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@TomNicholas
Created July 19, 2023 15:22
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Rotation Functional Index
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{
"cells": [
{
"cell_type": "markdown",
"id": "196b4aff-64e1-411d-962e-595a0d0b0daa",
"metadata": {
"tags": []
},
"source": [
"# FunctionalIndex base class"
]
},
{
"cell_type": "markdown",
"id": "ea9d84e3-1fb1-4084-9b8f-aa4c0c6b951c",
"metadata": {},
"source": [
"July 15th, 2023\n",
"\n",
"Tom Nicholas"
]
},
{
"cell_type": "markdown",
"id": "37a3e2fc-90ca-4df5-936a-33871c3026ae",
"metadata": {},
"source": [
"Attempt to sktech out a base class for any xarray custom index which uses a user-defined function to map back (and forth, potentially) between physical coordinates and index coordinates."
]
},
{
"cell_type": "markdown",
"id": "651e8fd8-944d-4c67-a6b3-4d08bd8cc3df",
"metadata": {},
"source": [
"## Idea\n",
"\n",
"Many applications of xarray flexible indexes require evaluating a user-defined function (computational or analytical) to translate the labels into integer indices. We want to abstract this out into an ABC which users can subclass to implement domain-specific functionality."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "db42f6fd-4837-4b57-a6e0-7edb5d4703aa",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"import xarray as xr"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "ced42f52-e75a-4bdb-8b24-938790e6b476",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from xarray.core.indexes import Index, PandasIndex, PandasMultiIndex, get_indexer_nd\n",
"from xarray.core.indexing import IndexSelResult, merge_sel_results\n",
"from xarray import Variable"
]
},
{
"cell_type": "markdown",
"id": "8f949f47-dcdb-47b3-9acb-5853ff311f04",
"metadata": {},
"source": [
"## Image rotation task"
]
},
{
"cell_type": "markdown",
"id": "1620cb45-e6f6-489b-bef5-3d0f4b6c46cd",
"metadata": {
"tags": []
},
"source": [
"[Image to use](https://cdn.britannica.com/27/178627-050-AF162D33/Palm-Jumeirah-Dubai-United-Arab-Emirates-International-2005.jpg)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "d4bccdd8-4882-4622-b795-d469ed62e8da",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from PIL import Image\n",
"import numpy as np\n",
"\n",
"# Load an image\n",
"img = Image.open('palm-jumeirah.png')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "ba2d6239-b615-469b-8066-967620ec2729",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"img_greyscale = img.convert('L')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "888b7691-3f41-4d41-9b62-74980d7233a1",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"da = xr.DataArray(\n",
" data=np.array(img_greyscale),\n",
" dims=['x', 'y'],\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "07d78511-3dc9-4adb-a834-f7722f35dcf9",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f9e5546f8b0>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"da.plot(x='x', y='y', cmap='gray', add_colorbar=False)"
]
},
{
"cell_type": "markdown",
"id": "775a641a-d7f7-4e1b-8655-db3fb49fb37b",
"metadata": {},
"source": [
"It's upside down! How might we rotate this image to make the palm tree the right way up? We're going to need a rotation matrix..."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "7e8e2dbd-1cc4-4779-a321-a21166cbcf03",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"def rotation(x, y, theta: float):\n",
" \"\"\"Applies a counter-clockwise rotation through an angle of theta degrees to 2D data.\"\"\"\n",
" theta_rad = np.radians(theta)\n",
" \n",
" x_prime = x * np.cos(theta_rad) - y * np.sin(theta_rad)\n",
" y_prime = x * np.sin(theta_rad) + y * np.cos(theta_rad)\n",
" return x_prime, y_prime"
]
},
{
"cell_type": "markdown",
"id": "33d89717-c4e0-4f73-95bf-3e293beac350",
"metadata": {},
"source": [
"## Using pre-computed coordinates"
]
},
{
"cell_type": "markdown",
"id": "a012fb1b-a9d1-48e5-8dbb-e8bfb4869afe",
"metadata": {},
"source": [
"Currently our image is in it's original \"pixel coordinates\"."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "54a5d45b-e663-4878-a5f6-1c623f038e28",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;x&#x27; (x: 760)&gt;\n",
"array([ 0, 1, 2, ..., 757, 758, 759])\n",
