00, 1005.00, 1006.00],
  [1000.84, 1001.84, 1002.84, ..., 1004.84, 1005.84, 1006.84],
  [1000.91, 1001.91, 1002.91, ..., 1004.91, 1005.91, 1006.91],
  ...,
  [1000.66, 1001.66, 1002.66, ..., 1004.66, 1005.66, 1006.66],
  [1000.99, 1001.99, 1002.99, ..., 1004.99, 1005.99, 1006.99],
  [1000.41, 1001.41, 1002.41, ..., 1004.41, 1005.41, 1006.41]],

 [[1001.00, 1002.00, 1003.00, ..., 1005.00, 1006.00, 1007.00],
  [1001.84, 1002.84, 1003.84, ..., 1005.84, 1006.84, 1007.84],
  [1001.91, 1002.91, 1003.91, ..., 1005.91, 1006.91, 1007.91],
  ...,
  [1001.66, 1002.66, 1003.66, ..., 1005.66, 1006.66, 1007.66],
  [1001.99, 1002.99, 1003.99, ..., 1005.99, 1006.99, 1007.99],
  [1001.41, 1002.41, 1003.41, ..., 1005.41, 1006.41, 1007.41]],

 [[1001.41, 1002.41, 1003.41, ..., 1005.41, 1006.41, 1007.41],
  [1002.26, 1003.26, 1004.26, ..., 1006.26, 1007.26, 1008.26],
  [1002.32, 1003.32, 1004.32, ..., 1006.32, 1007.32, 1008.32],
  ...,
  [1002.07, 1003.07, 1004.07, ..., 1006.07, 1007.07, 1008.07],
  [1002.40, 1003.40, 1004.40, ..., 1006.40, 1007.40, 1008.40],
  [1001.83, 1002.83, 1003.83, ..., 1005.83, 1006.83, 1007.83]],

 ...,

 [[1004.12, 1005.12, 1006.12, ..., 1008.12, 1009.12, 1010.12],
  [1004.96, 1005.96, 1006.96, ..., 1008.96, 1009.96, 1010.96],
  [1005.03, 1006.03, 1007.03, ..., 1009.03, 1010.03, 1011.03],
  ...,
  [1004.78, 1005.78, 1006.78, ..., 1008.78, 1009.78, 1010.78],
  [1005.11, 1006.11, 1007.11, ..., 1009.11, 1010.11, 1011.11],
  [1004.54, 1005.54, 1006.54, ..., 1008.54, 1009.54, 1010.54]],

 [[1004.24, 1005.24, 1006.24, ..., 1008.24, 1009.24, 1010.24],
  [1005.08, 1006.08, 1007.08, ..., 1009.08, 1010.08, 1011.08],
  [1005.15, 1006.15, 1007.15, ..., 1009.15, 1010.15, 1011.15],
  ...,
  [1004.90, 1005.90, 1006.90, ..., 1008.90, 1009.90, 1010.90],
  [1005.23, 1006.23, 1007.23, ..., 1009.23, 1010.23, 1011.23],
  [1004.65, 1005.65, 1006.65, ..., 1008.65, 1009.65, 1010.65]],

 [[1004.36, 1005.36, 1006.36, ..., 1008.36, 1009.36, 1010.36],
  [1005.20, 1006.20, 1007.20, ..., 1009.20, 1010.20, 1011.20],
  [1005.27, 1006.27, 1007.27, ..., 1009.27, 1010.27, 1011.27],
  ...,
  [1005.02, 1006.02, 1007.02, ..., 1009.02, 1010.02, 1011.02],
  [1005.35, 1006.35, 1007.35, ..., 1009.35, 1010.35, 1011.35],
  [1004.77, 1005.77, 1006.77, ..., 1008.77, 1009.77, 1010.77]]]

