# Atmos model

```python
# Convenient jupyter setup
%load_ext autoreload
%autoreload 2
%config IPCompleter.greedy=True
```

```python
# set up plotting settings for dark mode.
from jupyterthemes import jtplot
jtplot.style(theme="grade3", context="notebook", ticks=True, grid=False)
from src.plot_utils import ps_defaults
ps_defaults(use_tex=False, dpi=150)
from IPython.display import Latex
```

\begin{equation} Q'_{LH} = \rho_{a} C_{E} W L (1-r) \frac{d q_{s}}{d T_{s}}_{\bar{T}_s} T_s'
\end{equation}

\begin{equation} Q'_{LW} = \epsilon \sigma \bar{T}^{4}_{s} f'_{1}(1-aC^2) + \frac{d Q_{LW}}{d T_{s}}|_{\bar{T}_s}  T_s'\end{equation}

\begin{equation}
\frac{d Q_{LW}}{d T_{s}}|_{\bar{T}_s}
= (1-a\bar{C}^2) \epsilon \sigma \bar{T}_s^3
\left[4 f_1 - f_2 \left(\frac{\bar{q}_a \bar{p}_s}{0.622} \right)^{0.5}
\left(\frac{\bar{T}_s}{2 \bar{q}_s} \frac{dq_s}{dT}|_{T_s} + 4 \right)
\right]
+
12 \epsilon \sigma \bar{T}^2_s \Delta T
\end{equation}

Long wave and latent heat fluxes

\begin{equation}
\begin{array}{l}
{\left[\begin{array}{l}
\frac{M\left(\bar{w}_{\mathrm{s}}\right) \gamma}{H} \\
+\frac{1}{\rho c_{\mathrm{pw}} H}\left(\left.\frac{\mathrm{d} Q_{\mathrm{LW}}}{\mathrm{d} T_{\mathrm{s}}}\right|_{\bar{T}_{\mathrm{s}}}+\left.\rho_{\mathrm{a}} C_{\mathrm{E}} W L(1-r) \frac{\mathrm{d} q_{\mathrm{s}}}{\mathrm{d} T_{\mathrm{s}}}\right|_{\bar{T}_{\mathrm{s}}}\right) \\
+\mathbf{u} \cdot \nabla
\end{array}\right] T_{\mathrm{s}}} \\
=\\
-\mathbf{u}^{\prime} \cdot \nabla \overline{\boldsymbol{T}}_{\mathrm{s}} \\
-\left[M\left(\bar{w}_{\mathrm{s}}+w_{\mathrm{s}}^{\prime}\right)-M\left(\bar{w}_{\mathrm{s}}\right)\right] \gamma \frac{\left(\bar{T}_{\mathrm{s}}-\bar{T}_{\mathrm{d}}\right)}{H} \\
+M\left(\bar{w}_{\mathrm{s}}\right) \gamma \frac{T_{\mathrm{d}}^{\prime}}{H}-\frac{1}{\rho c_{\mathrm{pw}} H} \varepsilon \sigma \bar{T}_{\mathrm{s}}^{4} f_{1}^{\prime}\left(1-a C^{2}\right)
\end{array}
\end{equation}

\begin{equation} f'_1 \approx \frac{-0.75}{\epsilon \sigma \bar{T}^4_s \left(1-aC^2\right) } \end{equation}

This comes from the green house gas forcing increasing from $\sim 300$ to
$\sim 400$ ppm, corresponding to about 0.75 W m$^{-2}$.

```python
from src.models.atmos import Atmos
from src.data_loading.download import get_data
from src.configs.load_config import load_config
from src.models.model_setup import ModelSetup
from src.constants import TEST_DIREC
```

```python
get_data()
cfg = load_config()
setup = ModelSetup(str(TEST_DIREC))
atmos = Atmos(cfg, setup)
atmos.run_all()
```

```python
import os
os.listdir(setup.atmos_data_path)
```

    ['clt-ECMWF-clim60.nc',
     'mask-360x180.nc',
     'mask-360x181.nc',
     'pr-ECMWF-clim.nc',
     'pr-ECMWF-trend.nc',
     'ps-ECMWF-clim.nc',
     'rh-ECMWF-clim60.nc',
     'rh-fixed-clim60.nc',
     'sfcWind-ECMWF-clim60.nc',
     'sfcWind-ECMWF-clim.nc',
     'sst-ECMWF-clim.nc',
     'sst-ECMWF-trend.nc',
     'ts-ECMWF-clim60.nc',
     'ts-ECMWF-clim.nc',
     'ts-ECMWF-trend.nc']

```python
os.listdir(setup.atmos_tmp_path)
```

    ['S91-Hq1800-PrcpLand0.nc',
     'S91-hq1800-prcp_land1.nc',
     'S91-Hq1800-PrcpLand1.nc']

```python
import xarray as xr
```

```python
xr.open_dataset(os.path.join(setup.atmos_tmp_path, "S91-Hq1800-PrcpLand0.nc"))
```

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epsu

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units :

m

array(1800., dtype=float32)

wnspClim

(Yu, X)

float64

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tsClim

(Yu, X)

float64

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prClim

(Yu, X)

float64

...
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spClim

(Yu, X)

float64

...
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array([[ 988.420532,  988.292175,  988.127808, ...,  989.100403,  988.872986,
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       [ 991.299072,  991.211456,  991.108612, ...,  991.786438,  991.62262 ,
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       [ 994.558105,  994.504059,  994.428711, ...,  994.901367,  994.793579,
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       ...,
       [1012.742798, 1013.795654, 1014.026367, ..., 1005.932007, 1002.980927,
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tsTrend

(Yu, X)

float64

...
<input id='attrs-2aa326a8-0aab-4918-9e79-c09cec4e3aec' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-09ee013e-cef5-474c-88dc-8bec87b263bc' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[-0.378164, -0.410222, -0.426889, ..., -0.320859, -0.347328, -0.354125],
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       [-0.764647, -0.880446, -0.874632, ..., -0.489336, -0.604485, -0.68638 ],
       ...,
       [ 0.991223,  1.061296,  1.173451, ...,  0.600023,  0.708124,  1.057747],
       [ 1.107572,  0.814458,  0.776095, ...,  0.560491,  0.820263,  1.4092  ],
       [ 0.772756,  0.633669,  0.772913, ...,  0.420907,  0.673245,  0.877202]])

prTrend

(Yu, X)

float64

...
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array([[0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       ...,
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.]])

mask

(Yu, X)

float64

...
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array([[0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       ...,
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.]])

utrend

(Yu, X)

float64

...
<input id='attrs-a2b3c782-e2ea-4a0b-9bd3-49b4c415c74e' class='xr-var-attrs-in' type='checkbox' ><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-078b2312-be02-47df-bc1b-8ad9c47a330d' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

units :

m/s

array([[ 0.095256,  0.077389,  0.059485, ...,  0.149066,  0.132142,  0.113738],
       [-0.008112, -0.027229, -0.049075, ...,  0.069736,  0.040755,  0.014706],
       [-0.12886 , -0.148963, -0.171934, ..., -0.001342, -0.052678, -0.095784],
       ...,
       [-0.297328, -0.34184 , -0.35974 , ..., -0.170422, -0.209713, -0.254261],
       [-0.302036, -0.323549, -0.333117, ..., -0.170716, -0.220624, -0.269073],
       [-0.252494, -0.271353, -0.302575, ..., -0.154573, -0.214868, -0.246159]])

vtrend

(Yv, X)

float64

...
<input id='attrs-b52e3471-a4ed-42ab-9a6b-ef9de4f5f2aa' class='xr-var-attrs-in' type='checkbox' ><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-64bc9ec3-ec8c-4b18-8d2a-684edfb72c96' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

units :

m/s

array([[ 0.      ,  0.      ,  0.      , ...,  0.      ,  0.      ,  0.      ],
       [ 0.028993,  0.029155,  0.02833 , ...,  0.024983,  0.028981,  0.029264],
       [ 0.062397,  0.062748,  0.062858, ...,  0.062819,  0.069001,  0.066061],
       ...,
       [-0.054694, -0.059763, -0.038234, ..., -0.125461, -0.087837, -0.054499],
       [-0.019786, -0.037592, -0.028185, ..., -0.072445, -0.046332, -0.016397],
       [ 0.      ,  0.      ,  0.      , ...,  0.      ,  0.      ,  0.      ]])

phitrend

(Yu, X)

float64

...
<input id='attrs-839ddb4f-1136-414f-bc4f-57d957addcb6' class='xr-var-attrs-in' type='checkbox' ><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-9114d232-1e43-4b12-bd90-6b599ff6d082' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

units :

m2/s2

array([[-170.541443, -171.313059, -172.014986, ..., -167.901307, -168.813547,
        -169.705784],
       [-169.292998, -170.685964, -171.989164, ..., -164.571052, -166.193416,
        -167.799043],
       [-171.756085, -173.838424, -175.809311, ..., -163.96075 , -166.76707 ,
        -169.427512],
       ...,
       [-359.838227, -360.969134, -361.527456, ..., -353.158242, -356.320074,
        -358.382713],
       [-350.189477, -350.430083, -350.495613, ..., -347.105107, -349.012793,
        -349.890528],
       [-341.116404, -340.660147, -340.145698, ..., -341.503795, -341.821858,
        -341.602252]])

tstrend

(Yu, X)

float64

...
<input id='attrs-275ec431-f8fe-476f-afdc-98910fc80f74' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-c1fddc4d-baec-4280-bc55-9f2e372eac53' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[-0.378164, -0.410222, -0.426889, ..., -0.320859, -0.347328, -0.354125],
       [-0.507376, -0.558964, -0.552493, ..., -0.267115, -0.361338, -0.435335],
       [-0.764647, -0.880446, -0.874632, ..., -0.489336, -0.604485, -0.68638 ],
       ...,
       [ 0.991223,  1.061296,  1.173451, ...,  0.600023,  0.708124,  1.057747],
       [ 1.107572,  0.814458,  0.776095, ...,  0.560491,  0.820263,  1.4092  ],
       [ 0.772756,  0.633669,  0.772913, ...,  0.420907,  0.673245,  0.877202]])

