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@ErichZimmer
Last active August 24, 2020 10:30
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Second version of the OpenPIV analysis code that provides more raw results. Furthermore, this code was written in a different and more simple way compared to the previous version in case if the previous analysis code doesn't execute properly.
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### This is a short and basic post-processing demonstration using arrays from .txt files. \n",
"If there is an issue, please comment as I am new to python and am prone to mistakes."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Loading arrays by Arkajyoti Ghoshal, edited by Alex. Liberzon\n",
"## Plots by Erich Zimmer and Alex. Liberzon"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from pivpy import io, graphics, pivpy\n",
"import pkg_resources as pkg\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"#import timeit\n",
"#from openpiv import * \n",
"\n",
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"### Import .txt file for post-processing\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"filename=r'C:\\Users\\Research\\Documents\\PIV\\Results\\PIV_Challenge_VortexA\\UnSmoothn\\field_A000.vec'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"### Loading data into arrays\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"#df = pd.read_csv(filename, names=['x','y','u','v','s2n','m'],delimiter='\\t',skiprows=1)\n",
"df = pd.read_csv(filename, names=['x','y','u','v','m'],delimiter='\\t')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"x = df[['x']]\n",
"y = df[['y']]\n",
"u = df[['u']]\n",
"v = df[['v']]\n",
"\n",
"tmp = df.values"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"### Turning arrays into columns\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"x,y,u,v = tmp[:,0],tmp[:,1],tmp[:,2],tmp[:,3] #(each col as a list)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"rows = np.unique(y).shape[0]\n",
"cols = np.unique(x).shape[0]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"x1 = x.reshape(rows,cols)\n",
"y1 = y.reshape(rows,cols)\n",
"u1 = u.reshape(rows,cols)\n",
"v1 = v.reshape(rows,cols)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"### Plotting data to make sure everyhting is alright.\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<Figure size 432x288 with 1 Axes>,\n",
" <AxesSubplot:xlabel='x (pix)', ylabel='y (pix)'>)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"d = io.from_arrays(x1,y1,u1,v1,np.ones_like(u1))\n",
"graphics.quiver(d.isel(t=0),nthArr=3, arrScale=15) #Resolution, 'arrScale' scales arrows"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"### Since everything seems to be working correctly, we can now start evaluating.\n",