4-D array

Before

[[[[1001.00, 1002.00, 1003.00, ..., 1006.00, 1007.00, 1008.00],
 [1001.84, 1002.84, 1003.84, ..., 1006.84, 1007.84, 1008.84],
 [1001.91, 1002.91, 1003.91, ..., 1006.91, 1007.91, 1008.91],
 ...,
 [1000.24, 1001.24, 1002.24, ..., 1005.24, 1006.24, 1007.24],
 [1000.04, 1001.04, 1002.04, ..., 1005.04, 1006.04, 1007.04],
 [1000.72, 1001.72, 1002.72, ..., 1005.72, 1006.72, 1007.72]],
 [[1002.72, 1003.72, 1004.72, ..., 1007.72, 1008.72, 1009.72],
 [1003.56, 1004.56, 1005.56, ..., 1008.56, 1009.56, 1010.56],
 [1003.63, 1004.63, 1005.63, ..., 1008.63, 1009.63, 1010.63],
 ...,
 [1001.96, 1002.96, 1003.96, ..., 1006.96, 1007.96, 1008.96],
 [1001.76, 1002.76, 1003.76, ..., 1006.76, 1007.76, 1008.76],
 [1002.44, 1003.44, 1004.44, ..., 1007.44, 1008.44, 1009.44]],
 [[1007.39, 1008.39, 1009.39, ..., 1012.39, 1013.39, 1014.39],
 [1008.23, 1009.23, 1010.23, ..., 1013.23, 1014.23, 1015.23],
 [1008.30, 1009.30, 1010.30, ..., 1013.30, 1014.30, 1015.30],
 ...,
 [1006.63, 1007.63, 1008.63, ..., 1011.63, 1012.63, 1013.63],
 [1006.43, 1007.43, 1008.43, ..., 1011.43, 1012.43, 1013.43],
 [1007.11, 1008.11, 1009.11, ..., 1012.11, 1013.11, 1014.11]],
 ...,
 [[2096.63, 2097.63, 2098.63, ..., 2101.63, 2102.63, 2103.63],
 [2097.47, 2098.47, 2099.47, ..., 2102.47, 2103.47, 2104.47],
 [2097.54, 2098.54, 2099.54, ..., 2102.54, 2103.54, 2104.54],
 ...,
 [2095.88, 2096.88, 2097.88, ..., 2100.88, 2101.88, 2102.88],
 [2095.67, 2096.67, 2097.67, ..., 2100.67, 2101.67, 2102.67],
 [2096.35, 2097.35, 2098.35, ..., 2101.35, 2102.35, 2103.35]],
 [[3980.96, 3981.96, 3982.96, ..., 3985.96, 3986.96, 3987.96],
 [3981.80, 3982.80, 3983.80, ..., 3986.80, 3987.80, 3988.80],
 [3981.87, 3982.87, 3983.87, ..., 3986.87, 3987.87, 3988.87],
 ...,
 [3980.20, 3981.20, 3982.20, ..., 3985.20, 3986.20, 3987.20],
 [3980.00, 3981.00, 3982.00, ..., 3985.00, 3986.00, 3987.00],
 [3980.68, 3981.68, 3982.68, ..., 3985.68, 3986.68, 3987.68]],
 [[9103.08, 9104.08, 9105.08, ..., 9108.08, 9109.08, 9110.08],
 [9103.93, 9104.93, 9105.93, ..., 9108.93, 9109.93, 9110.93],
 [9103.99, 9104.99, 9105.99, ..., 9108.99, 9109.99, 9110.99],
 ...,
 [9102.33, 9103.33, 9104.33, ..., 9107.33, 9108.33, 9109.33],
 [9102.13, 9103.13, 9104.13, ..., 9107.13, 9108.13, 9109.13],
 [9102.80, 9103.80, 9104.80, ..., 9107.80, 9108.80, 9109.80]]],
 [[[1002.00, 1003.00, 1004.00, ..., 1007.00, 1008.00, 1009.00],
 [1002.84, 1003.84, 1004.84, ..., 1007.84, 1008.84, 1009.84],
 [1002.91, 1003.91, 1004.91, ..., 1007.91, 1008.91, 1009.91],
 ...,
 [1001.24, 1002.24, 1003.24, ..., 1006.24, 1007.24, 1008.24],
 [1001.04, 1002.04, 1003.04, ..., 1006.04, 1007.04, 1008.04],
 [1001.72, 1002.72, 1003.72, ..., 1006.72, 1007.72, 1008.72]],
 [[1003.72, 1004.72, 1005.72, ..., 1008.72, 1009.72, 1010.72],
 [1004.56, 1005.56, 1006.56, ..., 1009.56, 1010.56, 1011.56],
 [1004.63, 1005.63, 1006.63, ..., 1009.63, 1010.63, 1011.63],
 ...,
 [1002.96, 1003.96, 1004.96, ..., 1007.96, 1008.96, 1009.96],
 [1002.76, 1003.76, 1004.76, ..., 1007.76, 1008.76, 1009.76],
 [1003.44, 1004.44, 1005.44, ..., 1008.44, 1009.44, 1010.44]],
 [[1008.39, 1009.39, 1010.39, ..., 1013.39, 1014.39, 1015.39],
 [1009.23, 1010.23, 1011.23, ..., 1014.23, 1015.23, 1016.23],
 [1009.30, 1010.30, 1011.30, ..., 1014.30, 1015.30, 1016.30],
 ...,
 [1007.63, 1008.63, 1009.63, ..., 1012.63, 1013.63, 1014.63],
 [1007.43, 1008.43, 1009.43, ..., 1012.43, 1013.43, 1014.43],
 [1008.11, 1009.11, 1010.11, ..., 1013.11, 1014.11, 1015.11]],
 ...,
 [[2097.63, 2098.63, 2099.63, ..., 2102.63, 2103.63, 2104.63],
 [2098.47, 2099.47, 2100.47, ..., 2103.47, 2104.47, 2105.47],
 [2098.54, 2099.54, 2100.54, ..., 2103.54, 2104.54, 2105.54],
 ...,
 [2096.88, 2097.88, 2098.88, ..., 2101.88, 2102.88, 2103.88],
 [2096.67, 2097.67, 2098.67, ..., 2101.67, 2102.67, 2103.67],
 [2097.35, 2098.35, 2099.35, ..., 2102.35, 2103.35, 2104.35]],
 [[3981.96, 3982.96, 3983.96, ..., 3986.96, 3987.96, 3988.96],
 [3982.80, 3983.80, 3984.80, ..., 3987.80, 3988.80, 3989.80],
 [3982.87, 3983.87, 3984.87, ..., 3987.87, 3988.87, 3989.87],
 ...,
 [3981.20, 3982.20, 3983.20, ..., 3986.20, 3987.20, 3988.20],
 [3981.00, 3982.00, 3983.00, ..., 3986.00, 3987.00, 3988.00],
 [3981.68, 3982.68, 3983.68, ..., 3986.68, 3987.68, 3988.68]],
 [[9104.08, 9105.08, 9106.08, ..., 9109.08, 9110.08, 9111.08],
 [9104.93, 9105.93, 9106.93, ..., 9109.93, 9110.93, 9111.93],
 [9104.99, 9105.99, 9106.99, ..., 9109.99, 9110.99, 9111.99],
 ...,
 [9103.33, 9104.33, 9105.33, ..., 9108.33, 9109.33, 9110.33],
 [9103.13, 9104.13, 9105.13, ..., 9108.13, 9109.13, 9110.13],
 [9103.80, 9104.80, 9105.80, ..., 9108.80, 9109.80, 9110.80]]],
 [[[1002.41, 1003.41, 1004.41, ..., 1007.41, 1008.41, 1009.41],
 [1003.26, 1004.26, 1005.26, ..., 1008.26, 1009.26, 1010.26],
 [1003.32, 1004.32, 1005.32, ..., 1008.32, 1009.32, 1010.32],
 ...,
 [1001.66, 1002.66, 1003.66, ..., 1006.66, 1007.66, 1008.66],
 [1001.46, 1002.46, 1003.46, ..., 1006.46, 1007.46, 1008.46],
 [1002.13, 1003.13, 1004.13, ..., 1007.13, 1008.13, 1009.13]],
 [[1004.13, 1005.13, 1006.13, ..., 1009.13, 1010.13, 1011.13],
 [1004.97, 1005.97, 1006.97, ..., 1009.97, 1010.97, 1011.97],
 [1005.04, 1006.04, 1007.04, ..., 1010.04, 1011.04, 1012.04],
 ...,
 [1003.38, 1004.38, 1005.38, ..., 1008.38, 1009.38, 1010.38],
 [1003.17, 1004.17, 1005.17, ..., 1008.17, 1009.17, 1010.17],
 [1003.85, 1004.85, 1005.85, ..., 1008.85, 1009.85, 1010.85]],
 [[1008.80, 1009.80, 1010.80, ..., 1013.80, 1014.80, 1015.80],
 [1009.64, 1010.64, 1011.64, ..., 1014.64, 1015.64, 1016.64],
 [1009.71, 1010.71, 1011.71, ..., 1014.71, 1015.71, 1016.71],
 ...,
 [1008.05, 1009.05, 1010.05, ..., 1013.05, 1014.05, 1015.05],
 [1007.84, 1008.84, 1009.84, ..., 1012.84, 1013.84, 1014.84],
 [1008.52, 1009.52, 1010.52, ..., 1013.52, 1014.52, 1015.52]],
 ...,
 [[2098.05, 2099.05, 2100.05, ..., 2103.05, 2104.05, 2105.05],
 [2098.89, 2099.89, 2100.89, ..., 2103.89, 2104.89, 2105.89],
 [2098.96, 2099.96, 2100.96, ..., 2103.96, 2104.96, 2105.96],
 ...,
 [2097.29, 2098.29, 2099.29, ..., 2102.29, 2103.29, 2104.29],
 [2097.09, 2098.09, 2099.09, ..., 2102.09, 2103.09, 2104.09],
 [2097.77, 2098.77, 2099.77, ..., 2102.77, 2103.77, 2104.77]],
 [[3982.37, 3983.37, 3984.37, ..., 3987.37, 3988.37, 3989.37],
 [3983.21, 3984.21, 3985.21, ..., 3988.21, 3989.21, 3990.21],
 [3983.28, 3984.28, 3985.28, ..., 3988.28, 3989.28, 3990.28],
 ...,
 [3981.62, 3982.62, 3983.62, ..., 3986.62, 3987.62, 3988.62],
 [3981.41, 3982.41, 3983.41, ..., 3986.41, 3987.41, 3988.41],
 [3982.09, 3983.09, 3984.09, ..., 3987.09, 3988.09, 3989.09]],
 [[9104.50, 9105.50, 9106.50, ..., 9109.50, 9110.50, 9111.50],
 [9105.34, 9106.34, 9107.34, ..., 9110.34, 9111.34, 9112.34],
 [9105.41, 9106.41, 9107.41, ..., 9110.41, 9111.41, 9112.41],
 ...,
 [9103.74, 9104.74, 9105.74, ..., 9108.74, 9109.74, 9110.74],
 [9103.54, 9104.54, 9105.54, ..., 9108.54, 9109.54, 9110.54],
 [9104.22, 9105.22, 9106.22, ..., 9109.22, 9110.22, 9111.22]]],