"Dimensions without coordinates: x</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'x'</div><ul class='xr-dim-list'><li><span>x</span>: 760</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-9e367b9f-5d8e-4af6-a785-d0e7421ccdac' class='xr-array-in' type='checkbox' checked><label for='section-9e367b9f-5d8e-4af6-a785-d0e7421ccdac' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0 1 2 3 4 5 6 7 8 9 10 ... 749 750 751 752 753 754 755 756 757 758 759</span></div><div class='xr-array-data'><pre>array([ 0, 1, 2, ..., 757, 758, 759])</pre></div></div></li><li class='xr-section-item'><input id='section-ea7054c8-36ef-440c-8359-9618c6ee4313' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ea7054c8-36ef-440c-8359-9618c6ee4313' class='xr-section-summary' title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-aa127f74-fa00-4366-980e-aab7e4b019f8' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-aa127f74-fa00-4366-980e-aab7e4b019f8' class='xr-section-summary' title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-719964b6-4a26-4c3f-b35f-e08c36c946db' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-719964b6-4a26-4c3f-b35f-e08c36c946db' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
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"<xarray.DataArray 'x' (x: 760)>\n",
"array([ 0, 1, 2, ..., 757, 758, 759])\n",
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},
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"source": [
"da['x']"
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},
{
"cell_type": "markdown",
"id": "f1ad9e25-93aa-4bcb-ab8a-70ac30596fbf",
"metadata": {},
"source": [
"We can compute new, rotated coordinates using our rotation matrix function."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "cc597a9d-0c3f-433f-8761-9a698dce60d0",
"metadata": {
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"outputs": [],
"source": [
"x_p_coord, y_p_coord = rotation(da['x'], da['y'], theta=-160)"
]
},
{
"cell_type": "markdown",
"id": "f22035af-a535-429c-8549-dfc64c404057",
"metadata": {},
"source": [
"If we assign these new coordinates to the original DataArray, we can plot the data in the new rotated coordinate space."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "7193a46f-ae1c-48b5-88a9-7de953e84581",
"metadata": {
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" grid-column: 1 / -1;\n",
" display: grid;\n",
" grid-template-columns: 20px auto;\n",
"}\n",
"\n",
".xr-array-wrap > label {\n",
" grid-column: 1;\n",
" vertical-align: top;\n",
"}\n",
"\n",
".xr-preview {\n",
" color: var(--xr-font-color3);\n",
"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
"}\n",
"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
"}\n",
"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list:before {\n",
" content: '(';\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
" content: ')';\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: ',';\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-has-index {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
"}\n",
"\n",
".xr-index-preview {\n",
" grid-column: 2 / 5;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data,\n",
".xr-index-data-in:checked ~ .xr-index-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-index-name div,\n",
".xr-index-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt,\n",
".xr-attrs dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2,\n",
".xr-no-icon {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (x: 760, y: 1061)&gt;\n",
"array([[ 30, 32, 32, ..., 52, 84, 118],\n",
" [ 30, 31, 33, ..., 66, 93, 117],\n",
" [ 33, 31, 32, ..., 101, 102, 115],\n",
" ...,\n",
" [ 46, 47, 50, ..., 42, 64, 89],\n",
" [ 47, 51, 54, ..., 54, 79, 95],\n",
" [ 47, 48, 48, ..., 59, 94, 87]], dtype=uint8)\n",
"Coordinates:\n",
" x_p (x, y) float64 0.0 0.342 0.684 1.026 ... -351.4 -351.0 -350.7\n",
" y_p (x, y) float64 -0.0 -0.9397 -1.879 ... -1.255e+03 -1.256e+03\n",
"Dimensions without coordinates: x, y</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span>x</span>: 760</li><li><span>y</span>: 1061</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-9abf767e-2889-471a-a483-bc65a3922ec3' class='xr-array-in' type='checkbox' checked><label for='section-9abf767e-2889-471a-a483-bc65a3922ec3' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>30 32 32 33 34 32 26 26 31 34 37 38 ... 38 27 47 44 16 3 5 17 59 94 87</span></div><div class='xr-array-data'><pre>array([[ 30, 32, 32, ..., 52, 84, 118],\n",
" [ 30, 31, 33, ..., 66, 93, 117],\n",