PRtrend

(Yu, X)

float64

...
<input id='attrs-21b49f1c-731a-4c24-95e7-48a95ad834c1' class='xr-var-attrs-in' type='checkbox' ><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-e344c27c-6fdd-43be-9bb5-3ce4645b1df0' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

units :

m/s

array([[-5.075113e-07, -5.115928e-07, -5.297236e-07, ..., -5.051273e-07,
        -5.221500e-07, -5.121682e-07],
       [-8.678720e-07, -8.322074e-07, -7.194162e-07, ..., -6.948710e-07,
        -7.197379e-07, -7.803048e-07],
       [-1.417955e-06, -1.660906e-06, -1.308103e-06, ..., -1.291324e-06,
        -1.020250e-06, -1.027325e-06],
       ...,
       [ 1.740189e-06,  2.538846e-06,  2.327568e-06, ...,  2.991489e-06,
         3.466875e-06,  2.394685e-06],
       [-4.349694e-07,  1.807047e-07,  1.849362e-06, ...,  2.539516e-06,
         3.675533e-06,  2.094601e-06],
       [-7.865909e-07, -2.291973e-08,  2.360975e-06, ...,  1.693805e-06,
         2.514625e-06,  1.084906e-06]])

Qthtrend

(Yu, X)

float64

...
<input id='attrs-e646a5d0-2207-4f6c-9ed8-8ed9b75127c4' class='xr-var-attrs-in' type='checkbox' ><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-36addb35-5750-4098-a62c-5febc9d7b4ab' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

units :

K/s

array([[-4.376898e-07, -4.747943e-07, -4.940848e-07, ..., -3.713644e-07,
        -4.019996e-07, -4.098666e-07],
       [-5.872408e-07, -6.469493e-07, -6.394590e-07, ..., -3.091609e-07,
        -4.182154e-07, -5.038602e-07],
       [-8.850080e-07, -1.019034e-06, -1.012306e-06, ..., -5.663609e-07,
        -6.996359e-07, -7.944208e-07],
       ...,
       [ 1.147249e-06,  1.228351e-06,  1.358161e-06, ...,  6.944715e-07,
         8.195884e-07,  1.224244e-06],
       [ 1.281912e-06,  9.426599e-07,  8.982580e-07, ...,  6.487164e-07,
         9.493789e-07,  1.631019e-06],
       [ 8.943932e-07,  7.334135e-07,  8.945749e-07, ...,  4.871612e-07,
         7.792184e-07,  1.015280e-06]])

uend

(Yu, X)

float64

...
<input id='attrs-017c5629-397b-4294-b95a-b7f11dd18195' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-ab3cb293-0f6d-43f7-8caa-930314dcc8d6' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[ 0.582077,  0.542501,  0.49909 , ...,  0.694315,  0.659824,  0.623767],
       [-0.983736, -1.024657, -1.074781, ..., -0.838186, -0.889469, -0.933528],
       [-2.390716, -2.434573, -2.494079, ..., -2.192132, -2.266815, -2.326863],
       ...,
       [-3.595317, -3.523766, -3.502774, ..., -4.096775, -3.97054 , -3.772314],
       [-2.859404, -2.816444, -2.770536, ..., -3.296057, -3.140235, -2.967306],
       [-2.152361, -2.130418, -2.066025, ..., -2.530015, -2.30477 , -2.181146]])

vend

(Yv, X)

float64

...
<input id='attrs-1e20b94d-77a0-452a-b64b-2133bf2b449d' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-e5f197e6-9a3b-4821-9eef-2940373bfaa4' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[ 0.      ,  0.      ,  0.      , ...,  0.      ,  0.      ,  0.      ],
       [ 0.21791 ,  0.218503,  0.220055, ...,  0.204971,  0.212045,  0.215622],
       [ 0.435776,  0.436427,  0.441234, ...,  0.420723,  0.431266,  0.435001],
       ...,
       [-0.073965, -0.051457,  0.020444, ...,  0.212058,  0.13911 ,  0.012383],
       [-0.059623, -0.024614,  0.026471, ...,  0.169794,  0.075838, -0.028081],
       [ 0.      ,  0.      ,  0.      , ...,  0.      ,  0.      ,  0.      ]])

wend

(Yu, X)

float64

...
<input id='attrs-a876206b-38db-48b8-9698-9111d0eeef90' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-74f01372-bde2-47e9-8f5c-08f9090d0e73' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[ 9.419524,  9.42322 ,  9.42478 , ...,  9.346466,  9.359971,  9.385437],
       [ 9.995323, 10.006735, 10.029243, ...,  9.906073,  9.926533,  9.951863],
       [10.451788, 10.45811 , 10.493629, ..., 10.308962, 10.350789, 10.391028],
       ...,
       [ 6.623406,  7.4361  ,  7.200084, ...,  6.593089,  6.348463,  5.369631],
       [ 7.893165,  7.913937,  8.017044, ...,  6.573031,  6.155467,  6.294631],
       [ 8.180008,  8.071959,  7.904267, ...,  7.047289,  6.441497,  7.331366]])

phiend

(Yu, X)

float64

...
<input id='attrs-d2ef31dc-03f7-4010-b5b8-34a1e00cf076' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-c7dfbbb3-1432-49c5-82c4-4fd50561da4c' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[-43372.017917, -43368.987013, -43382.896337, ..., -43346.417078,
        -43360.691198, -43357.865852],
       [-43379.532819, -43377.800531, -43393.223281, ..., -43349.705651,
        -43365.403384, -43363.889139],
       [-43434.505261, -43434.092559, -43451.247356, ..., -43399.248062,
        -43416.966791, -43417.089654],
       ...,
       [-43663.26848 , -43652.856981, -43642.561194, ..., -43711.673835,
        -43692.552747, -43675.024821],
       [-43562.777146, -43554.289513, -43545.532642, ..., -43598.602195,
        -43583.36697 , -43570.723327],
       [-43481.945074, -43474.735856, -43468.109147, ..., -43506.261778,
        -43496.531434, -43487.931227]])

tsend

(Yu, X)

float64

...
<input id='attrs-dd1e3ed0-7503-45fa-9261-7439ddfe9c4a' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-2156ba7e-e94f-4154-a321-feb511c0628a' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[272.37592 , 272.357419, 272.355922, ..., 272.527162, 272.453686,
        272.40857 ],
       [272.730321, 272.71179 , 272.68109 , ..., 273.047839, 272.903407,
        272.787276],
       [273.370332, 273.317223, 273.228699, ..., 273.621238, 273.513492,
        273.396129],
       ...,
       [284.073858, 284.239449, 284.534113, ..., 284.492181, 284.451413,
        284.16193 ],
       [283.698531, 283.726199, 283.76317 , ..., 284.158847, 283.963202,
        283.60612 ],
       [283.453547, 283.378267, 283.385358, ..., 283.909947, 283.572737,
        283.377077]])

PRend

(Yu, X)

float64

...
<input id='attrs-4a0d3a88-d3c6-4091-b8b0-1468dea6f81b' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-8505bcc1-5e3b-45eb-bca5-6e82726de502' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[7.338315e-06, 7.321700e-06, 7.309542e-06, ..., 7.338587e-06,
        7.299259e-06, 7.306365e-06],
       [7.923119e-06, 7.884260e-06, 7.859584e-06, ..., 7.979575e-06,
        7.906457e-06, 7.881082e-06],
       [8.194261e-06, 7.728548e-06, 7.724758e-06, ..., 8.341362e-06,
        8.329628e-06, 8.312384e-06],
       ...,
       [1.142716e-05, 1.796936e-05, 1.829750e-05, ..., 1.128459e-05,
        1.099946e-05, 5.906774e-06],
       [1.643159e-05, 1.928795e-05, 2.034695e-05, ..., 1.085678e-05,
        8.829173e-06, 8.635334e-06],
       [1.777751e-05, 1.872765e-05, 1.954401e-05, ..., 1.293906e-05,
        9.497912e-06, 1.269779e-05]])