 ...,
 [[[1005.12, 1006.12, 1007.12, ..., 1010.12, 1011.12, 1012.12],
 [1005.96, 1006.96, 1007.96, ..., 1010.96, 1011.96, 1012.96],
 [1006.03, 1007.03, 1008.03, ..., 1011.03, 1012.03, 1013.03],
 ...,
 [1004.37, 1005.37, 1006.37, ..., 1009.37, 1010.37, 1011.37],
 [1004.16, 1005.16, 1006.16, ..., 1009.16, 1010.16, 1011.16],
 [1004.84, 1005.84, 1006.84, ..., 1009.84, 1010.84, 1011.84]],
 [[1006.84, 1007.84, 1008.84, ..., 1011.84, 1012.84, 1013.84],
 [1007.68, 1008.68, 1009.68, ..., 1012.68, 1013.68, 1014.68],
 [1007.75, 1008.75, 1009.75, ..., 1012.75, 1013.75, 1014.75],
 ...,
 [1006.08, 1007.08, 1008.08, ..., 1011.08, 1012.08, 1013.08],
 [1005.88, 1006.88, 1007.88, ..., 1010.88, 1011.88, 1012.88],
 [1006.56, 1007.56, 1008.56, ..., 1011.56, 1012.56, 1013.56]],
 [[1011.51, 1012.51, 1013.51, ..., 1016.51, 1017.51, 1018.51],
 [1012.35, 1013.35, 1014.35, ..., 1017.35, 1018.35, 1019.35],
 [1012.42, 1013.42, 1014.42, ..., 1017.42, 1018.42, 1019.42],
 ...,
 [1010.76, 1011.76, 1012.76, ..., 1015.76, 1016.76, 1017.76],
 [1010.55, 1011.55, 1012.55, ..., 1015.55, 1016.55, 1017.55],
 [1011.23, 1012.23, 1013.23, ..., 1016.23, 1017.23, 1018.23]],
 ...,
 [[2100.76, 2101.76, 2102.76, ..., 2105.76, 2106.76, 2107.76],
 [2101.60, 2102.60, 2103.60, ..., 2106.60, 2107.60, 2108.60],
 [2101.67, 2102.67, 2103.67, ..., 2106.67, 2107.67, 2108.67],
 ...,
 [2100.00, 2101.00, 2102.00, ..., 2105.00, 2106.00, 2107.00],
 [2099.80, 2100.80, 2101.80, ..., 2104.80, 2105.80, 2106.80],
 [2100.48, 2101.48, 2102.48, ..., 2105.48, 2106.48, 2107.48]],
 [[3985.08, 3986.08, 3987.08, ..., 3990.08, 3991.08, 3992.08],
 [3985.92, 3986.92, 3987.92, ..., 3990.92, 3991.92, 3992.92],
 [3985.99, 3986.99, 3987.99, ..., 3990.99, 3991.99, 3992.99],
 ...,
 [3984.32, 3985.32, 3986.32, ..., 3989.32, 3990.32, 3991.32],
 [3984.12, 3985.12, 3986.12, ..., 3989.12, 3990.12, 3991.12],
 [3984.80, 3985.80, 3986.80, ..., 3989.80, 3990.80, 3991.80]],
 [[9107.21, 9108.21, 9109.21, ..., 9112.21, 9113.21, 9114.21],
 [9108.05, 9109.05, 9110.05, ..., 9113.05, 9114.05, 9115.05],
 [9108.12, 9109.12, 9110.12, ..., 9113.12, 9114.12, 9115.12],
 ...,
 [9106.45, 9107.45, 9108.45, ..., 9111.45, 9112.45, 9113.45],
 [9106.25, 9107.25, 9108.25, ..., 9111.25, 9112.25, 9113.25],
 [9106.93, 9107.93, 9108.93, ..., 9111.93, 9112.93, 9113.93]]],
 [[[1005.24, 1006.24, 1007.24, ..., 1010.24, 1011.24, 1012.24],
 [1006.08, 1007.08, 1008.08, ..., 1011.08, 1012.08, 1013.08],
 [1006.15, 1007.15, 1008.15, ..., 1011.15, 1012.15, 1013.15],
 ...,
 [1004.49, 1005.49, 1006.49, ..., 1009.49, 1010.49, 1011.49],
 [1004.28, 1005.28, 1006.28, ..., 1009.28, 1010.28, 1011.28],
 [1004.96, 1005.96, 1006.96, ..., 1009.96, 1010.96, 1011.96]],
 [[1006.96, 1007.96, 1008.96, ..., 1011.96, 1012.96, 1013.96],
 [1007.80, 1008.80, 1009.80, ..., 1012.80, 1013.80, 1014.80],
 [1007.87, 1008.87, 1009.87, ..., 1012.87, 1013.87, 1014.87],
 ...,
 [1006.20, 1007.20, 1008.20, ..., 1011.20, 1012.20, 1013.20],
 [1006.00, 1007.00, 1008.00, ..., 1011.00, 1012.00, 1013.00],
 [1006.68, 1007.68, 1008.68, ..., 1011.68, 1012.68, 1013.68]],
 [[1011.63, 1012.63, 1013.63, ..., 1016.63, 1017.63, 1018.63],
 [1012.47, 1013.47, 1014.47, ..., 1017.47, 1018.47, 1019.47],
 [1012.54, 1013.54, 1014.54, ..., 1017.54, 1018.54, 1019.54],
 ...,
 [1010.87, 1011.87, 1012.87, ..., 1015.87, 1016.87, 1017.87],
 [1010.67, 1011.67, 1012.67, ..., 1015.67, 1016.67, 1017.67],
 [1011.35, 1012.35, 1013.35, ..., 1016.35, 1017.35, 1018.35]],
 ...,
 [[2100.88, 2101.88, 2102.88, ..., 2105.88, 2106.88, 2107.88],
 [2101.72, 2102.72, 2103.72, ..., 2106.72, 2107.72, 2108.72],
 [2101.79, 2102.79, 2103.79, ..., 2106.79, 2107.79, 2108.79],
 ...,
 [2100.12, 2101.12, 2102.12, ..., 2105.12, 2106.12, 2107.12],
 [2099.92, 2100.92, 2101.92, ..., 2104.92, 2105.92, 2106.92],
 [2100.60, 2101.60, 2102.60, ..., 2105.60, 2106.60, 2107.60]],
 [[3985.20, 3986.20, 3987.20, ..., 3990.20, 3991.20, 3992.20],
 [3986.04, 3987.04, 3988.04, ..., 3991.04, 3992.04, 3993.04],
 [3986.11, 3987.11, 3988.11, ..., 3991.11, 3992.11, 3993.11],
 ...,
 [3984.44, 3985.44, 3986.44, ..., 3989.44, 3990.44, 3991.44],
 [3984.24, 3985.24, 3986.24, ..., 3989.24, 3990.24, 3991.24],
 [3984.92, 3985.92, 3986.92, ..., 3989.92, 3990.92, 3991.92]],
 [[9107.33, 9108.33, 9109.33, ..., 9112.33, 9113.33, 9114.33],
 [9108.17, 9109.17, 9110.17, ..., 9113.17, 9114.17, 9115.17],
 [9108.24, 9109.24, 9110.24, ..., 9113.24, 9114.24, 9115.24],
 ...,
 [9106.57, 9107.57, 9108.57, ..., 9111.57, 9112.57, 9113.57],
 [9106.37, 9107.37, 9108.37, ..., 9111.37, 9112.37, 9113.37],
 [9107.05, 9108.05, 9109.05, ..., 9112.05, 9113.05, 9114.05]]],
 [[[1005.36, 1006.36, 1007.36, ..., 1010.36, 1011.36, 1012.36],
 [1006.20, 1007.20, 1008.20, ..., 1011.20, 1012.20, 1013.20],
 [1006.27, 1007.27, 1008.27, ..., 1011.27, 1012.27, 1013.27],
 ...,
 [1004.60, 1005.60, 1006.60, ..., 1009.60, 1010.60, 1011.60],
 [1004.40, 1005.40, 1006.40, ..., 1009.40, 1010.40, 1011.40],
 [1005.08, 1006.08, 1007.08, ..., 1010.08, 1011.08, 1012.08]],
 [[1007.08, 1008.08, 1009.08, ..., 1012.08, 1013.08, 1014.08],
 [1007.92, 1008.92, 1009.92, ..., 1012.92, 1013.92, 1014.92],
 [1007.99, 1008.99, 1009.99, ..., 1012.99, 1013.99, 1014.99],
 ...,
 [1006.32, 1007.32, 1008.32, ..., 1011.32, 1012.32, 1013.32],
 [1006.12, 1007.12, 1008.12, ..., 1011.12, 1012.12, 1013.12],
 [1006.80, 1007.80, 1008.80, ..., 1011.80, 1012.80, 1013.80]],
 [[1011.75, 1012.75, 1013.75, ..., 1016.75, 1017.75, 1018.75],
 [1012.59, 1013.59, 1014.59, ..., 1017.59, 1018.59, 1019.59],
 [1012.66, 1013.66, 1014.66, ..., 1017.66, 1018.66, 1019.66],
 ...,
 [1010.99, 1011.99, 1012.99, ..., 1015.99, 1016.99, 1017.99],
 [1010.79, 1011.79, 1012.79, ..., 1015.79, 1016.79, 1017.79],
 [1011.47, 1012.47, 1013.47, ..., 1016.47, 1017.47, 1018.47]],
 ...,
 [[2100.99, 2101.99, 2102.99, ..., 2105.99, 2106.99, 2107.99],
 [2101.83, 2102.83, 2103.83, ..., 2106.83, 2107.83, 2108.83],
 [2101.90, 2102.90, 2103.90, ..., 2106.90, 2107.90, 2108.90],
 ...,
 [2100.24, 2101.24, 2102.24, ..., 2105.24, 2106.24, 2107.24],
 [2100.03, 2101.03, 2102.03, ..., 2105.03, 2106.03, 2107.03],
 [2100.71, 2101.71, 2102.71, ..., 2105.71, 2106.71, 2107.71]],
 [[3985.32, 3986.32, 3987.32, ..., 3990.32, 3991.32, 3992.32],
 [3986.16, 3987.16, 3988.16, ..., 3991.16, 3992.16, 3993.16],
 [3986.23, 3987.23, 3988.23, ..., 3991.23, 3992.23, 3993.23],
 ...,
 [3984.56, 3985.56, 3986.56, ..., 3989.56, 3990.56, 3991.56],
 [3984.36, 3985.36, 3986.36, ..., 3989.36, 3990.36, 3991.36],
 [3985.04, 3986.04, 3987.04, ..., 3990.04, 3991.04, 3992.04]],
 [[9107.44, 9108.44, 9109.44, ..., 9112.44, 9113.44, 9114.44],
 [9108.28, 9109.28, 9110.28, ..., 9113.28, 9114.28, 9115.28],
 [9108.35, 9109.35, 9110.35, ..., 9113.35, 9114.35, 9115.35],
 ...,
 [9106.69, 9107.69, 9108.69, ..., 9111.69, 9112.69, 9113.69],
 [9106.48, 9107.48, 9108.48, ..., 9111.48, 9112.48, 9113.48],
 [9107.16, 9108.16, 9109.16, ..., 9112.16, 9113.16, 9114.16]]]]