" [ 33, 31, 32, ..., 101, 102, 115],\n",
" ...,\n",
" [ 46, 47, 50, ..., 42, 64, 89],\n",
" [ 47, 51, 54, ..., 54, 79, 95],\n",
" [ 47, 48, 48, ..., 59, 94, 87]], dtype=uint8)</pre></div></div></li><li class='xr-section-item'><input id='section-9273cdc5-41c4-4161-848a-0278d88d5c78' class='xr-section-summary-in' type='checkbox' checked><label for='section-9273cdc5-41c4-4161-848a-0278d88d5c78' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>x_p</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.342 0.684 ... -351.0 -350.7</div><input id='attrs-411cd927-a748-4e4a-92ea-892cb282b86e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-411cd927-a748-4e4a-92ea-892cb282b86e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7190746c-4921-4c7c-a314-3095cc69edc5' class='xr-var-data-in' type='checkbox'><label for='data-7190746c-4921-4c7c-a314-3095cc69edc5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ 0.00000000e+00, 3.42020143e-01, 6.84040287e-01, ...,\n",
" 3.61857312e+02, 3.62199332e+02, 3.62541352e+02],\n",
" [-9.39692621e-01, -5.97672477e-01, -2.55652334e-01, ...,\n",
" 3.60917619e+02, 3.61259639e+02, 3.61601659e+02],\n",
" [-1.87938524e+00, -1.53736510e+00, -1.19534495e+00, ...,\n",
" 3.59977926e+02, 3.60319947e+02, 3.60661967e+02],\n",
" ...,\n",
" [-7.11347314e+02, -7.11005294e+02, -7.10663274e+02, ...,\n",
" -3.49490002e+02, -3.49147982e+02, -3.48805962e+02],\n",
" [-7.12287007e+02, -7.11944986e+02, -7.11602966e+02, ...,\n",
" -3.50429695e+02, -3.50087675e+02, -3.49745655e+02],\n",
" [-7.13226699e+02, -7.12884679e+02, -7.12542659e+02, ...,\n",
" -3.51369388e+02, -3.51027367e+02, -3.50685347e+02]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y_p</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.0 -0.9397 ... -1.256e+03</div><input id='attrs-3c55814f-c102-4416-afa2-8465183bd5cb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3c55814f-c102-4416-afa2-8465183bd5cb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-46ce53c7-4526-4604-81c4-3af29d4f2031' class='xr-var-data-in' type='checkbox'><label for='data-46ce53c7-4526-4604-81c4-3af29d4f2031' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-0.00000000e+00, -9.39692621e-01, -1.87938524e+00, ...,\n",
" -9.94194793e+02, -9.95134485e+02, -9.96074178e+02],\n",
" [-3.42020143e-01, -1.28171276e+00, -2.22140538e+00, ...,\n",
" -9.94536813e+02, -9.95476506e+02, -9.96416198e+02],\n",
" [-6.84040287e-01, -1.62373291e+00, -2.56342553e+00, ...,\n",
" -9.94878833e+02, -9.95818526e+02, -9.96758218e+02],\n",
" ...,\n",
" [-2.58909248e+02, -2.59848941e+02, -2.60788634e+02, ...,\n",
" -1.25310404e+03, -1.25404373e+03, -1.25498343e+03],\n",
" [-2.59251269e+02, -2.60190961e+02, -2.61130654e+02, ...,\n",
" -1.25344606e+03, -1.25438575e+03, -1.25532545e+03],\n",
" [-2.59593289e+02, -2.60532981e+02, -2.61472674e+02, ...,\n",
" -1.25378808e+03, -1.25472777e+03, -1.25566747e+03]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fee7c615-4a16-493e-80c0-840be051ade4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-fee7c615-4a16-493e-80c0-840be051ade4' class='xr-section-summary' title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-c93183fc-c3ba-49ba-9566-8003366b694e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c93183fc-c3ba-49ba-9566-8003366b694e' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray (x: 760, y: 1061)>\n",
"array([[ 30, 32, 32, ..., 52, 84, 118],\n",
" [ 30, 31, 33, ..., 66, 93, 117],\n",
" [ 33, 31, 32, ..., 101, 102, 115],\n",
" ...,\n",
" [ 46, 47, 50, ..., 42, 64, 89],\n",
" [ 47, 51, 54, ..., 54, 79, 95],\n",
" [ 47, 48, 48, ..., 59, 94, 87]], dtype=uint8)\n",
"Coordinates:\n",
" x_p (x, y) float64 0.0 0.342 0.684 1.026 ... -351.4 -351.0 -350.7\n",
" y_p (x, y) float64 -0.0 -0.9397 -1.879 ... -1.255e+03 -1.256e+03\n",
"Dimensions without coordinates: x, y"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"da_rot = da.assign_coords(x_p=x_p_coord, y_p=y_p_coord)\n",
"da_rot"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "0b544a4b-3e8d-4d98-bbda-c6333931b3af",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f9e54bbb910>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"da_rot.plot(x='x_p', y='y_p', cmap='gray', add_colorbar=False)"
]
},
{
"cell_type": "markdown",
"id": "b01f501d-c246-4525-aaa0-94e83203e390",
"metadata": {},
"source": [
"To perform selection in this rotated space we need to add 2D indexes to back our new rotated coordinates."