Qthend

(Yu, X)

float64

...
<input id='attrs-8604d6b3-288d-4524-963d-0f7fe124ea77' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-d924295d-4322-47ce-82d5-715b445d2771' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[0.000281, 0.000281, 0.000281, ..., 0.000281, 0.000281, 0.000281],
       [0.000281, 0.000281, 0.000281, ..., 0.000281, 0.000281, 0.000281],
       [0.000282, 0.000282, 0.000282, ..., 0.000282, 0.000282, 0.000282],
       ...,
       [0.000294, 0.000294, 0.000295, ..., 0.000295, 0.000295, 0.000294],
       [0.000294, 0.000294, 0.000294, ..., 0.000294, 0.000294, 0.000294],
       [0.000293, 0.000293, 0.000293, ..., 0.000294, 0.000293, 0.000293]])

Eend

(Yu, X)

float64

...
<input id='attrs-038a2c75-37e2-4e44-8442-804825c70e07' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-5156340b-d6c6-4706-8211-27287fef1042' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[1.258065e-05, 1.257022e-05, 1.257302e-05, ..., 1.261295e-05,
        1.256653e-05, 1.256208e-05],
       [1.365941e-05, 1.365777e-05, 1.365933e-05, ..., 1.384686e-05,
        1.373285e-05, 1.365403e-05],
       [1.491375e-05, 1.486627e-05, 1.482247e-05, ..., 1.497430e-05,
        1.491997e-05, 1.485281e-05],
       ...,
       [1.950558e-05, 2.211813e-05, 2.183369e-05, ..., 2.009800e-05,
        1.935688e-05, 1.615739e-05],
       [2.267000e-05, 2.277671e-05, 2.312632e-05, ..., 1.971384e-05,
        1.844499e-05, 1.818612e-05],
       [2.314642e-05, 2.272288e-05, 2.225749e-05, ..., 2.078547e-05,
        1.871856e-05, 2.074856e-05]])

MCend

(Yu, X)

float64

...
<input id='attrs-5739cb84-0d7b-46ce-9b57-898f1128ce0f' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-94a34663-8c53-41f3-b696-ee804f17aa42' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[-5.242332e-06, -5.248520e-06, -5.263475e-06, ..., -5.274364e-06,
        -5.267273e-06, -5.255712e-06],
       [-5.736290e-06, -5.773509e-06, -5.799749e-06, ..., -5.867285e-06,
        -5.826396e-06, -5.772953e-06],
       [-6.719492e-06, -7.137723e-06, -7.097707e-06, ..., -6.632933e-06,
        -6.590341e-06, -6.540427e-06],
       ...,
       [-8.078419e-06, -4.148765e-06, -3.536184e-06, ..., -8.813412e-06,
        -8.357417e-06, -1.025062e-05],
       [-6.238408e-06, -3.488760e-06, -2.779369e-06, ..., -8.857052e-06,
        -9.615816e-06, -9.550789e-06],
       [-5.368913e-06, -3.995231e-06, -2.713476e-06, ..., -7.846406e-06,
        -9.220643e-06, -8.050765e-06]])

qaend

(Yu, X)

float64

...
<input id='attrs-4123bd16-76d1-4c99-acab-825ae5fc1475' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-603e4159-cea7-4af3-805a-1da15f977ea5' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[0.002907, 0.002904, 0.002904, ..., 0.002938, 0.002923, 0.002914],
       [0.002975, 0.002971, 0.002965, ..., 0.003043, 0.003012, 0.002987],
       [0.003106, 0.003094, 0.003075, ..., 0.003162, 0.003138, 0.003112],
       ...,
       [0.006411, 0.006475, 0.006601, ..., 0.006636, 0.006637, 0.00655 ],
       [0.006252, 0.006265, 0.006279, ..., 0.006529, 0.006523, 0.006289],
       [0.00616 , 0.006128, 0.00613 , ..., 0.006421, 0.006326, 0.006161]])

ubeg

(Yu, X)

float64

...
<input id='attrs-980b6573-687c-4089-8d18-7c682cbaa014' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-240131b7-b64e-49d1-a8ea-acd36af8411a' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[ 0.486821,  0.465112,  0.439606, ...,  0.545249,  0.527683,  0.510029],
       [-0.975624, -0.997427, -1.025707, ..., -0.907922, -0.930223, -0.948234],
       [-2.261856, -2.28561 , -2.322145, ..., -2.190791, -2.214137, -2.23108 ],
       ...,
       [-3.29799 , -3.181927, -3.143034, ..., -3.926352, -3.760828, -3.518054],
       [-2.557369, -2.492895, -2.43742 , ..., -3.125341, -2.91961 , -2.698233],
       [-1.899867, -1.859065, -1.76345 , ..., -2.375442, -2.089901, -1.934986]])

vbeg

(Yv, X)

float64

...
<input id='attrs-948addaa-6c81-4731-85de-3b8684729b73' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-7f981e7a-c599-4dda-8994-1bc2026731b4' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[ 0.      ,  0.      ,  0.      , ...,  0.      ,  0.      ,  0.      ],
       [ 0.188916,  0.189347,  0.191724, ...,  0.179988,  0.183065,  0.186359],
       [ 0.373379,  0.373678,  0.378376, ...,  0.357905,  0.362264,  0.36894 ],
       ...,
       [-0.019271,  0.008306,  0.058678, ...,  0.337519,  0.226947,  0.066883],
       [-0.039837,  0.012978,  0.054656, ...,  0.242239,  0.12217 , -0.011685],
       [ 0.      ,  0.      ,  0.      , ...,  0.      ,  0.      ,  0.      ]])

wbeg

(Yu, X)

float64

...
<input id='attrs-9b394fb3-dcb1-40df-9a01-475cb3e7e332' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-c6799458-ec4f-4c45-a47c-6658655d7fa2' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[ 9.419524,  9.42322 ,  9.42478 , ...,  9.346466,  9.359971,  9.385437],
       [ 9.995323, 10.006735, 10.029243, ...,  9.906073,  9.926533,  9.951863],
       [10.451788, 10.45811 , 10.493629, ..., 10.308962, 10.350789, 10.391028],
       ...,
       [ 6.623406,  7.4361  ,  7.200084, ...,  6.593089,  6.348463,  5.369631],
       [ 7.893165,  7.913937,  8.017044, ...,  6.573031,  6.155467,  6.294631],
       [ 8.180008,  8.071959,  7.904267, ...,  7.047289,  6.441497,  7.331366]])

phibeg

(Yu, X)

float64

...
<input id='attrs-28787125-450e-4f84-9e72-64baf9fc235d' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-4c912600-d216-4a47-adc1-4906c6ffa7a4' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[-43200.519134, -43198.59972 , -43209.917469, ..., -43179.468855,
        -43190.928673, -43189.084939],
       [-43209.266088, -43208.049569, -43220.24808 , ..., -43186.128159,
        -43198.249082, -43197.00157 ],
       [-43261.718287, -43261.210427, -43274.444898, ..., -43236.321147,
        -43249.180239, -43248.521393],
       ...,
       [-43305.299228, -43289.833705, -43282.700462, ..., -43356.343358,
        -43337.773402, -43314.633693],
       [-43214.488015, -43201.999516, -43196.681437, ..., -43249.428036,
        -43235.873288, -43218.833679],
       [-43142.698267, -43132.259093, -43129.668891, ..., -43162.81304 ,
        -43156.359704, -43144.435991]])

tsbeg

(Yu, X)

float64

...
<input id='attrs-d272c320-e1b0-45a2-a6eb-d2dfd989253a' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-b0eda6fc-c32f-4b34-9176-c67f9b4aff51' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[272.754084, 272.767642, 272.782811, ..., 272.848021, 272.801014,
        272.762695],
       [273.237697, 273.270754, 273.233583, ..., 273.314954, 273.264745,
        273.222611],
       [274.134979, 274.197669, 274.103332, ..., 274.110574, 274.117978,
        274.082509],
       ...,
       [283.082636, 283.178154, 283.360662, ..., 283.892157, 283.743289,
        283.104183],
       [282.590959, 282.911741, 282.987075, ..., 283.598356, 283.142938,
        282.19692 ],
       [282.680791, 282.744597, 282.612445, ..., 283.48904 , 282.899492,
        282.499876]])