After

[[[[1001.00, 1002.00, 1003.00, ..., 1006.00, 1007.00, 1008.00],
   [1001.84, 1002.84, 1003.84, ..., 1006.84, 1007.84, 1008.84],
   [1001.91, 1002.91, 1003.91, ..., 1006.91, 1007.91, 1008.91],
   ...,
   [1000.24, 1001.24, 1002.24, ..., 1005.24, 1006.24, 1007.24],
   [1000.04, 1001.04, 1002.04, ..., 1005.04, 1006.04, 1007.04],
   [1000.72, 1001.72, 1002.72, ..., 1005.72, 1006.72, 1007.72]],

  [[1002.72, 1003.72, 1004.72, ..., 1007.72, 1008.72, 1009.72],
   [1003.56, 1004.56, 1005.56, ..., 1008.56, 1009.56, 1010.56],
   [1003.63, 1004.63, 1005.63, ..., 1008.63, 1009.63, 1010.63],
   ...,
   [1001.96, 1002.96, 1003.96, ..., 1006.96, 1007.96, 1008.96],
   [1001.76, 1002.76, 1003.76, ..., 1006.76, 1007.76, 1008.76],
   [1002.44, 1003.44, 1004.44, ..., 1007.44, 1008.44, 1009.44]],

  [[1007.39, 1008.39, 1009.39, ..., 1012.39, 1013.39, 1014.39],
   [1008.23, 1009.23, 1010.23, ..., 1013.23, 1014.23, 1015.23],
   [1008.30, 1009.30, 1010.30, ..., 1013.30, 1014.30, 1015.30],
   ...,
   [1006.63, 1007.63, 1008.63, ..., 1011.63, 1012.63, 1013.63],
   [1006.43, 1007.43, 1008.43, ..., 1011.43, 1012.43, 1013.43],
   [1007.11, 1008.11, 1009.11, ..., 1012.11, 1013.11, 1014.11]],

  ...,

  [[2096.63, 2097.63, 2098.63, ..., 2101.63, 2102.63, 2103.63],
   [2097.47, 2098.47, 2099.47, ..., 2102.47, 2103.47, 2104.47],
   [2097.54, 2098.54, 2099.54, ..., 2102.54, 2103.54, 2104.54],
   ...,
   [2095.88, 2096.88, 2097.88, ..., 2100.88, 2101.88, 2102.88],
   [2095.67, 2096.67, 2097.67, ..., 2100.67, 2101.67, 2102.67],
   [2096.35, 2097.35, 2098.35, ..., 2101.35, 2102.35, 2103.35]],

  [[3980.96, 3981.96, 3982.96, ..., 3985.96, 3986.96, 3987.96],
   [3981.80, 3982.80, 3983.80, ..., 3986.80, 3987.80, 3988.80],
   [3981.87, 3982.87, 3983.87, ..., 3986.87, 3987.87, 3988.87],
   ...,
   [3980.20, 3981.20, 3982.20, ..., 3985.20, 3986.20, 3987.20],
   [3980.00, 3981.00, 3982.00, ..., 3985.00, 3986.00, 3987.00],
   [3980.68, 3981.68, 3982.68, ..., 3985.68, 3986.68, 3987.68]],

  [[9103.08, 9104.08, 9105.08, ..., 9108.08, 9109.08, 9110.08],
   [9103.93, 9104.93, 9105.93, ..., 9108.93, 9109.93, 9110.93],
   [9103.99, 9104.99, 9105.99, ..., 9108.99, 9109.99, 9110.99],
   ...,
   [9102.33, 9103.33, 9104.33, ..., 9107.33, 9108.33, 9109.33],
   [9102.13, 9103.13, 9104.13, ..., 9107.13, 9108.13, 9109.13],
   [9102.80, 9103.80, 9104.80, ..., 9107.80, 9108.80, 9109.80]]],


 [[[1002.00, 1003.00, 1004.00, ..., 1007.00, 1008.00, 1009.00],
   [1002.84, 1003.84, 1004.84, ..., 1007.84, 1008.84, 1009.84],
   [1002.91, 1003.91, 1004.91, ..., 1007.91, 1008.91, 1009.91],
   ...,
   [1001.24, 1002.24, 1003.24, ..., 1006.24, 1007.24, 1008.24],
   [1001.04, 1002.04, 1003.04, ..., 1006.04, 1007.04, 1008.04],
   [1001.72, 1002.72, 1003.72, ..., 1006.72, 1007.72, 1008.72]],