]
},
{
"cell_type": "markdown",
"id": "d552334d-9aef-4c81-bd09-8dc98f94dec0",
"metadata": {},
"source": [
"## Using functional indexes"
]
},
{
"cell_type": "markdown",
"id": "bf85578a-d9a6-45f9-8d07-d8b633d40357",
"metadata": {},
"source": [
"There are a few problems with the approach above:\n",
"\n",
"1. **We have explicitly pre-computed an array** of values in our new rotated coordinate system, which we now have to carry around in memory. In this case our new coordinate arrays are each large as our original data. As we know the functional form of the relationship between the primed and unprimed coordinate system, it would be nice to only compute the rotated coordinate values as and when needed. \n",
"2. **We can't do label-based selection** via the primed coordinates, as each coordinate does not have an associated index to tell it how to map given labels back to pixel indices."
]
},
{
"cell_type": "markdown",
"id": "09a21512-30d9-4d28-bf34-b4aa135cf5f6",
"metadata": {},
"source": [
"This calls for a _custom functional index_."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "8aa0d13d-b23f-45a8-8698-6a2db51c65be",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from typing import Any, Callable, List, Mapping, Tuple#, Self\n",
"\n",
"\n",
"class BaseFunctionalIndex(Index):\n",
" \"\"\"\n",
" Attempt to make a general base class for a functional index.\n",
" \n",
" Attributes\n",
" ----------\n",
" inverse_transform_function : Callable[Any, List[np.ndarray, ...]]\n",
" Function transforming physical coordinate values back to pixel indices.\n",
" \"\"\"\n",
" \n",
" inverse_transform_function: Callable[Any, List[np.ndarray]]\n",
" \n",
" @classmethod\n",
" def from_variables(cls, variables: Mapping[Any, Variable], *, options):\n",
" ...\n",
" \n",
" def __init__(self):\n",
" ...\n",
" \n",
" def sel(self, labels: dict[Any, Any]) -> IndexSelResult:\n",
" ...\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "e05aac8a-d4c0-4dc7-ac90-f09637a74f56",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from functools import partial\n",
"\n",
"\n",
"class RotationalTransformIndex(BaseFunctionalIndex):\n",
" \"\"\"\n",
" Index for a lookups in a physical space that is related to pixel space by a 2D rotation.\n",
" \"\"\"\n",
" \n",
" @property\n",
" def inverse_transform_function(self) -> Callable:\n",
" \"\"\"Transform physical coordinates back to pixel coordinates via inverse rotation\"\"\"\n",
" return partial(rotation, -self.theta)\n",
" \n",
" @property\n",
" def theta(self) -> float:\n",
" \"\"\"Angle through which this index applies the rotation, in radians.\"\"\"\n",
" return self._theta\n",
"\n",
" def __init__(self, xy_names: Tuple[str, str], xy_dims: Tuple[str, str], theta: float):\n",
" \"\"\"Only called from within `.from_variables` constructor\"\"\"\n",
" self._xy_names = xy_names\n",
" self._xy_dims = xy_dims\n",
" self._theta = theta\n",
" \n",
" def __repr__(self) -> str:\n",
" return f\"RotationalTransformIndex(xy_names={self._xy_names}, xy_dims={self._xy_dims}, theta={self.theta})\"\n",
" \n",
" def _repr_inline_(self, max_width) -> str:\n",
" return f\"RotationalTransformIndex\"\n",
" \n",
" @classmethod\n",
" def from_variables(cls, variables: Mapping[Any, Variable], *, options):\n",
" \"\"\"Construct index from two 2D variables and the rotation angle theta\"\"\"\n",
" \n",
" if len(variables) != 2:\n",
" raise ValueError(\"RotationalTransformIndex needs 2 coordinates corresponding to (x, y)\")\n",
" \n",
" xy_vnames = tuple(variables)\n",
" xy_dims = variables[xy_vnames[0]].dims\n",
" \n",
" if len(xy_dims) != 2:\n",
" raise ValueError(\"x and y coordinates must both be 2-dimensional\")\n",
" if variables[xy_vnames[1]].dims != xy_dims:\n",
" raise ValueError(\"x and y coordinates must have the same dimensions\")\n",
"\n",
" return cls(xy_vnames, xy_dims, options['theta'])\n",
" \n",
" def isel(self, indexers):\n",
" \"\"\"Just ensures that the index is not lost through `.isel` operations.\"\"\"\n",
" # just copy the index for now\n",
" # TODO: check if x and/or y dimension is reduced to a scalar\n",
" return type(self)(self._xy_names, self._xy_dims, self._theta)\n",