PRbeg

(Yu, X)

float64

...
<input id='attrs-42c06be8-bfb3-43f4-957c-db971c987cde' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-995d918a-2ced-45ea-a404-6f62c6a9a61d' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[7.845826e-06, 7.833293e-06, 7.839266e-06, ..., 7.843714e-06,
        7.821409e-06, 7.818533e-06],
       [8.790991e-06, 8.716468e-06, 8.579000e-06, ..., 8.674446e-06,
        8.626195e-06, 8.661387e-06],
       [9.612215e-06, 9.389454e-06, 9.032860e-06, ..., 9.632686e-06,
        9.349879e-06, 9.339708e-06],
       ...,
       [9.686969e-06, 1.543052e-05, 1.596994e-05, ..., 8.293097e-06,
        7.532585e-06, 3.512089e-06],
       [1.686656e-05, 1.910724e-05, 1.849759e-05, ..., 8.317268e-06,
        5.153640e-06, 6.540733e-06],
       [1.856410e-05, 1.875057e-05, 1.718304e-05, ..., 1.124526e-05,
        6.983287e-06, 1.161288e-05]])

Qthbeg

(Yu, X)

float64

...
<input id='attrs-981d6db9-022e-4787-9939-97361c7a783d' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-56dbd965-cfb9-4e81-8430-f3a6a161f4f6' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[0.000281, 0.000281, 0.000281, ..., 0.000281, 0.000281, 0.000281],
       [0.000282, 0.000282, 0.000282, ..., 0.000282, 0.000282, 0.000282],
       [0.000283, 0.000283, 0.000283, ..., 0.000283, 0.000283, 0.000283],
       ...,
       [0.000293, 0.000293, 0.000293, ..., 0.000294, 0.000294, 0.000293],
       [0.000292, 0.000293, 0.000293, ..., 0.000294, 0.000293, 0.000292],
       [0.000292, 0.000293, 0.000292, ..., 0.000293, 0.000293, 0.000292]])

Ebeg

(Yu, X)

float64

...
<input id='attrs-8e640079-5af7-4d62-a8df-c56ec98598d5' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-db9a2aa2-1786-48f7-96bc-7dec83ecbc0e' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[1.293238e-05, 1.295191e-05, 1.297052e-05, ..., 1.291122e-05,
        1.288869e-05, 1.289062e-05],
       [1.417242e-05, 1.422390e-05, 1.421900e-05, ..., 1.411781e-05,
        1.409791e-05, 1.409279e-05],
       [1.576036e-05, 1.584206e-05, 1.578950e-05, ..., 1.551235e-05,
        1.558529e-05, 1.560759e-05],
       ...,
       [1.825715e-05, 2.060742e-05, 2.019385e-05, ..., 1.931292e-05,
        1.846705e-05, 1.505674e-05],
       [2.104961e-05, 2.156948e-05, 2.195731e-05, ..., 1.899182e-05,
        1.746234e-05, 1.654561e-05],
       [2.197855e-05, 2.177834e-05, 2.113365e-05, ..., 2.021034e-05,
        1.789406e-05, 1.956311e-05]])

MCbeg

(Yu, X)

float64

...
<input id='attrs-1edddfc9-1adb-464b-a218-1879b167298c' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-839b3a2a-8ae1-478f-9d73-52da24defec2' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[-5.086552e-06, -5.118616e-06, -5.131256e-06, ..., -5.067504e-06,
        -5.067280e-06, -5.072084e-06],
       [-5.381425e-06, -5.507433e-06, -5.640001e-06, ..., -5.443365e-06,
        -5.471712e-06, -5.431407e-06],
       [-6.148149e-06, -6.452610e-06, -6.756640e-06, ..., -5.879668e-06,
        -6.235407e-06, -6.267882e-06],
       ...,
       [-8.570185e-06, -5.176899e-06, -4.223909e-06, ..., -1.101982e-05,
        -1.093446e-05, -1.154465e-05],
       [-4.183050e-06, -2.462236e-06, -3.459727e-06, ..., -1.067455e-05,
        -1.230870e-05, -1.000487e-05],
       [-3.414447e-06, -3.027766e-06, -3.950615e-06, ..., -8.965081e-06,
        -1.091078e-05, -7.950227e-06]])

qabeg

(Yu, X)

float64

...
<input id='attrs-ccc7e562-a9b3-4dae-82c0-08c88fde7548' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-554b6cbc-2143-480e-9534-da88f26b3415' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[0.002989, 0.002992, 0.002996, ..., 0.003007, 0.002998, 0.00299 ],
       [0.003087, 0.003094, 0.003086, ..., 0.003102, 0.003092, 0.003083],
       [0.003283, 0.003298, 0.003275, ..., 0.003276, 0.003278, 0.00327 ],
       ...,
       [0.006   , 0.006033, 0.006105, ..., 0.006377, 0.006332, 0.006104],
       [0.005805, 0.005933, 0.005962, ..., 0.00629 , 0.006176, 0.005722],
       [0.005849, 0.005873, 0.00582 , ..., 0.006243, 0.006047, 0.005809]])

<input id='section-c8e8dfa1-bcc3-4318-8e2c-6a8389b6cb30' class='xr-section-summary-in' type='checkbox' disabled >Attributes: (0)

```python
xr.open_dataset(os.path.join(setup.atmos_tmp_path, "S91-hq1800-prcp_land1.nc"))
```

<svg style="position: absolute; width: 0; height: 0; overflow: hidden">
<defs>
<symbol id="icon-database" viewBox="0 0 32 32">
<path d="M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z"></path>
<path d="M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z"></path>
<path d="M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z"></path>
</symbol>
<symbol id="icon-file-text2" viewBox="0 0 32 32">
<path d="M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z"></path>
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<xarray.Dataset>
Dimensions:   (X: 180, Yu: 59, Yv: 60)
Coordinates:
  * X         (X) float64 0.0 2.0 4.0 6.0 8.0 ... 350.0 352.0 354.0 356.0 358.0
  * Yu        (Yu) float64 -58.0 -56.0 -54.0 -52.0 -50.0 ... 52.0 54.0 56.0 58.0
  * Yv        (Yv) float64 -59.0 -57.0 -55.0 -53.0 -51.0 ... 53.0 55.0 57.0 59.0
Data variables: (12/37)
    K         float32 10.0
    epsu      float32 0.75
    epsv      float32 0.375
    hq        float32 1.8e+03
    wnspClim  (Yu, X) float64 9.42 9.423 9.425 9.436 ... 8.728 7.047 6.441 7.331
    tsClim    (Yu, X) float64 272.6 272.6 272.6 272.6 ... 283.7 283.2 282.9
    ...        ...
    tsbeg     (Yu, X) float64 272.8 272.8 272.8 272.8 ... 283.5 282.9 282.5
    PRbeg     (Yu, X) float64 7.847e-06 7.833e-06 ... 7.922e-06 1.149e-05
    Qthbeg    (Yu, X) float64 0.000281 0.000281 0.000281 ... 0.0002927 0.0002922
    Ebeg      (Yu, X) float64 1.293e-05 1.295e-05 ... 1.789e-05 1.956e-05
    MCbeg     (Yu, X) float64 -5.085e-06 -5.119e-06 ... -9.972e-06 -8.072e-06
    qabeg     (Yu, X) float64 0.002989 0.002992 0.002996 ... 0.006047 0.005809

xarray.Dataset

<input id='section-34fefec0-a6df-4367-87a4-89bb666e304b' class='xr-section-summary-in' type='checkbox' disabled >Dimensions:

X: 180

Yu: 59

Yv: 60

<input id='section-7985af83-1453-40d0-b3c3-f0d7af76a69a' class='xr-section-summary-in' type='checkbox'  checked>Coordinates: (3)

X

(X)

float64

0.0 2.0 4.0 ... 354.0 356.0 358.0
<input id='attrs-82510ea2-a58a-4157-8ed1-e2d22502692b' class='xr-var-attrs-in' type='checkbox' ><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-bad643ec-a8e2-4b22-97eb-6399c47a924b' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

units :

degree_east

array([  0.,   2.,   4.,   6.,   8.,  10.,  12.,  14.,  16.,  18.,  20.,  22.,
        24.,  26.,  28.,  30.,  32.,  34.,  36.,  38.,  40.,  42.,  44.,  46.,
        48.,  50.,  52.,  54.,  56.,  58.,  60.,  62.,  64.,  66.,  68.,  70.,
        72.,  74.,  76.,  78.,  80.,  82.,  84.,  86.,  88.,  90.,  92.,  94.,
        96.,  98., 100., 102., 104., 106., 108., 110., 112., 114., 116., 118.,
       120., 122., 124., 126., 128., 130., 132., 134., 136., 138., 140., 142.,
       144., 146., 148., 150., 152., 154., 156., 158., 160., 162., 164., 166.,
       168., 170., 172., 174., 176., 178., 180., 182., 184., 186., 188., 190.,
       192., 194., 196., 198., 200., 202., 204., 206., 208., 210., 212., 214.,
       216., 218., 220., 222., 224., 226., 228., 230., 232., 234., 236., 238.,
       240., 242., 244., 246., 248., 250., 252., 254., 256., 258., 260., 262.,
       264., 266., 268., 270., 272., 274., 276., 278., 280., 282., 284., 286.,
       288., 290., 292., 294., 296., 298., 300., 302., 304., 306., 308., 310.,
       312., 314., 316., 318., 320., 322., 324., 326., 328., 330., 332., 334.,
       336., 338., 340., 342., 344., 346., 348., 350., 352., 354., 356., 358.])