  [[1003.72, 1004.72, 1005.72, ..., 1008.72, 1009.72, 1010.72],
   [1004.56, 1005.56, 1006.56, ..., 1009.56, 1010.56, 1011.56],
   [1004.63, 1005.63, 1006.63, ..., 1009.63, 1010.63, 1011.63],
   ...,
   [1002.96, 1003.96, 1004.96, ..., 1007.96, 1008.96, 1009.96],
   [1002.76, 1003.76, 1004.76, ..., 1007.76, 1008.76, 1009.76],
   [1003.44, 1004.44, 1005.44, ..., 1008.44, 1009.44, 1010.44]],

  [[1008.39, 1009.39, 1010.39, ..., 1013.39, 1014.39, 1015.39],
   [1009.23, 1010.23, 1011.23, ..., 1014.23, 1015.23, 1016.23],
   [1009.30, 1010.30, 1011.30, ..., 1014.30, 1015.30, 1016.30],
   ...,
   [1007.63, 1008.63, 1009.63, ..., 1012.63, 1013.63, 1014.63],
   [1007.43, 1008.43, 1009.43, ..., 1012.43, 1013.43, 1014.43],
   [1008.11, 1009.11, 1010.11, ..., 1013.11, 1014.11, 1015.11]],

  ...,

  [[2097.63, 2098.63, 2099.63, ..., 2102.63, 2103.63, 2104.63],
   [2098.47, 2099.47, 2100.47, ..., 2103.47, 2104.47, 2105.47],
   [2098.54, 2099.54, 2100.54, ..., 2103.54, 2104.54, 2105.54],
   ...,
   [2096.88, 2097.88, 2098.88, ..., 2101.88, 2102.88, 2103.88],
   [2096.67, 2097.67, 2098.67, ..., 2101.67, 2102.67, 2103.67],
   [2097.35, 2098.35, 2099.35, ..., 2102.35, 2103.35, 2104.35]],

  [[3981.96, 3982.96, 3983.96, ..., 3986.96, 3987.96, 3988.96],
   [3982.80, 3983.80, 3984.80, ..., 3987.80, 3988.80, 3989.80],
   [3982.87, 3983.87, 3984.87, ..., 3987.87, 3988.87, 3989.87],
   ...,
   [3981.20, 3982.20, 3983.20, ..., 3986.20, 3987.20, 3988.20],
   [3981.00, 3982.00, 3983.00, ..., 3986.00, 3987.00, 3988.00],
   [3981.68, 3982.68, 3983.68, ..., 3986.68, 3987.68, 3988.68]],

  [[9104.08, 9105.08, 9106.08, ..., 9109.08, 9110.08, 9111.08],
   [9104.93, 9105.93, 9106.93, ..., 9109.93, 9110.93, 9111.93],
   [9104.99, 9105.99, 9106.99, ..., 9109.99, 9110.99, 9111.99],
   ...,
   [9103.33, 9104.33, 9105.33, ..., 9108.33, 9109.33, 9110.33],
   [9103.13, 9104.13, 9105.13, ..., 9108.13, 9109.13, 9110.13],
   [9103.80, 9104.80, 9105.80, ..., 9108.80, 9109.80, 9110.80]]],


 [[[1002.41, 1003.41, 1004.41, ..., 1007.41, 1008.41, 1009.41],
   [1003.26, 1004.26, 1005.26, ..., 1008.26, 1009.26, 1010.26],
   [1003.32, 1004.32, 1005.32, ..., 1008.32, 1009.32, 1010.32],
   ...,
   [1001.66, 1002.66, 1003.66, ..., 1006.66, 1007.66, 1008.66],
   [1001.46, 1002.46, 1003.46, ..., 1006.46, 1007.46, 1008.46],
   [1002.13, 1003.13, 1004.13, ..., 1007.13, 1008.13, 1009.13]],

  [[1004.13, 1005.13, 1006.13, ..., 1009.13, 1010.13, 1011.13],
   [1004.97, 1005.97, 1006.97, ..., 1009.97, 1010.97, 1011.97],
   [1005.04, 1006.04, 1007.04, ..., 1010.04, 1011.04, 1012.04],
   ...,
   [1003.38, 1004.38, 1005.38, ..., 1008.38, 1009.38, 1010.38],
   [1003.17, 1004.17, 1005.17, ..., 1008.17, 1009.17, 1010.17],
   [1003.85, 1004.85, 1005.85, ..., 1008.85, 1009.85, 1010.85]],

  [[1008.80, 1009.80, 1010.80, ..., 1013.80, 1014.80, 1015.80],
   [1009.64, 1010.64, 1011.64, ..., 1014.64, 1015.64, 1016.64],
   [1009.71, 1010.71, 1011.71, ..., 1014.71, 1015.71, 1016.71],
   ...,
   [1008.05, 1009.05, 1010.05, ..., 1013.05, 1014.05, 1015.05],
   [1007.84, 1008.84, 1009.84, ..., 1012.84, 1013.84, 1014.84],
   [1008.52, 1009.52, 1010.52, ..., 1013.52, 1014.52, 1015.52]],

  ...,

  [[2098.05, 2099.05, 2100.05, ..., 2103.05, 2104.05, 2105.05],
   [2098.89, 2099.89, 2100.89, ..., 2103.89, 2104.89, 2105.89],
   [2098.96, 2099.96, 2100.96, ..., 2103.96, 2104.96, 2105.96],
   ...,
   [2097.29, 2098.29, 2099.29, ..., 2102.29, 2103.29, 2104.29],
   [2097.09, 2098.09, 2099.09, ..., 2102.09, 2103.09, 2104.09],
   [2097.77, 2098.77, 2099.77, ..., 2102.77, 2103.77, 2104.77]],

  [[3982.37, 3983.37, 3984.37, ..., 3987.37, 3988.37, 3989.37],
   [3983.21, 3984.21, 3985.21, ..., 3988.21, 3989.21, 3990.21],
   [3983.28, 3984.28, 3985.28, ..., 3988.28, 3989.28, 3990.28],
   ...,
   [3981.62, 3982.62, 3983.62, ..., 3986.62, 3987.62, 3988.62],
   [3981.41, 3982.41, 3983.41, ..., 3986.41, 3987.41, 3988.41],
   [3982.09, 3983.09, 3984.09, ..., 3987.09, 3988.09, 3989.09]],

  [[9104.50, 9105.50, 9106.50, ..., 9109.50, 9110.50, 9111.50],
   [9105.34, 9106.34, 9107.34, ..., 9110.34, 9111.34, 9112.34],
   [9105.41, 9106.41, 9107.41, ..., 9110.41, 9111.41, 9112.41],
   ...,
   [9103.74, 9104.74, 9105.74, ..., 9108.74, 9109.74, 9110.74],
   [9103.54, 9104.54, 9105.54, ..., 9108.54, 9109.54, 9110.54],
   [9104.22, 9105.22, 9106.22, ..., 9109.22, 9110.22, 9111.22]]],


 ...,


 [[[1005.12, 1006.12, 1007.12, ..., 1010.12, 1011.12, 1012.12],
   [1005.96, 1006.96, 1007.96, ..., 1010.96, 1011.96, 1012.96],
   [1006.03, 1007.03, 1008.03, ..., 1011.03, 1012.03, 1013.03],
   ...,
   [1004.37, 1005.37, 1006.37, ..., 1009.37, 1010.37, 1011.37],
   [1004.16, 1005.16, 1006.16, ..., 1009.16, 1010.16, 1011.16],
   [1004.84, 1005.84, 1006.84, ..., 1009.84, 1010.84, 1011.84]],