" \n",
" def sel(self, labels, **kwargs):\n",
" # TODO How do I write this to support slicing?\n",
" raise NotImplementedError()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "5c4422cf-54dc-4600-b2d4-21d1413b04ac",
"metadata": {
"tags": []
},
"outputs": [
{
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".xr-section-summary-in:checked ~ .xr-section-details {\n",
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" grid-column: 1;\n",
" vertical-align: top;\n",
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"\n",
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"}\n",
"\n",
".xr-array-preview,\n",
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"\n",
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" display: none;\n",
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"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (x: 760, y: 1061)&gt;\n",
"array([[ 30, 32, 32, ..., 52, 84, 118],\n",
" [ 30, 31, 33, ..., 66, 93, 117],\n",
" [ 33, 31, 32, ..., 101, 102, 115],\n",
" ...,\n",
" [ 46, 47, 50, ..., 42, 64, 89],\n",
" [ 47, 51, 54, ..., 54, 79, 95],\n",
" [ 47, 48, 48, ..., 59, 94, 87]], dtype=uint8)\n",
"Coordinates:\n",
" * x_p (x, y) float64 0.0 0.342 0.684 1.026 ... -351.4 -351.0 -350.7\n",
" * y_p (x, y) float64 -0.0 -0.9397 -1.879 ... -1.255e+03 -1.256e+03\n",
"Dimensions without coordinates: x, y\n",
"Indexes:\n",
" x_p RotationalTransformIndex\n",
" y_p RotationalTransformIndex</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>x</span>: 760</li><li><span class='xr-has-index'>y</span>: 1061</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-6b3b0282-bc03-41c9-867e-1478734c493a' class='xr-array-in' type='checkbox' checked><label for='section-6b3b0282-bc03-41c9-867e-1478734c493a' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>30 32 32 33 34 32 26 26 31 34 37 38 ... 38 27 47 44 16 3 5 17 59 94 87</span></div><div class='xr-array-data'><pre>array([[ 30, 32, 32, ..., 52, 84, 118],\n",
" [ 30, 31, 33, ..., 66, 93, 117],\n",
" [ 33, 31, 32, ..., 101, 102, 115],\n",
" ...,\n",
" [ 46, 47, 50, ..., 42, 64, 89],\n",
" [ 47, 51, 54, ..., 54, 79, 95],\n",
" [ 47, 48, 48, ..., 59, 94, 87]], dtype=uint8)</pre></div></div></li><li class='xr-section-item'><input id='section-4c2d6348-b7e1-4748-8ae4-aa9a447310aa' class='xr-section-summary-in' type='checkbox' checked><label for='section-4c2d6348-b7e1-4748-8ae4-aa9a447310aa' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x_p</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.342 0.684 ... -351.0 -350.7</div><input id='attrs-fe9cccc8-f27c-4739-834a-837ccbb0d583' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fe9cccc8-f27c-4739-834a-837ccbb0d583' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1419df9b-0d36-4d58-914f-e58fb67b153e' class='xr-var-data-in' type='checkbox'><label for='data-1419df9b-0d36-4d58-914f-e58fb67b153e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ 0.00000000e+00, 3.42020143e-01, 6.84040287e-01, ...,\n",
" 3.61857312e+02, 3.62199332e+02, 3.62541352e+02],\n",
" [-9.39692621e-01, -5.97672477e-01, -2.55652334e-01, ...,\n",
" 3.60917619e+02, 3.61259639e+02, 3.61601659e+02],\n",
" [-1.87938524e+00, -1.53736510e+00, -1.19534495e+00, ...,\n",
" 3.59977926e+02, 3.60319947e+02, 3.60661967e+02],\n",
" ...,\n",
" [-7.11347314e+02, -7.11005294e+02, -7.10663274e+02, ...,\n",
" -3.49490002e+02, -3.49147982e+02, -3.48805962e+02],\n",
" [-7.12287007e+02, -7.11944986e+02, -7.11602966e+02, ...,\n",
" -3.50429695e+02, -3.50087675e+02, -3.49745655e+02],\n",
" [-7.13226699e+02, -7.12884679e+02, -7.12542659e+02, ...,\n",
" -3.51369388e+02, -3.51027367e+02, -3.50685347e+02]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y_p</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.0 -0.9397 ... -1.256e+03</div><input id='attrs-6bb193bf-0d4e-4637-be3b-85a658a32176' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6bb193bf-0d4e-4637-be3b-85a658a32176' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4a1ef94e-7c00-498b-9234-21f67e1785ce' class='xr-var-data-in' type='checkbox'><label for='data-4a1ef94e-7c00-498b-9234-21f67e1785ce' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-0.00000000e+00, -9.39692621e-01, -1.87938524e+00, ...,\n",