Yu

(Yu)

float64

-58.0 -56.0 -54.0 ... 56.0 58.0
<input id='attrs-a04fba3a-650a-47b6-9126-77a1a7847bca' class='xr-var-attrs-in' type='checkbox' ><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-3c7cdc44-cb92-4e6a-b856-9ffcda24af20' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

units :

degree_north

array([-58., -56., -54., -52., -50., -48., -46., -44., -42., -40., -38., -36.,
       -34., -32., -30., -28., -26., -24., -22., -20., -18., -16., -14., -12.,
       -10.,  -8.,  -6.,  -4.,  -2.,   0.,   2.,   4.,   6.,   8.,  10.,  12.,
        14.,  16.,  18.,  20.,  22.,  24.,  26.,  28.,  30.,  32.,  34.,  36.,
        38.,  40.,  42.,  44.,  46.,  48.,  50.,  52.,  54.,  56.,  58.])

Yv

(Yv)

float64

-59.0 -57.0 -55.0 ... 57.0 59.0
<input id='attrs-887b29df-5bc2-40e3-b56e-2d42b951afd5' class='xr-var-attrs-in' type='checkbox' ><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-df7e8a36-fb8f-4b6b-b881-018c99643bdf' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

units :

degree_north

array([-59., -57., -55., -53., -51., -49., -47., -45., -43., -41., -39., -37.,
       -35., -33., -31., -29., -27., -25., -23., -21., -19., -17., -15., -13.,
       -11.,  -9.,  -7.,  -5.,  -3.,  -1.,   1.,   3.,   5.,   7.,   9.,  11.,
        13.,  15.,  17.,  19.,  21.,  23.,  25.,  27.,  29.,  31.,  33.,  35.,
        37.,  39.,  41.,  43.,  45.,  47.,  49.,  51.,  53.,  55.,  57.,  59.])

<input id='section-6b8e1b05-b3ff-473f-aaa7-6e46230e7d33' class='xr-section-summary-in' type='checkbox'  >Data variables: (37)

K

()

float32

...
<input id='attrs-aeba8566-903d-46fa-8e80-5013f3bf1db9' class='xr-var-attrs-in' type='checkbox' ><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-b6809553-7fdd-4e10-a0e8-b654fdfc81e8' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

units :

day

array(10., dtype=float32)

epsu

()

float32

...
<input id='attrs-e9ba68ad-3dc0-40e4-ae82-d3b74edd8f13' class='xr-var-attrs-in' type='checkbox' ><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-5c2ff654-65a3-4b26-99c6-d4864418ff44' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

units :

day

array(0.75, dtype=float32)

epsv

()

float32

...
<input id='attrs-eeeee765-303d-47d3-8ae7-99473ee5c2ce' class='xr-var-attrs-in' type='checkbox' ><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-1672d2db-ab81-4f8c-b9fd-fa834e84b88f' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

units :

day

array(0.375, dtype=float32)

hq

()

float32

...
<input id='attrs-bbb41f49-ead6-4617-b2e8-b4b97c8906d4' class='xr-var-attrs-in' type='checkbox' ><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-906014c9-b9b0-4e03-8e29-a940ffad00c6' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

units :

m

array(1800., dtype=float32)

wnspClim

(Yu, X)

float64

...
<input id='attrs-09d859d9-fef9-402e-b040-eea01d25292c' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-6bf53306-426e-4c7a-a6a0-eb555dbb95da' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[ 9.419524,  9.42322 ,  9.42478 , ...,  9.346466,  9.359971,  9.385437],
       [ 9.995323, 10.006735, 10.029243, ...,  9.906073,  9.926533,  9.951863],
       [10.451788, 10.45811 , 10.493629, ..., 10.308962, 10.350789, 10.391028],
       ...,
       [ 6.623406,  7.4361  ,  7.200084, ...,  6.593089,  6.348463,  5.369631],
       [ 7.893165,  7.913937,  8.017044, ...,  6.573031,  6.155467,  6.294631],
       [ 8.180008,  8.071959,  7.904267, ...,  7.047289,  6.441497,  7.331366]])

tsClim

(Yu, X)

float64

...
<input id='attrs-ffe89fae-01f8-4507-b415-d4aef138bfe1' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-d3a8e19d-391a-4de9-a72d-112636f54776' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[272.565002, 272.562531, 272.569366, ..., 272.687592, 272.62735 ,
        272.585632],
       [272.984009, 272.991272, 272.957336, ..., 273.181396, 273.084076,
        273.004944],
       [273.752655, 273.757446, 273.666016, ..., 273.865906, 273.815735,
        273.739319],
       ...,
       [283.578247, 283.708801, 283.947388, ..., 284.192169, 284.097351,
        283.633057],
       [283.144745, 283.31897 , 283.375122, ..., 283.878601, 283.55307 ,
        282.90152 ],
       [283.067169, 283.061432, 282.998901, ..., 283.699493, 283.236115,
        282.938477]])

prClim

(Yu, X)

float64

...
<input id='attrs-9cd8e71b-57db-4033-8a75-46653815eafc' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-36953999-56be-4d6a-9461-2a1ff460ba3e' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[2.423993e-05, 2.414862e-05, 2.409772e-05, ..., 2.429753e-05,
        2.421461e-05, 2.417900e-05],
       [2.701966e-05, 2.703372e-05, 2.713332e-05, ..., 2.717954e-05,
        2.704264e-05, 2.692798e-05],
       [2.999482e-05, 2.998919e-05, 3.011275e-05, ..., 2.982601e-05,
        2.981519e-05, 2.979843e-05],
       ...,
       [1.763721e-05, 2.014634e-05, 2.248650e-05, ..., 2.939861e-05,
        2.690058e-05, 2.223652e-05],
       [2.056877e-05, 2.247714e-05, 2.464496e-05, ..., 3.280054e-05,
        2.868401e-05, 2.255826e-05],
       [2.510050e-05, 2.701886e-05, 3.099499e-05, ..., 3.481709e-05,
        2.991775e-05, 2.420902e-05]])

spClim

(Yu, X)

float64

...
<input id='attrs-0a43f546-bfd2-40aa-8481-f3f70c5af768' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-969ead27-e9dd-4a38-a397-74b95333654a' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[ 988.420532,  988.292175,  988.127808, ...,  989.100403,  988.872986,
         988.653748],
       [ 991.299072,  991.211456,  991.108612, ...,  991.786438,  991.62262 ,
         991.479919],
       [ 994.558105,  994.504059,  994.428711, ...,  994.901367,  994.793579,
         994.690063],
       ...,
       [1012.742798, 1013.795654, 1014.026367, ..., 1005.932007, 1002.980927,
         996.990967],
       [1012.80426 , 1012.577972, 1012.755554, ..., 1000.054443,  988.014709,
        1000.643921],
       [1011.33728 , 1011.479797, 1011.656372, ..., 1000.239655,  992.650818,
        1006.014496]])

tsTrend

(Yu, X)

float64

...
<input id='attrs-e841d7c2-17e1-4e1a-8dd9-60f79828c93b' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-d858a65a-7b76-4669-bc03-4bc166f58a32' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[-0.378164, -0.410222, -0.426889, ..., -0.320859, -0.347328, -0.354125],
       [-0.507376, -0.558964, -0.552493, ..., -0.267115, -0.361338, -0.435335],
       [-0.764647, -0.880446, -0.874632, ..., -0.489336, -0.604485, -0.68638 ],
       ...,
       [ 0.991223,  1.061296,  1.173451, ...,  0.600023,  0.708124,  1.057747],
       [ 1.107572,  0.814458,  0.776095, ...,  0.560491,  0.820263,  1.4092  ],
       [ 0.772756,  0.633669,  0.772913, ...,  0.420907,  0.673245,  0.877202]])

prTrend

(Yu, X)

float64

...
<input id='attrs-fae634ae-8a6f-44fe-ae3e-70b076620e85' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-5b765840-c0e4-4cbf-ba5b-414f57eaf08a' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       ...,
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.]])

mask

(Yu, X)

float64

...
<input id='attrs-bd69609e-0855-40d0-9603-304de9431be8' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-4dd69c82-9315-4573-accc-aa6657e75bfe' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       ...,
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.]])