  [[1006.84, 1007.84, 1008.84, ..., 1011.84, 1012.84, 1013.84],
   [1007.68, 1008.68, 1009.68, ..., 1012.68, 1013.68, 1014.68],
   [1007.75, 1008.75, 1009.75, ..., 1012.75, 1013.75, 1014.75],
   ...,
   [1006.08, 1007.08, 1008.08, ..., 1011.08, 1012.08, 1013.08],
   [1005.88, 1006.88, 1007.88, ..., 1010.88, 1011.88, 1012.88],
   [1006.56, 1007.56, 1008.56, ..., 1011.56, 1012.56, 1013.56]],

  [[1011.51, 1012.51, 1013.51, ..., 1016.51, 1017.51, 1018.51],
   [1012.35, 1013.35, 1014.35, ..., 1017.35, 1018.35, 1019.35],
   [1012.42, 1013.42, 1014.42, ..., 1017.42, 1018.42, 1019.42],
   ...,
   [1010.76, 1011.76, 1012.76, ..., 1015.76, 1016.76, 1017.76],
   [1010.55, 1011.55, 1012.55, ..., 1015.55, 1016.55, 1017.55],
   [1011.23, 1012.23, 1013.23, ..., 1016.23, 1017.23, 1018.23]],

  ...,

  [[2100.76, 2101.76, 2102.76, ..., 2105.76, 2106.76, 2107.76],
   [2101.60, 2102.60, 2103.60, ..., 2106.60, 2107.60, 2108.60],
   [2101.67, 2102.67, 2103.67, ..., 2106.67, 2107.67, 2108.67],
   ...,
   [2100.00, 2101.00, 2102.00, ..., 2105.00, 2106.00, 2107.00],
   [2099.80, 2100.80, 2101.80, ..., 2104.80, 2105.80, 2106.80],
   [2100.48, 2101.48, 2102.48, ..., 2105.48, 2106.48, 2107.48]],

  [[3985.08, 3986.08, 3987.08, ..., 3990.08, 3991.08, 3992.08],
   [3985.92, 3986.92, 3987.92, ..., 3990.92, 3991.92, 3992.92],
   [3985.99, 3986.99, 3987.99, ..., 3990.99, 3991.99, 3992.99],
   ...,
   [3984.32, 3985.32, 3986.32, ..., 3989.32, 3990.32, 3991.32],
   [3984.12, 3985.12, 3986.12, ..., 3989.12, 3990.12, 3991.12],
   [3984.80, 3985.80, 3986.80, ..., 3989.80, 3990.80, 3991.80]],

  [[9107.21, 9108.21, 9109.21, ..., 9112.21, 9113.21, 9114.21],
   [9108.05, 9109.05, 9110.05, ..., 9113.05, 9114.05, 9115.05],
   [9108.12, 9109.12, 9110.12, ..., 9113.12, 9114.12, 9115.12],
   ...,
   [9106.45, 9107.45, 9108.45, ..., 9111.45, 9112.45, 9113.45],
   [9106.25, 9107.25, 9108.25, ..., 9111.25, 9112.25, 9113.25],
   [9106.93, 9107.93, 9108.93, ..., 9111.93, 9112.93, 9113.93]]],


 [[[1005.24, 1006.24, 1007.24, ..., 1010.24, 1011.24, 1012.24],
   [1006.08, 1007.08, 1008.08, ..., 1011.08, 1012.08, 1013.08],
   [1006.15, 1007.15, 1008.15, ..., 1011.15, 1012.15, 1013.15],
   ...,
   [1004.49, 1005.49, 1006.49, ..., 1009.49, 1010.49, 1011.49],
   [1004.28, 1005.28, 1006.28, ..., 1009.28, 1010.28, 1011.28],
   [1004.96, 1005.96, 1006.96, ..., 1009.96, 1010.96, 1011.96]],

  [[1006.96, 1007.96, 1008.96, ..., 1011.96, 1012.96, 1013.96],
   [1007.80, 1008.80, 1009.80, ..., 1012.80, 1013.80, 1014.80],
   [1007.87, 1008.87, 1009.87, ..., 1012.87, 1013.87, 1014.87],
   ...,
   [1006.20, 1007.20, 1008.20, ..., 1011.20, 1012.20, 1013.20],
   [1006.00, 1007.00, 1008.00, ..., 1011.00, 1012.00, 1013.00],
   [1006.68, 1007.68, 1008.68, ..., 1011.68, 1012.68, 1013.68]],

  [[1011.63, 1012.63, 1013.63, ..., 1016.63, 1017.63, 1018.63],
   [1012.47, 1013.47, 1014.47, ..., 1017.47, 1018.47, 1019.47],
   [1012.54, 1013.54, 1014.54, ..., 1017.54, 1018.54, 1019.54],
   ...,
   [1010.87, 1011.87, 1012.87, ..., 1015.87, 1016.87, 1017.87],
   [1010.67, 1011.67, 1012.67, ..., 1015.67, 1016.67, 1017.67],
   [1011.35, 1012.35, 1013.35, ..., 1016.35, 1017.35, 1018.35]],

  ...,

  [[2100.88, 2101.88, 2102.88, ..., 2105.88, 2106.88, 2107.88],
   [2101.72, 2102.72, 2103.72, ..., 2106.72, 2107.72, 2108.72],
   [2101.79, 2102.79, 2103.79, ..., 2106.79, 2107.79, 2108.79],
   ...,
   [2100.12, 2101.12, 2102.12, ..., 2105.12, 2106.12, 2107.12],
   [2099.92, 2100.92, 2101.92, ..., 2104.92, 2105.92, 2106.92],
   [2100.60, 2101.60, 2102.60, ..., 2105.60, 2106.60, 2107.60]],

  [[3985.20, 3986.20, 3987.20, ..., 3990.20, 3991.20, 3992.20],
   [3986.04, 3987.04, 3988.04, ..., 3991.04, 3992.04, 3993.04],
   [3986.11, 3987.11, 3988.11, ..., 3991.11, 3992.11, 3993.11],
   ...,
   [3984.44, 3985.44, 3986.44, ..., 3989.44, 3990.44, 3991.44],
   [3984.24, 3985.24, 3986.24, ..., 3989.24, 3990.24, 3991.24],
   [3984.92, 3985.92, 3986.92, ..., 3989.92, 3990.92, 3991.92]],

  [[9107.33, 9108.33, 9109.33, ..., 9112.33, 9113.33, 9114.33],
   [9108.17, 9109.17, 9110.17, ..., 9113.17, 9114.17, 9115.17],
   [9108.24, 9109.24, 9110.24, ..., 9113.24, 9114.24, 9115.24],
   ...,
   [9106.57, 9107.57, 9108.57, ..., 9111.57, 9112.57, 9113.57],
   [9106.37, 9107.37, 9108.37, ..., 9111.37, 9112.37, 9113.37],
   [9107.05, 9108.05, 9109.05, ..., 9112.05, 9113.05, 9114.05]]],


 [[[1005.36, 1006.36, 1007.36, ..., 1010.36, 1011.36, 1012.36],
   [1006.20, 1007.20, 1008.20, ..., 1011.20, 1012.20, 1013.20],
   [1006.27, 1007.27, 1008.27, ..., 1011.27, 1012.27, 1013.27],
   ...,
   [1004.60, 1005.60, 1006.60, ..., 1009.60, 1010.60, 1011.60],
   [1004.40, 1005.40, 1006.40, ..., 1009.40, 1010.40, 1011.40],
   [1005.08, 1006.08, 1007.08, ..., 1010.08, 1011.08, 1012.08]],