" -9.94194793e+02, -9.95134485e+02, -9.96074178e+02],\n",
" [-3.42020143e-01, -1.28171276e+00, -2.22140538e+00, ...,\n",
" -9.94536813e+02, -9.95476506e+02, -9.96416198e+02],\n",
" [-6.84040287e-01, -1.62373291e+00, -2.56342553e+00, ...,\n",
" -9.94878833e+02, -9.95818526e+02, -9.96758218e+02],\n",
" ...,\n",
" [-2.58909248e+02, -2.59848941e+02, -2.60788634e+02, ...,\n",
" -1.25310404e+03, -1.25404373e+03, -1.25498343e+03],\n",
" [-2.59251269e+02, -2.60190961e+02, -2.61130654e+02, ...,\n",
" -1.25344606e+03, -1.25438575e+03, -1.25532545e+03],\n",
" [-2.59593289e+02, -2.60532981e+02, -2.61472674e+02, ...,\n",
" -1.25378808e+03, -1.25472777e+03, -1.25566747e+03]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0c01617f-bfeb-4e98-a834-33dce35d749c' class='xr-section-summary-in' type='checkbox' ><label for='section-0c01617f-bfeb-4e98-a834-33dce35d749c' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>x_p<br>y_p</div></div><div class='xr-index-preview'>RotationalTransformIndex</div><div></div><input id='index-bce0d6cb-29e8-4204-9fb6-fd34434bd6da' class='xr-index-data-in' type='checkbox'/><label for='index-bce0d6cb-29e8-4204-9fb6-fd34434bd6da' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>RotationalTransformIndex(xy_names=(&#x27;x_p&#x27;, &#x27;y_p&#x27;), xy_dims=(&#x27;x&#x27;, &#x27;y&#x27;), theta=45)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e551ca9a-21a8-42d2-86da-caa24c717dba' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e551ca9a-21a8-42d2-86da-caa24c717dba' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray (x: 760, y: 1061)>\n",
"array([[ 30, 32, 32, ..., 52, 84, 118],\n",
" [ 30, 31, 33, ..., 66, 93, 117],\n",
" [ 33, 31, 32, ..., 101, 102, 115],\n",
" ...,\n",
" [ 46, 47, 50, ..., 42, 64, 89],\n",
" [ 47, 51, 54, ..., 54, 79, 95],\n",
" [ 47, 48, 48, ..., 59, 94, 87]], dtype=uint8)\n",
"Coordinates:\n",
" * x_p (x, y) float64 0.0 0.342 0.684 1.026 ... -351.4 -351.0 -350.7\n",
" * y_p (x, y) float64 -0.0 -0.9397 -1.879 ... -1.255e+03 -1.256e+03\n",
"Dimensions without coordinates: x, y\n",
"Indexes:\n",
" x_p RotationalTransformIndex\n",
" y_p RotationalTransformIndex"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"da2 = da_rot.set_xindex(['x_p', 'y_p'], RotationalTransformIndex, theta=45)\n",
"da2"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "35c5bf3b-bb6b-4021-9198-904ad01ae35d",
"metadata": {
"tags": []
},
"outputs": [
{
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" --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
" --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
" --xr-background-color: var(--jp-layout-color0, white);\n",
" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
" --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
"}\n",
"\n",
"html[theme=dark],\n",
"body[data-theme=dark],\n",
"body.vscode-dark {\n",
" --xr-font-color0: rgba(255, 255, 255, 1);\n",
" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
" --xr-border-color: #1F1F1F;\n",
" --xr-disabled-color: #515151;\n",
" --xr-background-color: #111111;\n",
" --xr-background-color-row-even: #111111;\n",
" --xr-background-color-row-odd: #313131;\n",
"}\n",
"\n",
".xr-wrap {\n",
" display: block !important;\n",
" min-width: 300px;\n",
" max-width: 700px;\n",
"}\n",
"\n",
".xr-text-repr-fallback {\n",
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
" display: none;\n",
"}\n",
"\n",
".xr-header {\n",
" padding-top: 6px;\n",
" padding-bottom: 6px;\n",
" margin-bottom: 4px;\n",
" border-bottom: solid 1px var(--xr-border-color);\n",
"}\n",
"\n",
".xr-header > div,\n",
".xr-header > ul {\n",
" display: inline;\n",
" margin-top: 0;\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-obj-type,\n",
".xr-array-name {\n",
" margin-left: 2px;\n",
" margin-right: 10px;\n",
"}\n",
"\n",
".xr-obj-type {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-sections {\n",
" padding-left: 0 !important;\n",
" display: grid;\n",
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
"}\n",
"\n",