utrend

(Yu, X)

float64

...
<input id='attrs-3d78b0d9-f052-4ebe-be17-91c4e43dbfbb' class='xr-var-attrs-in' type='checkbox' ><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-cd936e8e-e3e3-4ebf-9f6b-e2253992549d' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

units :

m/s

array([[ 0.185283,  0.174456,  0.163184, ...,  0.213913,  0.206028,  0.195903],
       [ 0.102058,  0.089629,  0.074686, ...,  0.154474,  0.134863,  0.116916],
       [ 0.001739, -0.011814, -0.027337, ...,  0.101697,  0.060798,  0.026292],
       ...,
       [-0.184575, -0.207152, -0.197525, ..., -0.139205, -0.14583 , -0.160028],
       [-0.219773, -0.215508, -0.191464, ..., -0.173828, -0.192513, -0.212225],
       [-0.219554, -0.208975, -0.202602, ..., -0.193227, -0.222699, -0.23268 ]])

vtrend

(Yv, X)

float64

...
<input id='attrs-1a837e08-70f5-4eb3-ab57-267ecc1956c0' class='xr-var-attrs-in' type='checkbox' ><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-7c2bcd6d-6ee0-4807-9701-b3c963828657' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

units :

m/s

array([[ 0.      ,  0.      ,  0.      , ...,  0.      ,  0.      ,  0.      ],
       [ 0.019328,  0.020147,  0.020013, ...,  0.013543,  0.018005,  0.01897 ],
       [ 0.042968,  0.044528,  0.045823, ...,  0.039526,  0.046699,  0.045242],
       ...,
       [ 0.011594,  0.0192  ,  0.046791, ..., -0.054011, -0.024877,  0.001548],
       [ 0.012885,  0.004371,  0.01475 , ..., -0.035098, -0.017235,  0.006684],
       [ 0.      ,  0.      ,  0.      , ...,  0.      ,  0.      ,  0.      ]])

phitrend

(Yu, X)

float64

...
<input id='attrs-d1933951-a598-482a-99e8-fc20d951bbc7' class='xr-var-attrs-in' type='checkbox' ><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-c98873c3-8fec-4e3e-a886-9b2340989198' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

units :

m2/s2

array([[-121.992142, -122.931661, -123.836046, ..., -119.071766, -120.039033,
        -121.024808],
       [-117.470989, -118.807868, -120.10897 , ..., -113.261732, -114.655321,
        -116.089279],
       [-116.081473, -117.893949, -119.663385, ..., -109.579592, -111.872082,
        -114.099764],
       ...,
       [-208.557503, -207.446733, -205.553518, ..., -208.453396, -209.174556,
        -209.121511],
       [-202.400768, -201.250668, -199.833674, ..., -203.333936, -203.701278,
        -203.319757],
       [-195.432972, -194.547359, -193.642998, ..., -197.287407, -196.981208,
        -196.315056]])

tstrend

(Yu, X)

float64

...
<input id='attrs-22c75959-d1c7-4051-89dc-fc4d084ca2fb' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-ce6c08e9-c6c0-4a3a-8723-677504e1621d' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[-0.378164, -0.410222, -0.426889, ..., -0.320859, -0.347328, -0.354125],
       [-0.507376, -0.558964, -0.552493, ..., -0.267115, -0.361338, -0.435335],
       [-0.764647, -0.880446, -0.874632, ..., -0.489336, -0.604485, -0.68638 ],
       ...,
       [ 0.991223,  1.061296,  1.173451, ...,  0.600023,  0.708124,  1.057747],
       [ 1.107572,  0.814458,  0.776095, ...,  0.560491,  0.820263,  1.4092  ],
       [ 0.772756,  0.633669,  0.772913, ...,  0.420907,  0.673245,  0.877202]])

PRtrend

(Yu, X)

float64

...
<input id='attrs-8e9dbaa8-1fda-4c73-b719-6c4cf1396896' class='xr-var-attrs-in' type='checkbox' ><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-77baf17a-ac6f-4ef1-b7ca-8c0b4990d2e8' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

units :

m/s

array([[-4.210724e-07, -4.331827e-07, -4.570356e-07, ..., -3.928371e-07,
        -4.237502e-07, -4.212373e-07],
       [-7.482596e-07, -7.242958e-07, -6.213883e-07, ..., -5.452178e-07,
        -5.851799e-07, -6.546123e-07],
       [-1.245802e-06, -1.474865e-06, -1.152219e-06, ..., -1.110278e-06,
        -8.594956e-07, -8.736424e-07],
       ...,
       [ 2.438304e-06,  3.145767e-06,  2.115204e-06, ...,  3.006319e-06,
         3.366012e-06,  2.629658e-06],
       [ 4.147219e-07,  6.798759e-07,  1.728803e-06, ...,  2.197714e-06,
         3.104805e-06,  2.245987e-06],
       [-3.375457e-08,  4.225152e-07,  2.070351e-06, ...,  1.286865e-06,
         1.842186e-06,  1.113900e-06]])

Qthtrend

(Yu, X)

float64

...
<input id='attrs-17b71481-49f1-408b-a4e1-2c4470e245b4' class='xr-var-attrs-in' type='checkbox' ><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-7d8cb501-afaf-4c7c-8da7-cc2baf3524d9' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

units :

K/s

array([[-4.376898e-07, -4.747943e-07, -4.940848e-07, ..., -3.713644e-07,
        -4.019996e-07, -4.098666e-07],
       [-5.872408e-07, -6.469493e-07, -6.394590e-07, ..., -3.091609e-07,
        -4.182154e-07, -5.038602e-07],
       [-8.850080e-07, -1.019034e-06, -1.012306e-06, ..., -5.663609e-07,
        -6.996359e-07, -7.944208e-07],
       ...,
       [ 1.147249e-06,  1.228351e-06,  1.358161e-06, ...,  6.944715e-07,
         8.195884e-07,  1.224244e-06],
       [ 1.281912e-06,  9.426599e-07,  8.982580e-07, ...,  6.487164e-07,
         9.493789e-07,  1.631019e-06],
       [ 8.943932e-07,  7.334135e-07,  8.945749e-07, ...,  4.871612e-07,
         7.792184e-07,  1.015280e-06]])

uend

(Yu, X)

float64

...
<input id='attrs-1aac8206-94cd-45b0-8a53-3cf9f50d4ee6' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-9fbad258-8d59-4bf4-bb6c-b73e159e49ae' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[ 0.844091,  0.823374,  0.800338, ...,  0.895247,  0.88165 ,  0.86479 ],
       [-0.707088, -0.731001, -0.758755, ..., -0.624037, -0.652707, -0.679486],
       [-2.100432, -2.128271, -2.162496, ..., -1.968396, -2.017987, -2.061607],
       ...,
       [-2.924857, -2.92998 , -2.945741, ..., -3.206987, -3.125429, -3.018339],
       [-2.103311, -2.129041, -2.140072, ..., -2.356401, -2.248095, -2.145802],
       [-1.277602, -1.311063, -1.309553, ..., -1.498653, -1.325758, -1.25641 ]])

vend

(Yv, X)

float64

...
<input id='attrs-6786b734-696e-4228-9697-4de99295859e' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-99a28a3d-3543-459b-8bfb-c0c52b0e2eb9' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[ 0.      ,  0.      ,  0.      , ...,  0.      ,  0.      ,  0.      ],
       [ 0.196006,  0.197174,  0.198974, ...,  0.183193,  0.189842,  0.193649],
       [ 0.391522,  0.393037,  0.39803 , ...,  0.376646,  0.386403,  0.390628],
       ...,
       [-0.222567, -0.213813, -0.147471, ...,  0.086837,  0.004823, -0.139208],
       [-0.125407, -0.104303, -0.061559, ...,  0.103799,  0.011927, -0.094893],
       [ 0.      ,  0.      ,  0.      , ...,  0.      ,  0.      ,  0.      ]])

wend

(Yu, X)

float64

...
<input id='attrs-ee972628-53f8-4782-a3f5-39f63b6c1be8' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-f5f7aa33-10c1-4ec4-bf8f-94a07d300336' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[ 9.419524,  9.42322 ,  9.42478 , ...,  9.346466,  9.359971,  9.385437],
       [ 9.995323, 10.006735, 10.029243, ...,  9.906073,  9.926533,  9.951863],
       [10.451788, 10.45811 , 10.493629, ..., 10.308962, 10.350789, 10.391028],
       ...,
       [ 6.623406,  7.4361  ,  7.200084, ...,  6.593089,  6.348463,  5.369631],
       [ 7.893165,  7.913937,  8.017044, ...,  6.573031,  6.155467,  6.294631],
       [ 8.180008,  8.071959,  7.904267, ...,  7.047289,  6.441497,  7.331366]])

phiend

(Yu, X)

float64

...
<input id='attrs-814b779c-8d02-4c5d-b9c2-7f46dfbd2761' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-8dda92c7-b66d-4a02-b016-6cc86bf10708' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[-43330.305396, -43333.060709, -43342.413059, ..., -43308.612321,
        -43318.042739, -43320.858176],
       [-43329.008841, -43332.489225, -43342.669635, ..., -43305.077919,
        -43315.229645, -43318.7704  ],
       [-43374.881395, -43379.174375, -43390.349267, ..., -43347.523597,
        -43358.951168, -43363.608899],
       ...,
       [-43957.035234, -43958.784956, -43952.410253, ..., -43984.190526,
        -43969.041522, -43964.12841 ],
       [-43877.691487, -43879.016561, -43872.682622, ..., -43898.670566,
        -43885.913369, -43883.260533],
       [-43822.676376, -43823.191907, -43817.001694, ..., -43837.61017 ,
        -43828.764269, -43828.130184]])

tsend

(Yu, X)

float64

...
<input id='attrs-675772e1-484d-48bf-ae9d-ee165942e815' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-4949a469-d3db-4b33-8244-bca9020b9cd8' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[272.37592 , 272.357419, 272.355922, ..., 272.527162, 272.453686,
        272.40857 ],
       [272.730321, 272.71179 , 272.68109 , ..., 273.047839, 272.903407,
        272.787276],
       [273.370332, 273.317223, 273.228699, ..., 273.621238, 273.513492,
        273.396129],
       ...,
       [284.073858, 284.239449, 284.534113, ..., 284.492181, 284.451413,
        284.16193 ],
       [283.698531, 283.726199, 283.76317 , ..., 284.158847, 283.963202,
        283.60612 ],
       [283.453547, 283.378267, 283.385358, ..., 283.909947, 283.572737,
        283.377077]])