"##### 'd = io.from_arrays(x1,y1,u1,v1,np.ones_like(u1))' is repeated on every cell to get around a bug that occured on my computer which caused an error if the cell was to be executed a second time.\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<Figure size 432x288 with 1 Axes>,\n",
" <AxesSubplot:xlabel='x [pix]', ylabel='y [pix]'>)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Vorticity \n",
"d = io.from_arrays(x1,y1,u1,v1,np.ones_like(u1))\n",
"d = d.piv.vec2scal('vorticity')\n",
"graphics.contour_plot(d.isel(t=0))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x2414e6fb490>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Vortcity\n",
"d = io.from_arrays(x1,y1,u1,v1,np.ones_like(u1))\n",
"d = d.piv.vorticity()\n",
"graphics.contour_plot(d.isel(t=0))\n",
"d.isel(t=0)['w'].plot(robust=True)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<Figure size 432x288 with 1 Axes>,\n",
" <AxesSubplot:xlabel='x [pix]', ylabel='y [pix]'>)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#KE, TKE didn't work\n",
"d = io.from_arrays(x1,y1,u1,v1,np.ones_like(u1))\n",
"graphics.contour_plot(d.piv.ke().mean(dim='t').where(d.y > 100,drop=True),units=d.attrs['units'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Extended examples I created for further evaluations"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x2414e88d6d0>]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#v-componet/x line graph, 20 pixel spacing is the minimum for results\n",
"d = io.from_arrays(x1,y1,u1,v1,np.ones_like(u1))\n",
"d.where((d.y > 540) & (d.y < 560),drop=True).mean(dim='t').mean(dim='y').v.plot()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x2414f8eb370>]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#v-comonents/x line graph with positive only values\n",
"d = io.from_arrays(x1,y1,u1,abs(v1),np.ones_like(u1))\n",
"d.where((d.y > 540) & (d.y < 560),drop=True).mean(dim='t').mean(dim='y').v.plot()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x2414f9461c0>]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Averaged values for 400<y<600 pixels\n",
"d = io.from_arrays(x1,y1,u1,v1,np.ones_like(u1))\n",
"d.where((d.y > 400) & (d.y < 600),drop=True).mean(dim='t').mean(dim='y').v.plot()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x2414f9a4550>]"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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9k85wnOf3NPPXD71FTYmfH99+PrecW8vvdjax8XAHV62cPqd/EAEYEWuwSF4sAPM1j7aFx5xpcqQtRCyZ4qDpnrFcWC4FT+0Y+KM72NLLO//lpXG1N27tG7gmEy2XjyaSxBIp1i2uAODpnY2cvbCMj19Sz9H2MFuPGXGQ9tCAAHT3x21BqCzyDX/SURjrVLD+ITEAgJqSgC2Ek43WepgFYMVC9p8mUZ8snjY/cw9uaqAnEue35vcjzVZ4eX8r//y7vZO6Jq01X39yF1VFfj59VebT/0jceWkdfo+LG7//Kh+45w0+9/BbPLOriT86r5brzpxDccDD5x5+m2PtYb5z69mUB33cdsEiYskUsWSKq1bWTNK7Gh8iACNgWwDdkSk3sxu7IxT5PcSSKU50ju2EbZ3y2/pidIRiHGkNUVXk48Illfx2R6P9Xv79+YMcag2xa4Sshmykb3zjiZEcbOnj7x7bSTKl7Q3tnIVluF2KlIYrVlRz45q5FPrc/Np0A6Vnv/T0x+kwXUIVwXEIgM/42OdqAUSGxACAKbUAOsNxe63DBCBL5lS+0Vrzu11NVBX5aO2N8rmH3qYvmuCSZZW8faKL1t7hAvqDFw/yw5cO0RWOZXjG08Pjb53izYYuvnjDSooDY8uxX1BeyIufv5IvXL+SvmiCjYc7mF9WwEcvqsPvcXP9mXMJx5J89KLFdnuHM+aVcPbCMoI+N+vqKibjLY0bEYARsE7h4ViS3ins/hiOJejuj3PhEuODMlY30L60E+HBlj6OtIWorwryrrXzONwaYk9jL0fbQvxmu5Hd1BEa+x9aq7kZ+9yucbXMfWDjMf5nwzFOdfXTZ25olUU+e4jLFSuqCfo9XLikkjcbugDDAqg15/x298dpMy2AqgxVlKMxZgtgSAwAYG6pIQBTcTg4mZZtZAXMLQHIVjuRb/Y09nKsPcxnr1nB4spCntvTzILyAr50wxloDS/tG2wFdIZibDnaAcCbkzD8BIy/r289vZe1taXcet7ofaMyUVMS4FNXLeOpz1zGa1+6mpe/cJU9ge5PL63n/ect4P+/cdWgn/nOrWdxz+3nj1r8NdVMr9XkmUg8abtcTnVFKA4YvfKmMthnCY/V02asmUB7m3opLTBONQdaejlsCsANa+ZS4HXzZ/dv5itP7MLjNn714xGAlp6o4aevLeHwOFxAVtvmjlDMPtEWB7ysnl9KRdDHWQvKAFhWU8SRthDJlKa9L0a9+UfWE4nb6y4vHLsFMK4YwFAXULGfWCI1LC11Mki3Aq0sICsWcKA5/8HUkfjdzkZcCm5YM5fbL1wMwB+dt4A1tSXMKfEPm63w0v4WLI/nm8cmngLdH0tyz8uH+PIj2/nyI9tpaA9zz0uHaOqJ8NX3rM7YVHCinDGvhH/5wNkU+gb32Vwxp5jLcmhTMtWIAJhorbnmey/zo5cOEk0kaeuLcs7CMmBq4wCW2Jwxr4TKoG+QBXCyq5/H38o+NnlvUw+XLq8i6HOz7VgXbX1R6quKqCry8/D/dxFKKV7Z38oH1y2k2O8ZnwD0Rqgq8rOsusgOMj/65omcMjtae6P2qdUQAGMjKw54uPtdZ/DAn73DzudfWh0kmkhxuLWPvmjCrs40YgBRSgKecZ2orM0811qA/niSQAYLAJgSN5AVAK4u9tuCaQtAS++UVyQP5eEtx/k/j+3gBy8e5KV9LYRjCY61h/jN9kbW11VQVeTnQxcs4s5L6rnjosUopbh61Rxe2d86qKnec3taqC72c8a8EraZlt9E+L8vHOBbT+/l2d3NPPbmKa7/t1e455XDvOfs+dPOFZMvRABM2vpinOg0enRbm/B5i8oBaDpNFa+5YKWfzi8tYGl10SAB+PmGY3zml2/R0J45LtAXTXCis58z5hazrKaI5/ca4+2sk/PaBaX85i8v5fPXreCvr11BRZFvRAF4breRyZCJ1t4o1cV+6quDtPZG2XC4nb9+6G3+6enRg3fphTLtoZjtXivye5hbGuCMeSX2/UurjWrMTaZbwLYA+hO0h2IZm2jlgnU6y8UFlExpYokUhd7BJ7q5Zi3AVFiHJzr7CfrcLCgvGBQDKAl4iMRTHD8NmVjjJZnSfOPJ3Ty0+TjfeWYfH/vpZtZ89Rmu+M5LHG4L8aELjJYHQb+Hr7xnte2yu3Z1DaFYklf3twFGO+9X9rVy9coazl9cxlvHuyYkbO19UX72+lFuOmseW/7PtTz/N1fwjiUVBDwuvjTEPeNkZB6AiRXM3H6i205tPGdRGQBN3VNXfm9tKHNK/SytCfLMruZh9/1uVyN3Xb502M9a/v+Vc0s42h7m7RNGwYp1cgYoD/r49NVG1WN54cgC8N8bjvHK/la+ecuaYeZsS2+UmmI/S8wN+e5HdwDw4t4W2vqiWf3yrx9sI+B1EYmn6Ex77ZIMwThLADYfMQSgtqwAn9tlZwFVjiMADGMLAluPsX7GYqAYbPI/Gye7+qktL6Ak4KUrHDPqIGJJrl5Vwwt7W9jf3Gv7oKea3ad66I0m+P5t53DNGXPYeqyTDYfbmVMS4LLlVSypztzH/rLl1VQEfTz65kmuWT2HzUc76I0meOcZNfRFE/x8QwMHWnpZNbck48+Pxj0vHyIST/LZa1YAML+sgJ99/ALiyRRet5x7LRx9JV7Y28xG80Rq9d2JJlI8v8fwTS6uKKSqyH/aawG01nz4vg185fGdw9wQp7ojVBX58HvcLKkqoiMUszdpSwCeNjtRHu8Is+PEQFWiJQCr5hazvMb4w1MKFo1QeFIZzCwAkXiSTUfaB71mOoYABOw/7kOtIa5bPYdESo/aOuP1Q+1ctrwar1sZFkCaC2go5UEfFUEfG00BqCzyU1LgsWMA48kAgrQYQA4WgPWY4WmghshNiQuos5/asgKKAx56Iwnb/XP+YsNCzWcm0Ebzc/KO+kqCfg+Xr6jmizes4qMX1424+QN43S7ee/Z8nt3TTHd/nJ++doRCn5tLl1fZlve2Y13jWlNrb5T/fuMYN59Ty7KawWuQzX8wjroaT+1o5N5XBloi/P2Tu223xeG2ENbMBStffl5pAXNL/TnFAOLJgYBgIpnikw9s5S9+vjXjY0909vPawXb++41j3PLD1/nbR3fwyQe2cqi1j6buftu/bJ3qLIuk2dxs3mzo4nBrHx++byN/ct8Ge5Pa19RD0OemtqyA5eYEofmlBcNSGC0qRhCArcc6iZj98ocKgBGQNVxAiyoKUQoCXhf/+EdrWVtbyq+3nhj2fBbHO8I0dIS5ZGkl5YU+OkMxOwuoKIMAgBEHsK5/VZGPkgKvYQGEouN2ARWMIQhsCfTQa+j3uKkI+qYsBlBbXkBxwEtPJG5/zuaXBVhQXsD+0xQIbumJ8OVHthMaQ9bbhsMd1FUW2p/ZsXDLubXEEim+8Ku3eW5PC5+9ZjmFPg+LKwupCPrY1mAEglMpzf99/gCPbBv5s5XO/249QTSR4pNjzPF3Io4SgPtfP8o9Lx8GjI3sZFc/exp7iCdTHGnrY0lVkLklAVp6o1QEfRT43MwtKaCpO8Kx9hC3/PC1Qf1p0rnv1SOs/4fn+MkfjvC1J3fx1I4mntvTnPGUudusIvzsNctp74vyzM4mntvTwref3ktjd8SuTFxQbvx/ojOM1pqmnghXmH1Ebv+vTTR0hOmNJHh6p5Hf/+bxLlbMLcblUiyvMRqWpbt/hmIJwNBUxlcPtNlfDxW/9lCUlDZOwAGvm4uWVHLXZUuoKvJz6/kL2N3YY/dK6QrH+KMfvmZbV1Zq3wX1lVQEfXYMIOB1jXgyW5p2iqws8lMS8NIdNiyAqnEUgQF2Ve9YXEBD3WBgZAJNdj+gvqiRFlxbVkhJwENPJEGPKZqlBV5Wzik+bRbAE2+f4hebjo9YpDWUVEqz+WgH76ivHP3BGThrQSlLqoP8fnczq+YW83Fz8IlSivMXl/PMriZ+s/0Udz+2g395dj//9PTerEODwLCuf7X1OOsWlw87/QvDcZQAHGzpoyMUoycSp6knQjypiSZSHGju42hbmPqqIs41/f7zzBPNvNIAjd0R7nn5MG82dPH8nuaMz32otY9YMsXf/2Y3P9/QwPq6cuJJnbGj557GHpSCuy5fwqa7r2Hr313LJ65Yyu93N3O4NWS/dq0tAP30RhOEY0kuWVbJspoiTnb18/FL6qivCvLLTcd5cV8L2090896zjZ74tWUFlBUaG8RIVAR9xEx/cjp/ONjK2QuMyUhDT7hW8U5NsXH6fvDPL+Rz160E4D3ma79iBvZ2N/awraGLLWZKn7VZ1pYVmOITpTcSz1qMYwmA3+Mi6HNTUuDlWEeIlB5fERhAwJO7C8iaBjY0BgADtQCjcbClb5CrbixYKaCGBeAhlkjZv4PSAi9nzCvhQEsf4TEMuBmJzWaw/ZUch97vbeqluz/OO5aML6NGKcUfn78QpeCbt6wZdAj423edQX1VkE8/+Ca/2HSc9XXltPZGR+2Qu62hi8OtoZxmQwsOEoD2vqjdTqChPTwoc2L7iS6Otoeoryq0/Y/WKXxuaYDu/rhtfm4+mvkD2BGKceb8Er5x8xo+eeVS7rtjPUrB5iPDH7/7VA/1VcFBp8o7L6kj6HMTS6bs1y4JeCkt8HKiM0yzFRwuCXDHRYtZX1fOF69fxQfXL2TT0Q7ufnQnS6qCfMTMt3a5FI998hI+c83yYa9vYW2gHWl9dtr7ouw82cM1Z8yhrNA7zAXUYm4+1cXD3S8VQR9Bn5uW3oj5XMbzWhtWa18Un9tFSYGHiqCPznCc3kgio//fYmmNYcFUBn0opSgt8NqFUeN1AblcCr/HlVMaaH8sswsIzGrgHBIEvvX0Xj7yXxvH5FqJxJN8+ZEd/PE9bwBQXxmkxKzvsEShtMDL+YvLSaY0b02wcEprzRbzsz1aX3sL2/+/ZHwWAMCfXVbPc5+7gvMXDxaR+qogj/zFxXzlptV89T2r+a+PrcfrVvzOjH+19kbt3180keQj923ke8/u58GNDRR43bz7rNyGAzkdxwjAwbTWxcfaw7ZfXSn4/e5moonUIAtgfplxCrfS/aKJFGfOL2GreUoaipWWePuFi/niDasoLfSyam4Jm44Onx27p6lnULojQFmhjzsurgMGrA8w3EAnO/vtk+bckgB3XFTHrz5xMQU+N+8/bwEel6KxO8KXblw16BRVVxXMerq2BMDqtAnYAfDLVlQztyQwzAXU2mNZAJl9vlXFfrtK1+rhbwlAW6/htlFKURn00d4XNQTAn0UATAvA2uxLAh67WGi8WUAAhTlOBYtkcwGVBGgPRUftiNrdH6O7P84vzJbBufDs7mZ+samBq1bWcP+dF7CmtsQWSmsOQUmBl/MWlaMUbB3hYHKkLWTHjtJp6o4McqccbgvRHorZJ+09jdndSv2xJL/d3siC8gK7Qns8eN2uQW6+dDxuF3deWs/HL6mnJODlkmVVPLOrmYMtvVz5nRf5/vMHjLW3hvjDwTb+/fkD/HrbCW5cO5eiLJ8pYQDHCEB67/qj7SFOdIRxKTh/Ublt8tZVFbKmtpTqYr9djWptxlesqObW8xdwqjti5+qn094XHbYhvaO+gm3HugZtED2ROMc7+lk9b3h6212XLeH95y3g4mUDJ6rasgJOdPYPpIeWDN54q4v9fGD9Qq5dPYdrV49t0IQlAJ1m35W3jnfxtSd3ceb8EtbWlpoujsHv1WoDkckCAKM1Q5u54bcPFYK+KFXmz5UHffREEnSFY1lFakF5IT63y276ZlU5w/gawVkYc4HH4AIawQLQmow9bdKxcvf/89XDgwqfsvHK/lZKC7x87wNnc8WKapRSFPsHWwAlAS+lhV5W1BTbbrZ0YokU7//R61z13Ze4//Wj9obf0hvh8n9+kUfeHCgqtFowfO5aw533chY30PGOMLf88DW2NnTyF1cOT0eeLG44cy4NHWE+fN9GQrGk3ZHTOsx9/roVXFBXwZ9ftmTK1jTTcYwAHGzpI+hzU1XkM1xAnf3MKy3g3EVlJMw/jCVVRQS8bjb97Tu59XzDh7hqXglLqoL85dXLWG9WD2b6Y8uUlri+roL+eJKdJ7vZ19RLU3eEvebJKpMAlAd9/MsHzh50ul5QXsiJzn77FJcp2+Ifb1nLf96xzh5onSuVQWMzbu+LcbwjzJ0/20xVkZ+ffnw9bpdiXulwF0dLj9EiY6TMoqoin73hD7cAolSbJ3lLLBs6wlldQG6X4toz53BBvXHtS9IEYLwxAICAz014LHUAGd6vFYRuG2VMY180QW1ZAc09UR57M3slNxjumFcOtHLpsiq7ZQcwyALwe1z27+D8unK2HescVjj1h4OtdIRiLCgv4KtP7OJHLxsZcG81dBFLpth6bMCa3Xy0k4qgjwuXVHDGvBJe3j9yIPgfn9rDic5+fvqx9Xz4HYtHfT+ni2tWz8GljM9TfVWQY2ZBpFUYeftFdTz8iYuGWdfCyDhGAA609LJsTjF1lUGOthuj2RZWFLDWPOkXeN3MMXO70zfSiqCPFz5/JevqKlg1t5hCn9s+LVlE4knCseRwAag34glfe2IXN37/FW679