".xr-section-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-section-item input {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-item input + label {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label {\n",
" cursor: pointer;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
"}\n",
"\n",
".xr-section-summary {\n",
" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
"}\n",
"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-summary-in + label:before {\n",
" display: inline-block;\n",
" content: '►';\n",
" font-size: 11px;\n",
" width: 15px;\n",
" text-align: center;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label:before {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label:before {\n",
" content: '▼';\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label > span {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-summary,\n",
".xr-section-inline-details {\n",
" padding-top: 4px;\n",
" padding-bottom: 4px;\n",
"}\n",
"\n",
".xr-section-inline-details {\n",
" grid-column: 2 / -1;\n",
"}\n",
"\n",
".xr-section-details {\n",
" display: none;\n",
" grid-column: 1 / -1;\n",
" margin-bottom: 5px;\n",
"}\n",
"\n",
".xr-section-summary-in:checked ~ .xr-section-details {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-array-wrap {\n",
" grid-column: 1 / -1;\n",
" display: grid;\n",
" grid-template-columns: 20px auto;\n",
"}\n",
"\n",
".xr-array-wrap > label {\n",
" grid-column: 1;\n",
" vertical-align: top;\n",
"}\n",
"\n",
".xr-preview {\n",
" color: var(--xr-font-color3);\n",
"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
"}\n",
"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
"}\n",
"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list:before {\n",
" content: '(';\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
" content: ')';\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: ',';\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-has-index {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
"}\n",
"\n",
".xr-index-preview {\n",
" grid-column: 2 / 5;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data,\n",
".xr-index-data-in:checked ~ .xr-index-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-index-name div,\n",
".xr-index-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt,\n",
".xr-attrs dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2,\n",
".xr-no-icon {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (x: 300, y: 400)&gt;\n",
"array([[ 42, 42, 47, ..., 47, 50, 50],\n",
" [ 42, 41, 45, ..., 49, 50, 50],\n",
" [ 42, 41, 45, ..., 49, 50, 50],\n",
" ...,\n",
" [ 43, 43, 43, ..., 133, 59, 82],\n",
" [ 44, 44, 43, ..., 101, 66, 81],\n",
" [ 37, 38, 41, ..., 72, 74, 80]], dtype=uint8)\n",
"Coordinates:\n",
" * x_p (x, y) float64 0.0 0.342 0.684 1.026 ... -351.4 -351.0 -350.7\n",
" * y_p (x, y) float64 -0.0 -0.9397 -1.879 ... -1.255e+03 -1.256e+03\n",
"Dimensions without coordinates: x, y\n",
"Indexes:\n",
" x_p RotationalTransformIndex\n",
" y_p RotationalTransformIndex</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>x</span>: 300</li><li><span class='xr-has-index'>y</span>: 400</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-e3cf804a-e1ec-43db-a4ff-5b34890bb9bb' class='xr-array-in' type='checkbox' checked><label for='section-e3cf804a-e1ec-43db-a4ff-5b34890bb9bb' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>42 42 47 47 44 42 43 45 46 41 ... 149 210 249 252 247 247 186 72 74 80</span></div><div class='xr-array-data'><pre>array([[ 42, 42, 47, ..., 47, 50, 50],\n",
" [ 42, 41, 45, ..., 49, 50, 50],\n",
" [ 42, 41, 45, ..., 49, 50, 50],\n",
" ...,\n",
" [ 43, 43, 43, ..., 133, 59, 82],\n",
" [ 44, 44, 43, ..., 101, 66, 81],\n",
" [ 37, 38, 41, ..., 72, 74, 80]], dtype=uint8)</pre></div></div></li><li class='xr-section-item'><input id='section-90eb4b94-8ef2-4255-b590-7a2e180c6cd4' class='xr-section-summary-in' type='checkbox' checked><label for='section-90eb4b94-8ef2-4255-b590-7a2e180c6cd4' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x_p</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.342 0.684 ... -351.0 -350.7</div><input id='attrs-91f0278b-62a5-463b-b831-6e8d7461afae' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-91f0278b-62a5-463b-b831-6e8d7461afae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1db7f80b-3846-4cd7-9333-b1d8649e758b' class='xr-var-data-in' type='checkbox'><label for='data-1db7f80b-3846-4cd7-9333-b1d8649e758b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ 0.00000000e+00, 3.42020143e-01, 6.84040287e-01, ...,\n",