PRend

(Yu, X)

float64

...
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array([[7.426084e-06, 7.400127e-06, 7.383177e-06, ..., 7.467944e-06,
        7.414494e-06, 7.407318e-06],
       [8.072799e-06, 8.033325e-06, 8.011946e-06, ..., 8.170602e-06,
        8.085266e-06, 8.044605e-06],
       [8.463892e-06, 8.035903e-06, 8.026298e-06, ..., 8.601554e-06,
        8.589636e-06, 8.567009e-06],
       ...,
       [1.047626e-05, 1.685175e-05, 1.680346e-05, ..., 1.065722e-05,
        9.881473e-06, 4.936922e-06],
       [1.536224e-05, 1.768142e-05, 1.843031e-05, ..., 1.072504e-05,
        8.675188e-06, 8.332451e-06],
       [1.693004e-05, 1.748354e-05, 1.776010e-05, ..., 1.295291e-05,
        9.764201e-06, 1.260479e-05]])

Qthend

(Yu, X)

float64

...
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array([[0.000281, 0.000281, 0.000281, ..., 0.000281, 0.000281, 0.000281],
       [0.000281, 0.000281, 0.000281, ..., 0.000281, 0.000281, 0.000281],
       [0.000282, 0.000282, 0.000282, ..., 0.000282, 0.000282, 0.000282],
       ...,
       [0.000294, 0.000294, 0.000295, ..., 0.000295, 0.000295, 0.000294],
       [0.000294, 0.000294, 0.000294, ..., 0.000294, 0.000294, 0.000294],
       [0.000293, 0.000293, 0.000293, ..., 0.000294, 0.000293, 0.000293]])

Eend

(Yu, X)

float64

...
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array([[1.258065e-05, 1.257022e-05, 1.257302e-05, ..., 1.261295e-05,
        1.256653e-05, 1.256208e-05],
       [1.365941e-05, 1.365777e-05, 1.365933e-05, ..., 1.384686e-05,
        1.373285e-05, 1.365403e-05],
       [1.491375e-05, 1.486627e-05, 1.482247e-05, ..., 1.497430e-05,
        1.491997e-05, 1.485281e-05],
       ...,
       [1.950558e-05, 2.211813e-05, 2.183369e-05, ..., 2.009800e-05,
        1.935688e-05, 1.615739e-05],
       [2.267000e-05, 2.277671e-05, 2.312632e-05, ..., 1.971384e-05,
        1.844499e-05, 1.818612e-05],
       [2.314642e-05, 2.272288e-05, 2.225749e-05, ..., 2.078547e-05,
        1.871856e-05, 2.074856e-05]])

MCend

(Yu, X)

float64

...
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array([[-5.154563e-06, -5.170094e-06, -5.189840e-06, ..., -5.145008e-06,
        -5.152038e-06, -5.154759e-06],
       [-5.586610e-06, -5.624444e-06, -5.647387e-06, ..., -5.676258e-06,
        -5.647586e-06, -5.609430e-06],
       [-6.449860e-06, -6.830368e-06, -6.796167e-06, ..., -6.372741e-06,
        -6.330333e-06, -6.285803e-06],
       ...,
       [-9.029312e-06, -5.266382e-06, -5.030232e-06, ..., -9.440777e-06,
        -9.475404e-06, -1.122047e-05],
       [-7.307763e-06, -5.095295e-06, -4.696010e-06, ..., -8.988798e-06,
        -9.769801e-06, -9.853671e-06],
       [-6.216384e-06, -5.239348e-06, -4.497386e-06, ..., -7.832563e-06,
        -8.954355e-06, -8.143769e-06]])

qaend

(Yu, X)

float64

...
<input id='attrs-790f1e27-6a69-42cb-ac4b-a6c2640f5194' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-e80b20f0-97f1-4607-9a02-86e3ffe639ef' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[0.002907, 0.002904, 0.002904, ..., 0.002938, 0.002923, 0.002914],
       [0.002975, 0.002971, 0.002965, ..., 0.003043, 0.003012, 0.002987],
       [0.003106, 0.003094, 0.003075, ..., 0.003162, 0.003138, 0.003112],
       ...,
       [0.006411, 0.006475, 0.006601, ..., 0.006636, 0.006637, 0.00655 ],
       [0.006252, 0.006265, 0.006279, ..., 0.006529, 0.006523, 0.006289],
       [0.00616 , 0.006128, 0.00613 , ..., 0.006421, 0.006326, 0.006161]])

ubeg

(Yu, X)

float64

...
<input id='attrs-d9c838b1-c3a3-4ca4-a563-3b8f3a8fd88c' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-fefd1bc6-712d-4ced-bd8d-9782bf9646e5' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[ 0.658808,  0.648918,  0.637154, ...,  0.681334,  0.675623,  0.668887],
       [-0.809145, -0.82063 , -0.83344 , ..., -0.778511, -0.78757 , -0.796402],
       [-2.102171, -2.116457, -2.135159, ..., -2.070093, -2.078785, -2.087899],
       ...,
       [-2.740282, -2.722828, -2.748216, ..., -3.067783, -2.979599, -2.858311],
       [-1.883538, -1.913533, -1.948607, ..., -2.182572, -2.055583, -1.933577],
       [-1.058047, -1.102089, -1.106951, ..., -1.305425, -1.103058, -1.02373 ]])

vbeg

(Yv, X)

float64

...
<input id='attrs-f80caab5-057c-4a80-bf84-29a0bd9959d2' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-bf981dc9-89ec-46b7-88c3-2d05c76f1e9b' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[ 0.      ,  0.      ,  0.      , ...,  0.      ,  0.      ,  0.      ],
       [ 0.176677,  0.177028,  0.178961, ...,  0.169649,  0.171837,  0.174679],
       [ 0.348554,  0.348509,  0.352206, ...,  0.33712 ,  0.339704,  0.345386],
       ...,
       [-0.234161, -0.233013, -0.194262, ...,  0.140848,  0.0297  , -0.140756],
       [-0.138292, -0.108675, -0.076309, ...,  0.138898,  0.029162, -0.101577],
       [ 0.      ,  0.      ,  0.      , ...,  0.      ,  0.      ,  0.      ]])

wbeg

(Yu, X)

float64

...
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array([[ 9.419524,  9.42322 ,  9.42478 , ...,  9.346466,  9.359971,  9.385437],
       [ 9.995323, 10.006735, 10.029243, ...,  9.906073,  9.926533,  9.951863],
       [10.451788, 10.45811 , 10.493629, ..., 10.308962, 10.350789, 10.391028],
       ...,
       [ 6.623406,  7.4361  ,  7.200084, ...,  6.593089,  6.348463,  5.369631],
       [ 7.893165,  7.913937,  8.017044, ...,  6.573031,  6.155467,  6.294631],
       [ 8.180008,  8.071959,  7.904267, ...,  7.047289,  6.441497,  7.331366]])

phibeg

(Yu, X)

float64

...
<input id='attrs-d047c58d-5cd6-4955-9072-86bca02a04ee' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-af785def-d825-4466-8a95-b5959d1f3d18' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[-43207.671913, -43210.756411, -43217.928492, ..., -43190.195776,
        -43197.371596, -43200.460874],
       [-43210.88855 , -43214.318844, -43221.899215, ..., -43192.51131 ,
        -43199.938802, -43203.29741 ],
       [-43258.105689, -43261.934901, -43270.028127, ..., -43238.676959,
        -43246.397824, -43250.073896],
       ...,
       [-43749.363937, -43750.097891, -43747.668748, ..., -43774.520742,
        -43760.627478, -43753.928059],
       [-43676.226917, -43676.760692, -43673.656259, ..., -43694.240179,
        -43682.935038, -43678.842469],
       [-43628.190615, -43627.73269 , -43624.216453, ..., -43639.330823,
        -43632.5921  , -43630.829036]])

tsbeg

(Yu, X)

float64

...
<input id='attrs-e940452b-60ec-4b66-8718-9c05f99e3b4a' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-25b3b317-4483-4fb9-8e31-4d2213edbdd5' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[272.754084, 272.767642, 272.782811, ..., 272.848021, 272.801014,
        272.762695],
       [273.237697, 273.270754, 273.233583, ..., 273.314954, 273.264745,
        273.222611],
       [274.134979, 274.197669, 274.103332, ..., 274.110574, 274.117978,
        274.082509],
       ...,
       [283.082636, 283.178154, 283.360662, ..., 283.892157, 283.743289,
        283.104183],
       [282.590959, 282.911741, 282.987075, ..., 283.598356, 283.142938,
        282.19692 ],
       [282.680791, 282.744597, 282.612445, ..., 283.48904 , 282.899492,
        282.499876]])