w27vfHq+bl9SBeUF9AfT7LH7PEz0sY7HirMDawjFOOJt0/REYrxs4+vtwVoTkmAtr4oscSABWMVgY1EVZE/TQDMGEC6BVA0YAGA0elyNHP9B39yHp+80kjpS7cAKsbRB8iiwOsmkksdgJUGmiEIbK3FOuGPRF80wdWralgxp4gn3h59xOi+5l6ae6JcvmLwjGPLUjrR2T/oOqyvK6c3mmB/cy//+NQevv6kMarzybcbKQl4ePIvL+XsBaW8aGb37DxpBKTT59tuPtrBusXlKKW4YkU1W452DrJ0B7mLWkNctLSSK6e4tXFVkZ+7Ll/K19+3hhvXzOV4R5hEMsWxjhClBd5B10TIDecIQHMfy2uKWFRZSEOHEQReWF7I2loj26WuKjjqCdrjdnHuojI7WGZhBZeHuoBqigPUVwV5+0Q3V66s4Wh7mH97bj8VQV/WTTQdKxV069FOOx5xugj63PjcLjrCMXac6KausnBQ8Y7l/rKsj8bufjYcbmdx5cippVVFfjrDceLJlB1baO2NkkppOkIx23WULpZjaclrVQyXFXoHnY7HSoE3xxhAbOQYgGWNZGsIp7UmFE1QFPCwfE5xTjUllkvy8iGjA0sKPPbrpW921iyFrz6xi3tfOcxPXzvK0zsa+f2uJm5cMw+/x80F9RVsP9lNNJFkuykAe5t6SSRTtPREONYeti3cD6xbQIHXzZ0/28yx9hC3/9dGrvney2it0VpzojNsfy6nmi/duIrbL1xMXWWQREpzqitCQ0c/i8cwEU4YwBEC0B2O09IbZXlNEYsrjMKilt4oCysKWVxh5Fdny5dP5/zFFext6hk0m9XKosnkkvjnW8/ipx9bz08+tp4/vbSeaCLF6nklObtrrGlXTT0R5oyj2CYbSikjHbMvxo6T3bY1ZDHXzEYyUmZTfOqBbcQSKf72XWeM+JyWj78jFBs0yL25N0IypW23yWAByD1gZ218EwkAg1ELkIsAWDGAQIamc9ZaerIIQDSRIp7UFPk9zCkO2Nlc2XhlfxvLa4qGTapKF8p0AVhQXkBNsZ9NRzq4eKmRJvyZh94iFEvy3nOMbJjzF1cQS6TYebKbHSe6KQ54iCZSHGkL8fohK5vHEIAl1UX84MPncaClj6u++xKvHmjjcFuI1t4oneE4oVhyzFPYTjdWkeSR9hAN7aFpNWZxJpEXAVBK/bFSapdSKqWUWjfZr3ew1fC7L59TNOiksKiiEJdLce8d6/i8mcs+GlevqiGl4R9+s9u+zTrpZgpKrq+r4KpVhqn8hetXcuGSCq47M/dgbW3aSWtuyfjSHrNREfRxsLWPk139rK0d7JZKb3j2/ecOsK2hi2/felbWAptq8xq09kZp74vZGT5WwK4qowWQuwBYp2ArfjFecg0C98eT+NyujNZGLhaANe+4OOBhTomfUCxp35aJcCzBpqMdw07/wCBXWboAKKW4dFkVVUV+/u22c/jG+9YQS6SoKvJzoZmiabWNeOKtU7SHYtx8Ti0Au0718PzeFqqK/KyZX2o/5+Urqvn2+8/i3EXldvO0I20hOwC9ME8WgIU1O+JQSx8nOvtZLAIwLvKVK7UT+CPgx1PxYlbP9OU1xYMCdgsrjA/xhWPIYz5nYRmfvmoZ//HiQdYtruAD6xfa7RQqRtmUAl43v7zrojGtvbTAa/eAOd0uIDA24tcPGYVba2vLBt1nBZyPtIW4/42jvPusedw0Sn615eM/3hEmHEuyvq6czUc77bRCKwic3sd/XBbABDKAwPhd5FIHYEwDy3xOCvrcuF1qkDU4FLvVhd9ju6+aeyIUjZD6+OttJ4klUtywZu6w+9wuRZHfQ180Mczf/Q+3rCEaT1Ee9FFTHOBvrl1BdbHfbq1dXeynrrKQ/zVbddx87nwe2nKct0908fK+Fq4/c+6w/vi3nr+AW89fwPGOMN96ei9H2kK2FZJvC6C62E+hz82Gw+0kUlpcQOMkLxaA1nqP1nrfVL3e/uY+Al4XtWUFg/zXC8f5If7ra1dwybJK/u7xnXZbAphYVko2rD+20+0CAmPNVnxvzRALoCTgodDn5ucbjtEbSXDHhaNnfFgCYI2mtDIydg+xALxuFyXmxj+eGMBEr7XVkXQ0wrFERv8/GCfvkoAnJwsg6PfYDeQy5eWD0UPqP185zDkLy1hnntiHYl2zkiECUOjz2IF1gL9853JuM1sxW5y/uIJQLInHpThzfikr5xTzyLaT9ESMIPVIzC8rwOdxDbIAFlTk1wJQSrG4Mmi7r8QFND6mfQxAKXWXUmqLUmpLa2tuJepDuWJlNX9z7UpcLkV5oZdivwe/xzViLvtouF2Kuy5fSjSRYm9TD+2hGF63sv84TzdWwG3OCMVXE8HaSJdUDy8aU0oxt9TojbSspshOxcyGtcEPdCY1BMB2AaVV71rFXWOxAIpNUZroCdTvcRPJISe/P56yewdlorTAS0//yC4d2wXk94zaQvrpnU00dIT5xBVLR4wRWb+j8WS8rKszRGXl3GICXjer55XQ3R/H61ZcurxqxJ9zuxR1lYUcbgtxvDNMaYE3Y/vuqaaustC+vtkSE4SRmTQXkFLqOWC4HQt3a60fz/V5tNb3AvcCrFu3blwTIq5YUW03UVNKsbiqkEg8Nea8+XQsP/ih1hAdfTHKC30Ter5sWAIwno6Lo2EJgJUNNZS5JQEOt4b4kwsW5fT+gj43Aa+LvU3Ghr9yrtGL6EhbCJ/HNUgkywu9HIExVW163C5++1eXTdgdZlgAubWCyJZ6a3UnHYn0bqeWAKRbAKmU5jMPvUVfJM7BVqMh4XVZCvqKR7AAcsGyKs4y+zxZqcjvqK8c1QqrrwpyqDVEPJmyXaf5xgoEe91qUtyjTmDSBEBrfc1kPfdE+cQVS0ct3x+NeSUBCrxuDrX20R6KTpr7B4x2CB6XmlDJ/UiMJgC1ZQX4PS7en+MAbaUUVUV+jpnVmfNKA5QXeukMx6ku8g+psbAsgLFtZvWnYfiJEQNIobXOKmyRDAPh0ykxWzSPRLoLqMjvIehz05xmAWw51smTb59iYUUBXeE437xlbdZZtZYAjMcCWFpdxG3rF9q/yzNNAbgqi/vHor6qiBf2tpBKaVZkaTA4lViB4IXlhXasQxgbjmyYMVogMxdcLsWS6iCHWvvo7o9POCiZjQ+sW8i6uvJBPt7ThXVysuYfD+Wz167gtgsWUlqY+4ZTVeS3+9VUFvmoLjZqA4a2b64IGs85Wa6zbFin+lgyhd8z8gafLQYAxkbcmGVkaG+aCwiM4rrm3gEL4NE3T1Loc/PMZy/P+joWE3EBuVyKb73/LPv78xaV8+33r7W7uGajvqqQeFJzuC2UNV4wlVhuH/H/j598pYHeopQ6AVwE/FYp9Uw+1jFRllYX2S2mJ5qWmA2fxzXu0XijceXKau6/8wI7TXAotWUFwzo1jkZVmm/f73HbsZahMRfLAhhpGMxk4jfz+kcLBPfHU6O4gDx0Z4kBWB1ArfdYU+K3awGiiSRP7WjkutVzctr8rdeD8QnAUFwuxQfXL8rpteurBrKWpsuGa1mCkgE0fvJiAWitHwUezcdrn06WVhfx5PZT+D2uSXUBTSYet8uOj5wuqouNa2EJwdD/LW46ax6Quc/OZGNt6tF4ErJsppF4MmsQuKRgFBdQJIFLDbzHOSUBe9LVS/ta6e6Pc/O5tTmveyIWwERId7vlqwp4KDXFfm46ax7Xn5kp1CjkgiNdQKeLpTVBtDZOkROtTJ1NDGz4xjWxcv+HWgBraktZM0LsYbKxBGA0CyAcS1CYzQIIeIklUma9wPDH9UUTBP0eO84wpyRAc08UrTWPvXmSqiIfly4bOQNnKBOJAUyEqiIfxX4PvdHEtLEAlFL8x5+cl+9lzGimfRrodCa9IrZiEmMAM40qu+Pn4I1/qAWQT6zirtFSQftj2S2A0dpBDJ13UFPsJ5ZIcao7wvN7W7jprPlj6ml0+fJqbjm3dtwpzONFKUW92S5lMpIRhPwgAjAB6iqD9iB5sQAGsC0A0xU0LQXAY1kA2QUgMmoMIHs7CKsRnIWVCvrQpgZiiRTvWjtvTOteU1vKv37wnLxkvSyrLqK62E9Qhq3MGnL6TSqlvpLpdq3135/e5cwsAl43C8uN7qKjtYFwEpbrx7IALP9xXdX0cB0A+L2jB4ETyRSxZCprjMK2ACJxWnoibDjSYc9lBsMFlF7nYAnAg5uOU1XkGzH4Ph35wg0r+VhvXb6XIZxGcrUAQmn/ksCNQN0krWlGsdQ0i2dqEHgyqDE3Oevkf+6icl794lWcOT8//v5MDMQARrYA+u1xkNliAMbm3tOf4P43jvJXv3hzUJO5XjMGYGHNnGjri3Lt6rkzKn99XmmBPSlPmB3kZAForf8l/Xul1HeBGZm6ebpZWl3Ei/taxQWURl1lId+4eQ3vSau3mC6BQ4tcXEBWK+hsLo90F9ChlhAAoVjCjhv0ReLUlg1UqaZPe8vU8E0QppLxOvMKgdxKQ2c5t65bgNfjomwMhVKzHaUUt+fQOC6fWEHgaGJkF5CVw5/NAkh3AR1pMwQgHE1CkfUcyUEuoAKf27YaLhpDF1pBmAxyjQHsAKw+PG6gGnC0/99i1dwSVt0gM0hnGrm4gMKxXFxAhgB0huIcaR+wACyMGMDgw8G5i8qprwriyzBkRhCmklwtgJvSvk4AzVrr7INQBWEaYweBc7AAsrmAfB4XBV43+5p77NnJYVMAUiltCsBgAbn/zgvQelx9DQXhtJJrDODYZC9EEKaSQZXAI5CLBQBGe4a3GrqG/ZxlCWRqdTFZnWMFYSyIDSo4klyCwNYGPlree2mBl1Nps35D0eSg/4e6gARhuiACIDgSr1vhUtnrAMLRHC2AIe2sLRdQX9QoDstHsztByAURAMGRKKVGnQtsWwCjdMu0MoGs1toh0wXUa88Dnvpmd4KQCyIAgmPxe1xZewHZMYBRNnCrFsCaqRyOWhaAJQDiAhKmJyIAgmMJeN1Es7iAQtEEHpfCN0qzNiuvf7VZ6WxZAPYsAOmdI0xTRAAExxLwurOmgYZjxjjI0TJ2LBfQ0uoghT43/abraMAFJAIgTE9EAATH4vdkHwwfGtLHZyQsF9CSqiIKfR7bAuiLjpwGKgjTAREAwbGMFgS2LIDReEd9JVesqGb5nCIKfe6BGEDESiOVILAwPZGjieBYAl5X1hhAOJabBbB2QSn333kBYKSM2hZALIHP48o6dF4Q8olYAIJjMWIA2dJAc7MA0gn6PQN1AJGE+P+FaY0IgOBYAp7RXECJUWsAhlLoc9sVwD2RhD3DVxCmIyIAgmMJeF2jVgIXjvEEH/QNWABd4RjlhTInQpi+iAAIjsU/igUQiiUIjtEFVOh32wVkHaEY5TInQpjGiAAIjiXgdWUdCBOOJikcowvIsAAMAegKx8UCEKY1IgCCY8mWBqq1NiyAMaZwFvrddgVwZzhGuYwKFaYxIgCCY/F73UQTqYzDWaKJFCnNmC2AQq+HaCJFOJYgHEuKC0iY1ogACI4l21zggWlgY00DNR5/srMfgDJxAQnTGBEAwbFkGwozMA1srGmgxuNPdhkCUCEuIGEaIwIgOJaBwfAZLAAzlXPshWCmBdBlWQDiAhKmLyIAgmOxXECZLIBQjtPAhmJbAKYLSLKAhOmMCIDgWGwLIEM7iHCO84CHYtUNnBABEGYAeREApdR3lFJ7lVLblVKPKqXK8rEOwdkMWACZgsDjtAD8g2MA4gISpjP5sgCeBdZorc8C9gNfztM6BAdjdemMZgwC5zYPeCiWYJzs7KfQ57atDEGYjuRFALTWv9daJ8xvNwAL8rEOwdnYFkCmNNAc5wEPxRKA5t6IuH+Eac90iAHcCTw90p1KqbuUUluUUltaW1uncFnCbMefJQ20f5wWgPV4raE8KO4fYXozab1qlVLPAXMz3HW31vpx8zF3AwnggZGeR2t9L3AvwLp164aXbArCOBlIAx05C6hgjC6cdItBLABhujNpAqC1vibb/UqpjwE3Ae/UmWrxBWGSsSuBMwSBw7EEhT43Llf2gfBD8bldeFyKREpLFbAw7clXFtANwBeB92qtw/lYgyBkSwM1poGN/XyklLLjANIHSJju5CsG8B9AMfCsUuotpdQ9eVqH4GCyuYDC0bF3ArWwagfEBSRMd/Iyr05rvSwfrysI6QQ8WeoAxmkBAGIBCDOG6ZAFJAh5wWP66zM3gxv7NDALSzhkFoAw3REBEBxNwJwJMJTQOOYBWwxYACIAwvRGBEBwNH6P67RbABIDEGYKIgCCozHGQo5gAUwwBiB9gITpjgiA4Gj8XteI3UDHnQVkCocMgxGmOyIAgqMJeNwZm8FNxAIoCnjwe1xj7iQqCFNNXtJABWG6EPC6hrmAIvEksWSK4sD4/jw+dnEdFy2pRKmxVRELwlQjAiA4GiMGMNgC6I0YjeBKCsbnw19YUcjCisIJr00QJhtxAQmOJuB1D4sB9ETiAJSM0wIQhJmCCIDgaAJe17BmcJYFMF4XkCDMFEQABEcT8GSwAPotC0DSOIXZjQiA4Gj8GYLAAxaACIAwuxEBEByN35MpCGxaAAXiAhJmNyIAgqMJeN3DYgBWEFgsAGG2IwIgOJqA10UsmSKZGhhK1xtJ4FKMuxeQIMwURAAER2MNhYmmBYJ7+uMUB7xSyCXMekQABEeTaShMbyQhKaCCIxABEBxNprGQPZGE+P8FRyACIDiaARfQgAXQE4lLFbDgCEQABEcT8FouoAELoFcsAMEhiAAIjsafyQXUH5caAMERiAAIjsafMQgclzYQgiMQARAcjR0ENtNAUylNX1SygARnIAIgOJqAxwwCmy6gUCxBSksjOMEZiAAIjmYgCGy4gKQVtOAkRAAERzO0DsAeBjPOaWCCMJMQARAczVABEAtAcBIiAIKjsVxAViFYr3QCFRyECIDgaKwgsBUD6Ok3B8KLBSA4ABEAwdG4XAqf22WngYoFIDiJvAiAUuobSqntSqm3lFK/V0rNz8c6BAGMYrCBILDEAATnkC8L4Dta67O01ucAvwG+kqd1CAJ+r3vABRSJ4/O47OCwIMxm8iIAWuuetG+DgB7psYIw2QS8LrsQrDeSEP+/4Bjy9klXSn0TuAPoBq7K8ri7gLsAFi1aNDWLExxFwOu2YwA9/dIHSHAOk2YBKKWeU0rtzPDvfQBa67u11guBB4BPj/Q8Wut7tdbrtNbrqqurJ2u5goMJeF2DKoHF/y84hUn7pGutr8nxoQ8ATwFfnay1CEI2Ah73oEpgyQASnEK+soCWp337PmBvPtYhCGC4gAYKwRIyC0BwDPn6pH9LKbUSSAHHgE/kaR2CQMDrojMcAyQGIDiLvAiA1vr9+XhdQciEkQaaRGtNVzhOWaEv30sShClBKoEFx2PEAFKEYkliyRTlhWIBCM5ABEBwPH6vi2giSWfIcAOViwUgOAQRAMHxWBZAV9joA1QeFAEQnIEIgOB4jDqAJB1hywIQF5DgDEQABMcT8LpJpDRtvVEACQILjkEEQHA81lCYpp4IABXiAhIcggiA4Hiszp9N3RGUglKZByw4BBEAwfFYU8EauyOUBLy4XSrPKxKEqUEEQHA8ftMF1NjdL+4fwVGIAAiOJ90FVCYZQIKDEAEQHI/fY/wZtIdiUgQmOAoRAMHxpI9/FAtAcBIiAILjSReACrEABAchAiA4HqsOAKQNhOAsRAAEx2OlgYK4gARnIQIgOB5xAQlORQRAcDzpLiDpAyQ4CREAwfGkWwDlQXEBCc5BBEBwPFYdAIgLSHAWIgCC41FK2SIgLiDBSeRlKLwgTDf8Hhcel8LnkTOR4BxEAAQBIw7gdcvmLzgLEQBBwBAAmQMgOA058ggCRiqoFIEJTkMsAEEAPnXVMgkAC45DBEAQgPedU5vvJQjClCMuIEEQBIciAiAIguBQRAAEQRAcigiAIAiCQxEBEARBcCh5FQCl1N8opbRSqiqf6xAEQXAieRMApdRC4DqgIV9rEARBcDL5tAD+FfgioPO4BkEQBMeSl0IwpdT7gJNa67eVUqM99i7gLvPbPqXUvjG+XBXQNvZVThtm+vph5r8HWX9+kfVPnMWZblRaT84BXCn1HDA3w113A38LXKe17lZKHQXWaa0n5QIppbZorddNxnNPBTN9/TDz34OsP7/I+iePSbMAtNbXZLpdKbUWqAes0/8CYJtS6gKtddNkrUcQBEEYzJS7gLTWO4Aa6/vJtgAEQRCEzDihDuDefC9ggsz09cPMfw+y/vwi658kJi0GIAiCIExvnGABCIIgCBkQARAEQXAos1oAlFI3KKX2KaUOKqW+lO/1ZEIptVAp9aJSardSapdS6jPm7RVKqWeVUgfM/8vN25VS6t/N97RdKXVeft+BgVLKrZR6Uyn1G/P7eqXURnOdDymlfObtfvP7g+b9dXlduLGmMqXU/yql9iql9iilLppJ118p9dfmZ2enUuoXSqnAdL/+SqmfKKValFI7024b8zVXSn3UfPwBpdRH87z+75ifoe1KqUeVUmVp933ZXP8+pdT1abfnd4/SWs/Kf4AbOAQsAXzA28DqfK8rwzrnAeeZXxcD+4HVwD8DXzJv/xLwbfPrdwFPAwq4ENiY7/dgrutzwIPAb8zvHwZuM7++B/gL8+tPAveYX98GPDQN1n4/8Gfm1z6gbKZcf6AWOAIUpF33j0336w9cDpwH7Ey7bUzXHKgADpv/l5tfl+dx/dcBHvPrb6etf7W5//gxUuAPmftT3veovH1wp+AXdBHwTNr3Xwa+nO915bDux4FrgX3APPO2ecA+8+sfAx9Ke7z9uDyueQHwPHA18BvzD7Ut7Y/B/l0AzwAXmV97zMepPK691NxA1ZDbZ8T1NwXguLkJeszrf/1MuP5A3ZANdEzXHPgQ8OO02wc9bqrXP+S+W4AHzK8H7T3W72A67FGz2QVk/WFYnDBvm7aY5vi5wEZgjta60byrCZhjfj0d39e/YfR1SpnfVwJdWuuE+X36Gu31m/d3m4/PF/VAK/BT04V1n1IqyAy5/lrrk8B3MZoqNmJcz63MnOufzliv+bT6XQzhTgyrBabx+mezAMwolFJFwK+Bz2qte9Lv08bxYFrm6yqlbgJatNZb872WceLBMOV/pLU+FwhhuB9spvn1LwfehyFk84EgcENeF3UamM7XfDSUUncDCeCBfK9lNGazAJwEFqZ9v8C8bdqhlPJibP4PaK0fMW9uVkrNM++fB7SYt0+393UJ8F6zovuXGG6g7wNlSimr0jx9jfb6zftLgfapXPAQTgAntNYbze//F0MQZsr1vwY4orVu1VrHgUcwficz5fqnM9ZrPt1+FyilPgbcBHzYFDGYxuufzQKwGVhuZkP4MAJeT+R5TcNQSingv4A9Wuvvpd31BGBlNXwUIzZg3X6HmRlxIdCdZjZPOVrrL2utF2it6zCu8Qta6w8DLwK3mg8bun7rfd1qPj5vJz1t9J86rpRaad70TmA3M+T6Y7h+LlRKFZqfJWv9M+L6D2Gs1/wZ4DqlVLlpCV1n3pYXlFI3YLhC36u1Dqfd9QRwm5mBVQ8sBzYxHfaoqQw4TPU/jOyB/RiR9rvzvZ4R1ngphqm7HXjL/PcuDL/s88AB4Dmgwny8An5gvqcdGH2U8v4+zLVdyUAW0BKMD/lB4FeA37w9YH5/0Lx/yTRY9znAFvN38BhGRsmMuf7A14G9wE7gfzCyTab19Qd+gRGziGNYYX86nmuO4Ws/aP77eJ7XfxDDp2/9Hd+T9vi7zfXvA25Muz2ve5S0ghAEQXAos9kFJAiCIGRBBEAQBMGhiAAIgiA4FBEAQRAEhyICIAiC4FBEAARBEByKCIAgCIJDEQEQhAmglFpv9n8PKKWCZl/+NflelyDkghSCCcIEUUr9A0aFbQFGX6F/yvOSBCEnRAAEYYKYfVw2AxHgYq11Ms9LEoScEBeQIEycSqAIY6JbIM9rEYScEQtAECaIUuoJjFbY9RgTrT6d5yUJQk54Rn+IIAgjoZS6A4hrrR9USrmB15VSV2utX8j32gRhNMQCEARBcCgSAxAEQXAoIgCCIAgORQRAEATBoYgACIIgOBQRAEEQBIciAiAIguBQRAAEQRAcyv8DvUwXdQ0G9rsAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#u-componet/x line graph, 20 pixel spacing is the minimum for results\n",
"d = io.from_arrays(x1,y1,u1,v1,np.ones_like(u1))\n",
"d.where((d.y > 490) & (d.y < 510),drop=True).mean(dim='t').mean(dim='y').u.plot()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x2414f9fa670>]"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#u-componet/x line graph with positive values only\n",
"d = io.from_arrays(x1,y1,abs(u1),v1,np.ones_like(u1))\n",
"d.where((d.y > 490) & (d.y < 510),drop=True).mean(dim='t').mean(dim='y').u.plot()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x2414fa5b520>]"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Averaged values for 400<y<600 pixels\n",
"d = io.from_arrays(x1,y1,abs(u1),v1,np.ones_like(u1))\n",
"d.where((d.y > 400) & (d.y < 600),drop=True).mean(dim='t').mean(dim='y').u.plot()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x241544d1550>"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#v and u-comonents/x line graph with positive only values and legend\n",
"d = io.from_arrays(x1,y1,abs(u1),v1,np.ones_like(u1))\n",
"d.where((d.y > 540) & (d.y < 560),drop=True).mean(dim='t').mean(dim='y').u.plot()\n",
"\n",
"d2 = io.from_arrays(x1,y1,u1,abs(v1),np.ones_like(u1))\n",
"d2.where((d2.y > 540) & (d2.y < 560),drop=True).mean(dim='t').mean(dim='y').v.plot()\n",
"plt.legend(d, loc='upper right')"
]
},
{
"cell_type": "code",
"execution_count": 138,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Varing Color')"
]
},
"execution_count": 138,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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