" 3.61857312e+02, 3.62199332e+02, 3.62541352e+02],\n",
" [-9.39692621e-01, -5.97672477e-01, -2.55652334e-01, ...,\n",
" 3.60917619e+02, 3.61259639e+02, 3.61601659e+02],\n",
" [-1.87938524e+00, -1.53736510e+00, -1.19534495e+00, ...,\n",
" 3.59977926e+02, 3.60319947e+02, 3.60661967e+02],\n",
" ...,\n",
" [-7.11347314e+02, -7.11005294e+02, -7.10663274e+02, ...,\n",
" -3.49490002e+02, -3.49147982e+02, -3.48805962e+02],\n",
" [-7.12287007e+02, -7.11944986e+02, -7.11602966e+02, ...,\n",
" -3.50429695e+02, -3.50087675e+02, -3.49745655e+02],\n",
" [-7.13226699e+02, -7.12884679e+02, -7.12542659e+02, ...,\n",
" -3.51369388e+02, -3.51027367e+02, -3.50685347e+02]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y_p</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.0 -0.9397 ... -1.256e+03</div><input id='attrs-ba417bed-33b4-4359-9d5c-2e59d4e5d16a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ba417bed-33b4-4359-9d5c-2e59d4e5d16a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e806ed15-f2eb-4bcc-8fae-61812ef315d3' class='xr-var-data-in' type='checkbox'><label for='data-e806ed15-f2eb-4bcc-8fae-61812ef315d3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-0.00000000e+00, -9.39692621e-01, -1.87938524e+00, ...,\n",
" -9.94194793e+02, -9.95134485e+02, -9.96074178e+02],\n",
" [-3.42020143e-01, -1.28171276e+00, -2.22140538e+00, ...,\n",
" -9.94536813e+02, -9.95476506e+02, -9.96416198e+02],\n",
" [-6.84040287e-01, -1.62373291e+00, -2.56342553e+00, ...,\n",
" -9.94878833e+02, -9.95818526e+02, -9.96758218e+02],\n",
" ...,\n",
" [-2.58909248e+02, -2.59848941e+02, -2.60788634e+02, ...,\n",
" -1.25310404e+03, -1.25404373e+03, -1.25498343e+03],\n",
" [-2.59251269e+02, -2.60190961e+02, -2.61130654e+02, ...,\n",
" -1.25344606e+03, -1.25438575e+03, -1.25532545e+03],\n",
" [-2.59593289e+02, -2.60532981e+02, -2.61472674e+02, ...,\n",
" -1.25378808e+03, -1.25472777e+03, -1.25566747e+03]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-610f2baa-b7cf-4cd3-a3d5-613fb5836065' class='xr-section-summary-in' type='checkbox' ><label for='section-610f2baa-b7cf-4cd3-a3d5-613fb5836065' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>x_p<br>y_p</div></div><div class='xr-index-preview'>RotationalTransformIndex</div><div></div><input id='index-b07aa4fd-0f93-4c3b-883d-70212ba55842' class='xr-index-data-in' type='checkbox'/><label for='index-b07aa4fd-0f93-4c3b-883d-70212ba55842' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>RotationalTransformIndex(xy_names=(&#x27;x_p&#x27;, &#x27;y_p&#x27;), xy_dims=(&#x27;x&#x27;, &#x27;y&#x27;), theta=45)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e2d889b6-8342-4541-b53e-29f2272a54cd' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e2d889b6-8342-4541-b53e-29f2272a54cd' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray (x: 300, y: 400)>\n",
"array([[ 42, 42, 47, ..., 47, 50, 50],\n",
" [ 42, 41, 45, ..., 49, 50, 50],\n",
" [ 42, 41, 45, ..., 49, 50, 50],\n",
" ...,\n",
" [ 43, 43, 43, ..., 133, 59, 82],\n",
" [ 44, 44, 43, ..., 101, 66, 81],\n",
" [ 37, 38, 41, ..., 72, 74, 80]], dtype=uint8)\n",
"Coordinates:\n",
" * x_p (x, y) float64 0.0 0.342 0.684 1.026 ... -351.4 -351.0 -350.7\n",
" * y_p (x, y) float64 -0.0 -0.9397 -1.879 ... -1.255e+03 -1.256e+03\n",
"Dimensions without coordinates: x, y\n",
"Indexes:\n",
" x_p RotationalTransformIndex\n",
" y_p RotationalTransformIndex"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"da2.isel(x=slice(200, 500), y=slice(300, 700))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ba80f141-44e3-41fe-bb0b-85351c740566",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:dev3.9] *",
"language": "python",
"name": "conda-env-dev3.9-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.16"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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