  [[1007.08, 1008.08, 1009.08, ..., 1012.08, 1013.08, 1014.08],
   [1007.92, 1008.92, 1009.92, ..., 1012.92, 1013.92, 1014.92],
   [1007.99, 1008.99, 1009.99, ..., 1012.99, 1013.99, 1014.99],
   ...,
   [1006.32, 1007.32, 1008.32, ..., 1011.32, 1012.32, 1013.32],
   [1006.12, 1007.12, 1008.12, ..., 1011.12, 1012.12, 1013.12],
   [1006.80, 1007.80, 1008.80, ..., 1011.80, 1012.80, 1013.80]],

  [[1011.75, 1012.75, 1013.75, ..., 1016.75, 1017.75, 1018.75],
   [1012.59, 1013.59, 1014.59, ..., 1017.59, 1018.59, 1019.59],
   [1012.66, 1013.66, 1014.66, ..., 1017.66, 1018.66, 1019.66],
   ...,
   [1010.99, 1011.99, 1012.99, ..., 1015.99, 1016.99, 1017.99],
   [1010.79, 1011.79, 1012.79, ..., 1015.79, 1016.79, 1017.79],
   [1011.47, 1012.47, 1013.47, ..., 1016.47, 1017.47, 1018.47]],

  ...,

  [[2100.99, 2101.99, 2102.99, ..., 2105.99, 2106.99, 2107.99],
   [2101.83, 2102.83, 2103.83, ..., 2106.83, 2107.83, 2108.83],
   [2101.90, 2102.90, 2103.90, ..., 2106.90, 2107.90, 2108.90],
   ...,
   [2100.24, 2101.24, 2102.24, ..., 2105.24, 2106.24, 2107.24],
   [2100.03, 2101.03, 2102.03, ..., 2105.03, 2106.03, 2107.03],
   [2100.71, 2101.71, 2102.71, ..., 2105.71, 2106.71, 2107.71]],

  [[3985.32, 3986.32, 3987.32, ..., 3990.32, 3991.32, 3992.32],
   [3986.16, 3987.16, 3988.16, ..., 3991.16, 3992.16, 3993.16],
   [3986.23, 3987.23, 3988.23, ..., 3991.23, 3992.23, 3993.23],
   ...,
   [3984.56, 3985.56, 3986.56, ..., 3989.56, 3990.56, 3991.56],
   [3984.36, 3985.36, 3986.36, ..., 3989.36, 3990.36, 3991.36],
   [3985.04, 3986.04, 3987.04, ..., 3990.04, 3991.04, 3992.04]],

  [[9107.44, 9108.44, 9109.44, ..., 9112.44, 9113.44, 9114.44],
   [9108.28, 9109.28, 9110.28, ..., 9113.28, 9114.28, 9115.28],
   [9108.35, 9109.35, 9110.35, ..., 9113.35, 9114.35, 9115.35],
   ...,
   [9106.69, 9107.69, 9108.69, ..., 9111.69, 9112.69, 9113.69],
   [9106.48, 9107.48, 9108.48, ..., 9111.48, 9112.48, 9113.48],
   [9107.16, 9108.16, 9109.16, ..., 9112.16, 9113.16, 9114.16]]]]

@LukeMathWalker
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Nice!
Would it make sense to use a new line to further highlight the nested square brackets?
Something like (3D array):

[
 [
  [1000.00, 1001.00, 1002.00, ..., 1004.00, 1005.00, 1006.00],
  [1000.84, 1001.84, 1002.84, ..., 1004.84, 1005.84, 1006.84],
  [1000.91, 1001.91, 1002.91, ..., 1004.91, 1005.91, 1006.91],
  ...,
  [1000.66, 1001.66, 1002.66, ..., 1004.66, 1005.66, 1006.66],
  [1000.99, 1001.99, 1002.99, ..., 1004.99, 1005.99, 1006.99],
  [1000.41, 1001.41, 1002.41, ..., 1004.41, 1005.41, 1006.41]
 ],

 [
  [1001.00, 1002.00, 1003.00, ..., 1005.00, 1006.00, 1007.00],
  [1001.84, 1002.84, 1003.84, ..., 1005.84, 1006.84, 1007.84],
  [1001.91, 1002.91, 1003.91, ..., 1005.91, 1006.91, 1007.91],
  ...,
  [1001.66, 1002.66, 1003.66, ..., 1005.66, 1006.66, 1007.66],
  [1001.99, 1002.99, 1003.99, ..., 1005.99, 1006.99, 1007.99],
  [1001.41, 1002.41, 1003.41, ..., 1005.41, 1006.41, 1007.41]
 ]
]

@jturner314
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Here are a few options:

Option 1 (NumPy-style formatting, the original version of this PR)

[[[1000.00, 1001.00, 1002.00, ..., 1004.00, 1005.00, 1006.00],
  [1000.84, 1001.84, 1002.84, ..., 1004.84, 1005.84, 1006.84],
  [1000.91, 1001.91, 1002.91, ..., 1004.91, 1005.91, 1006.91],
  ...,
  [1000.66, 1001.66, 1002.66, ..., 1004.66, 1005.66, 1006.66],
  [1000.99, 1001.99, 1002.99, ..., 1004.99, 1005.99, 1006.99],
  [1000.41, 1001.41, 1002.41, ..., 1004.41, 1005.41, 1006.41]],

 [[1001.00, 1002.00, 1003.00, ..., 1005.00, 1006.00, 1007.00],
  [1001.84, 1002.84, 1003.84, ..., 1005.84, 1006.84, 1007.84],
  [1001.91, 1002.91, 1003.91, ..., 1005.91, 1006.91, 1007.91],
  ...,
  [1001.66, 1002.66, 1003.66, ..., 1005.66, 1006.66, 1007.66],
  [1001.99, 1002.99, 1003.99, ..., 1005.99, 1006.99, 1007.99],
  [1001.41, 1002.41, 1003.41, ..., 1005.41, 1006.41, 1007.41]]]

Option 2 (@LukeMathWalker's proposal plus trailing commas)

[
 [
  [1000.00, 1001.00, 1002.00, ..., 1004.00, 1005.00, 1006.00],
  [1000.84, 1001.84, 1002.84, ..., 1004.84, 1005.84, 1006.84],
  [1000.91, 1001.91, 1002.91, ..., 1004.91, 1005.91, 1006.91],
  ...,
  [1000.66, 1001.66, 1002.66, ..., 1004.66, 1005.66, 1006.66],
  [1000.99, 1001.99, 1002.99, ..., 1004.99, 1005.99, 1006.99],
  [1000.41, 1001.41, 1002.41, ..., 1004.41, 1005.41, 1006.41],
 ],

 [
  [1001.00, 1002.00, 1003.00, ..., 1005.00, 1006.00, 1007.00],
  [1001.84, 1002.84, 1003.84, ..., 1005.84, 1006.84, 1007.84],
  [1001.91, 1002.91, 1003.91, ..., 1005.91, 1006.91, 1007.91],
  ...,
  [1001.66, 1002.66, 1003.66, ..., 1005.66, 1006.66, 1007.66],
  [1001.99, 1002.99, 1003.99, ..., 1005.99, 1006.99, 1007.99],
  [1001.41, 1002.41, 1003.41, ..., 1005.41, 1006.41, 1007.41],
 ],
]