PRbeg

(Yu, X)

float64

...
<input id='attrs-6566decc-c291-4136-bd13-1f205afbd2cf' class='xr-var-attrs-in' type='checkbox' disabled><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg><input id='data-4d197185-ece6-40cd-86c2-585588756b45' class='xr-var-data-in' type='checkbox'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg>

array([[7.847156e-06, 7.833309e-06, 7.840213e-06, ..., 7.860781e-06,
        7.838244e-06, 7.828555e-06],
       [8.821059e-06, 8.757621e-06, 8.633334e-06, ..., 8.715820e-06,
        8.670446e-06, 8.699217e-06],
       [9.709694e-06, 9.510768e-06, 9.178518e-06, ..., 9.711832e-06,
        9.449131e-06, 9.440651e-06],
       ...,
       [8.037959e-06, 1.370598e-05, 1.468825e-05, ..., 7.650901e-06,
        6.515461e-06, 2.307264e-06],
       [1.494752e-05, 1.700154e-05, 1.670151e-05, ..., 8.527325e-06,
        5.570383e-06, 6.086464e-06],
       [1.696379e-05, 1.706102e-05, 1.568975e-05, ..., 1.166604e-05,
        7.922015e-06, 1.149089e-05]])

Qthbeg

(Yu, X)

float64

...
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array([[0.000281, 0.000281, 0.000281, ..., 0.000281, 0.000281, 0.000281],
       [0.000282, 0.000282, 0.000282, ..., 0.000282, 0.000282, 0.000282],
       [0.000283, 0.000283, 0.000283, ..., 0.000283, 0.000283, 0.000283],
       ...,
       [0.000293, 0.000293, 0.000293, ..., 0.000294, 0.000294, 0.000293],
       [0.000292, 0.000293, 0.000293, ..., 0.000294, 0.000293, 0.000292],
       [0.000292, 0.000293, 0.000292, ..., 0.000293, 0.000293, 0.000292]])

Ebeg

(Yu, X)

float64

...
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array([[1.293238e-05, 1.295191e-05, 1.297052e-05, ..., 1.291122e-05,
        1.288869e-05, 1.289062e-05],
       [1.417242e-05, 1.422390e-05, 1.421900e-05, ..., 1.411781e-05,
        1.409791e-05, 1.409279e-05],
       [1.576036e-05, 1.584206e-05, 1.578950e-05, ..., 1.551235e-05,
        1.558529e-05, 1.560759e-05],
       ...,
       [1.825715e-05, 2.060742e-05, 2.019385e-05, ..., 1.931292e-05,
        1.846705e-05, 1.505674e-05],
       [2.104961e-05, 2.156948e-05, 2.195731e-05, ..., 1.899182e-05,
        1.746234e-05, 1.654561e-05],
       [2.197855e-05, 2.177834e-05, 2.113365e-05, ..., 2.021034e-05,
        1.789406e-05, 1.956311e-05]])

MCbeg

(Yu, X)

float64

...
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array([[-5.085222e-06, -5.118600e-06, -5.130309e-06, ..., -5.050437e-06,
        -5.050445e-06, -5.062063e-06],
       [-5.351357e-06, -5.466280e-06, -5.585667e-06, ..., -5.401991e-06,
        -5.427460e-06, -5.393577e-06],
       [-6.050670e-06, -6.331295e-06, -6.610983e-06, ..., -5.800522e-06,
        -6.136154e-06, -6.166939e-06],
       ...,
       [-1.021919e-05, -6.901437e-06, -5.505593e-06, ..., -1.166202e-05,
        -1.195159e-05, -1.274947e-05],
       [-6.102097e-06, -4.567941e-06, -5.255809e-06, ..., -1.046449e-05,
        -1.189196e-05, -1.045914e-05],
       [-5.014754e-06, -4.717317e-06, -5.443902e-06, ..., -8.544298e-06,
        -9.972050e-06, -8.072225e-06]])

qabeg

(Yu, X)

float64

...
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array([[0.002989, 0.002992, 0.002996, ..., 0.003007, 0.002998, 0.00299 ],
       [0.003087, 0.003094, 0.003086, ..., 0.003102, 0.003092, 0.003083],
       [0.003283, 0.003298, 0.003275, ..., 0.003276, 0.003278, 0.00327 ],
       ...,
       [0.006   , 0.006033, 0.006105, ..., 0.006377, 0.006332, 0.006104],
       [0.005805, 0.005933, 0.005962, ..., 0.00629 , 0.006176, 0.005722],
       [0.005849, 0.005873, 0.00582 , ..., 0.006243, 0.006047, 0.005809]])

<input id='section-6837a276-a0e5-47df-8212-c8f3a8e39f37' class='xr-section-summary-in' type='checkbox' disabled >Attributes: (0)

```python
xr.open_dataset(os.path.join(setup.atmos_tmp_path, "S91-Hq1800-PrcpLand1.nc")).uend
```

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<xarray.DataArray 'uend' (Yu: 59, X: 180)>
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```python
xr.open_dataset(os.path.join(setup.atmos_tmp_path, "S91-Hq1800-PrcpLand1.nc")).vend
```

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```python
da = xr.open_dataset(os.path.join(setup.atmos_tmp_path, "S91-Hq1800-PrcpLand1.nc")).uend
```

```python
da_copy = da.copy()
```

```python
da_copy[:] = 1
```

```python
da_copy.Yu
```

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```python
da_copy_2 = da.copy()
```

```python
da_copy_2 = da_copy_2.Yu
```

```python
da_copy_2
```

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(Yu)

float64

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units :

degree_north

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       -34., -32., -30., -28., -26., -24., -22., -20., -18., -16., -14., -12.,
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units :

degree_north

```python
da = xr.open_dataset(os.path.join(setup.atmos_tmp_path, "S91-Hq1800-PrcpLand1.nc")).vend
```

```python
da
```

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<xarray.DataArray 'vend' (Yv: 60, X: 180)>
array([[ 0.      ,  0.      ,  0.      , ...,  0.      ,  0.      ,  0.      ],
       [ 0.183956,  0.185441,  0.187881, ...,  0.169992,  0.177054,  0.181066],
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  * Yv       (Yv) float64 -59.0 -57.0 -55.0 -53.0 -51.0 ... 53.0 55.0 57.0 59.0

xarray.DataArray

'vend'

Yv: 60

X: 180

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(X)

float64

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units :

degree_east

array([  0.,   2.,   4.,   6.,   8.,  10.,  12.,  14.,  16.,  18.,  20.,  22.,
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Yv

(Yv)

float64

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units :

degree_north

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```python
@np.vectorize
def test_vec(x: float, y: float):
    if y > 25 or y < -25:
        x = 0.0
    elif 20 <= y <= 25:
        x= x - (0.2* (y- 20))*x
    elif -20 >= y>= -25:
        x = x - (0.2* (-y - 20))*x
    return x
```

```python
for x in range(len(da_copy.X.values)):
    da_copy[:, x] = test_vec(da_copy[:, x], da_copy.Yu)
```

```python
da_copy.plot()
```

```python
da.coords["Yu"]
```

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Attributes:
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xarray.DataArray

'Yu'

Yu: 59

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Yu

(Yu)

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units :

degree_north

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units :

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```python
from src.xr_utils import cut_and_taper
```

```python
xr.open_dataset(os.path.join(setup.atmos_tmp_path, "S91-Hq1800-PrcpLand1.nc")).vend.plot()
```

```python
 cut_and_taper(xr.open_dataset(os.path.join(setup.atmos_tmp_path, "S91-Hq1800-PrcpLand1.nc")).vend, y_var="Yv").plot()
```

```python
 cut_and_taper(xr.open_dataset(os.path.join(setup.atmos_tmp_path, "S91-Hq1800-PrcpLand1.nc")).uend, y_var="Yu").plot()
```

```python
xr.open_dataset(os.path.join(setup.atmos_tmp_path, "S91-Hq1800-PrcpLand1.nc")).uend.plot()
```

```python

```