Option 3

[
 [
  [1000.00, 1001.00, 1002.00, ..., 1004.00, 1005.00, 1006.00],
  [1000.84, 1001.84, 1002.84, ..., 1004.84, 1005.84, 1006.84],
  [1000.91, 1001.91, 1002.91, ..., 1004.91, 1005.91, 1006.91],
  ...,
  [1000.66, 1001.66, 1002.66, ..., 1004.66, 1005.66, 1006.66],
  [1000.99, 1001.99, 1002.99, ..., 1004.99, 1005.99, 1006.99],
  [1000.41, 1001.41, 1002.41, ..., 1004.41, 1005.41, 1006.41],
 ],
 [
  [1001.00, 1002.00, 1003.00, ..., 1005.00, 1006.00, 1007.00],
  [1001.84, 1002.84, 1003.84, ..., 1005.84, 1006.84, 1007.84],
  [1001.91, 1002.91, 1003.91, ..., 1005.91, 1006.91, 1007.91],
  ...,
  [1001.66, 1002.66, 1003.66, ..., 1005.66, 1006.66, 1007.66],
  [1001.99, 1002.99, 1003.99, ..., 1005.99, 1006.99, 1007.99],
  [1001.41, 1002.41, 1003.41, ..., 1005.41, 1006.41, 1007.41],
 ],
]

Option 4

[
    [
        [1000.00, 1001.00, 1002.00, ..., 1004.00, 1005.00, 1006.00],
        [1000.84, 1001.84, 1002.84, ..., 1004.84, 1005.84, 1006.84],
        [1000.91, 1001.91, 1002.91, ..., 1004.91, 1005.91, 1006.91],
        ...,
        [1000.66, 1001.66, 1002.66, ..., 1004.66, 1005.66, 1006.66],
        [1000.99, 1001.99, 1002.99, ..., 1004.99, 1005.99, 1006.99],
        [1000.41, 1001.41, 1002.41, ..., 1004.41, 1005.41, 1006.41],
    ],
    [
        [1001.00, 1002.00, 1003.00, ..., 1005.00, 1006.00, 1007.00],
        [1001.84, 1002.84, 1003.84, ..., 1005.84, 1006.84, 1007.84],
        [1001.91, 1002.91, 1003.91, ..., 1005.91, 1006.91, 1007.91],
        ...,
        [1001.66, 1002.66, 1003.66, ..., 1005.66, 1006.66, 1007.66],
        [1001.99, 1002.99, 1003.99, ..., 1005.99, 1006.99, 1007.99],
        [1001.41, 1002.41, 1003.41, ..., 1005.41, 1006.41, 1007.41],
    ],
]

My preferences in descending order are 2 > 1 > 4 > 3, although I don't have a strong preference between 2 and 1.

I'll change this PR to option 2 unless someone likes another option better.

@burrbull
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I think on each level 2 \ns more than enough for visibility (between op2 and op4)

[
  [
    [1000.00, 1001.00, 1002.00, ..., 1004.00, 1005.00, 1006.00],
    [1000.84, 1001.84, 1002.84, ..., 1004.84, 1005.84, 1006.84],
    [1000.91, 1001.91, 1002.91, ..., 1004.91, 1005.91, 1006.91],
    ...,
    [1000.66, 1001.66, 1002.66, ..., 1004.66, 1005.66, 1006.66],
    [1000.99, 1001.99, 1002.99, ..., 1004.99, 1005.99, 1006.99],
    [1000.41, 1001.41, 1002.41, ..., 1004.41, 1005.41, 1006.41],
  ],

  [
    [1001.00, 1002.00, 1003.00, ..., 1005.00, 1006.00, 1007.00],
    [1001.84, 1002.84, 1003.84, ..., 1005.84, 1006.84, 1007.84],
    [1001.91, 1002.91, 1003.91, ..., 1005.91, 1006.91, 1007.91],
    ...,
    [1001.66, 1002.66, 1003.66, ..., 1005.66, 1006.66, 1007.66],
    [1001.99, 1002.99, 1003.99, ..., 1005.99, 1006.99, 1007.99],
    [1001.41, 1002.41, 1003.41, ..., 1005.41, 1006.41, 1007.41],
  ],
]

@jturner314
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I agree that two spaces of indentation looks pretty good. While working on this, I came across some interesting edge cases.

Without any special casing, a 4x1x1 array looks like this:

[
  [
    [1],
  ],

  [
    [2],
  ],

  [
    [3],
  ],

  [
    [4],
  ],
]

However, we could add a special case for length-one axes to make it look like this:

[
  [[1]],

  [[2]],

  [[3]],

  [[4]],
]

Which is better?

A similar thing happens for e.g. 1x2x3. Which is better?

[
  [
    [1, 2, 3],
    [4, 5, 6],
  ],
]

or

[[
  [1, 2, 3],
  [4, 5, 6],
]]

I think I prefer the non-special-cased versions for consistency, but they aren't quite as visually appealing.

@burrbull
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burrbull commented May 31, 2019 •
edited
Loading

What about using different brackets? Something like this:

[
  { [1] },
  { [2] },
  { [3] },
  { [4] },
]

[ {
    [1, 2, 3],
    [4, 5, 6],
} ]

[ {
    [1, 2, 3],
    [4, 5, 6],
  } ]

@LukeMathWalker
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I agree that two spaces of indentation looks pretty good. While working on this, I came across some interesting edge cases.

Without any special casing, a 4x1x1 array looks like this:

[
  [
    [1],
  ],

  [
    [2],
  ],

  [
    [3],
  ],

  [
    [4],
  ],
]

However, we could add a special case for length-one axes to make it look like this:

[
  [[1]],

  [[2]],

  [[3]],

  [[4]],
]

Which is better?

A similar thing happens for e.g. 1x2x3. Which is better?

[
  [
    [1, 2, 3],
    [4, 5, 6],
  ],
]

or

[[
  [1, 2, 3],
  [4, 5, 6],
]]

I think I prefer the non-special-cased versions for consistency, but they aren't quite as visually appealing.

I agree that consistency here should be preferred, especially with parsing of this output in mind.

@jturner314 jturner314 mentioned this pull request Jul 25, 2019
Closed
@LukeMathWalker
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What is the status of this PR @jturner314?

@bluss
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bluss commented Aug 21, 2019

If I'm pragmatic I prefer the first version (numpy bias). I'd prefer to think about daily usage, coding, iterating, debug print and output-printing from finished programs. I think pragmatic and compact while readable is better than using a lot of whitespace for consistency or ease of parsing.

For example, double newlines between rows is not very practical.

@jturner314
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jturner314 commented Sep 9, 2019 •
edited
Loading

After considering this some more, I think I'd prefer to use NumPy-style formatting for the time being because:

  1. It's more compact and looks better in the common case (ndim <= 3).
  2. It's more similar to ndarray's current formatting.

Note that we should add the ability to customize the formatting in the future anyway (which would allow supporting the more expanded style) because the user may not want ellipses on long axes. (Personally, I find when debugging that I want to print the entire array, not just a summary.) There are different ways to handle the customization (global variable, wrapper around ArrayBase for formatting, etc.), but I think we need to support customization in the future somehow.

I'll update the PR to change it back to NumPy-style formatting.

For example, double newlines between rows is not very practical.

One comment about this -- are you referring to the blank lines in arrays with ndim >= 3, like in my initial comment on this PR? This matches NumPy's formatting and I think greatly helps when reading large higher-dimensional arrays.

@jturner314
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Assuming the tests pass, this should be ready to merge. (It uses NumPy-style formatting.)

@bluss
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bluss commented Sep 10, 2019

The gripe about newlines was about the more sparse outputs in later comments.

We have that alternate flag we could repurpose of course, the hash/# in formatting. But one knob isn't much for the options. If needed a builder style but simple formatting adaptor could be provided?

@bluss
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bluss commented Sep 11, 2019

nice!

@bluss bluss merged commit 49948c2 into rust-ndarray:master Sep 11, 2019
@bluss
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bluss commented Sep 11, 2019

Best to merge so that we can fix #705

@jturner314 jturner314 deleted the higher-ndim-format branch September 11, 2019 19:33
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4 participants
@jturner314 @LukeMathWalker @burrbull @bluss