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bitinformation_pipeline for hamocc_data_2d_mm
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "id": "3f2c9098", | |
| "metadata": {}, | |
| "source": [ | |
| "# Example to retrieve bitinformation" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "id": "0f7e319d-8e1c-4116-8ea3-59349e26fdad", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<xarray.core.options.set_options at 0x7ffff02449d0>" | |
| ] | |
| }, | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "import bitinformation_pipeline as bp\n", | |
| "\n", | |
| "import xarray as xr\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import numpy as np\n", | |
| "import shutil\n", | |
| "import os\n", | |
| "\n", | |
| "xr.set_options(display_style=\"text\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "id": "b6f1bcc1-fb6b-47d5-9603-5a915a04f768", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<pre><xarray.Dataset>\n", | |
| "Dimensions: (y: 220, x: 256, depth: 1, depth_2: 1, depth_3: 1, time: 12)\n", | |
| "Coordinates:\n", | |
| " lon (y, x) float64 ...\n", | |
| " lat (y, x) float64 ...\n", | |
| " * depth (depth) float64 0.0\n", | |
| " * depth_2 (depth_2) float64 90.0\n", | |
| " * depth_3 (depth_3) float64 0.0\n", | |
| " * time (time) datetime64[ns] 1892-01-31T23:15:00 ... 1892-12-31T23:...\n", | |
| "Dimensions without coordinates: y, x\n", | |
| "Data variables: (12/82)\n", | |
| " atmco2 (time, depth, y, x) float32 ...\n", | |
| " atmo2 (time, depth, y, x) float32 ...\n", | |
| " atmn2 (time, depth, y, x) float32 ...\n", | |
| " n2oflux (time, depth, y, x) float32 ...\n", | |
| " spco2 (time, depth, y, x) float32 ...\n", | |
| " fgdms (time, depth, y, x) float32 ...\n", | |
| " ... ...\n", | |
| " prorca (time, depth_3, y, x) float32 ...\n", | |
| " co3 (time, depth, y, x) float32 ...\n", | |
| " h2sos (time, depth, y, x) float32 ...\n", | |
| " lysokl (time, depth, y, x) float32 ...\n", | |
| " intdelcar (time, depth, y, x) float32 ...\n", | |
| " intdelsil (time, depth, y, x) float32 ...\n", | |
| "Attributes:\n", | |
| " CDI: Climate Data Interface version 1.7.0rc3 (http://mpimet.mpg....\n", | |
| " Conventions: CF-1.4\n", | |
| " MPIOM: $Revision: mpiom/tags/mpiom-1.6.3p4 5222M $</pre>" | |
| ], | |
| "text/plain": [ | |
| "<xarray.Dataset>\n", | |
| "Dimensions: (y: 220, x: 256, depth: 1, depth_2: 1, depth_3: 1, time: 12)\n", | |
| "Coordinates:\n", | |
| " lon (y, x) float64 ...\n", | |
| " lat (y, x) float64 ...\n", | |
| " * depth (depth) float64 0.0\n", | |
| " * depth_2 (depth_2) float64 90.0\n", | |
| " * depth_3 (depth_3) float64 0.0\n", | |
| " * time (time) datetime64[ns] 1892-01-31T23:15:00 ... 1892-12-31T23:...\n", | |
| "Dimensions without coordinates: y, x\n", | |
| "Data variables: (12/82)\n", | |
| " atmco2 (time, depth, y, x) float32 ...\n", | |
| " atmo2 (time, depth, y, x) float32 ...\n", | |
| " atmn2 (time, depth, y, x) float32 ...\n", | |
| " n2oflux (time, depth, y, x) float32 ...\n", | |
| " spco2 (time, depth, y, x) float32 ...\n", | |
| " fgdms (time, depth, y, x) float32 ...\n", | |
| " ... ...\n", | |
| " prorca (time, depth_3, y, x) float32 ...\n", | |
| " co3 (time, depth, y, x) float32 ...\n", | |
| " h2sos (time, depth, y, x) float32 ...\n", | |
| " lysokl (time, depth, y, x) float32 ...\n", | |
| " intdelcar (time, depth, y, x) float32 ...\n", | |
| " intdelsil (time, depth, y, x) float32 ...\n", | |
| "Attributes:\n", | |
| " CDI: Climate Data Interface version 1.7.0rc3 (http://mpimet.mpg....\n", | |
| " Conventions: CF-1.4\n", | |
| " MPIOM: $Revision: mpiom/tags/mpiom-1.6.3p4 5222M $" | |
| ] | |
| }, | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "label = \"hamocc_data_2d_mm\"\n", | |
| "v='fgco2'#'tos'\n", | |
| "path = f\"/work/mh0727/m300524/test_output/asp_PMassim_reconATMTSI3_init1892_m004_{label}_18920101_18921231.nc\"\n", | |
| "ds = xr.open_dataset(path)\n", | |
| "ds = ds.drop([\"lon_vertices\",\"lat_vertices\",\"lon_2_vertices\",\"lat_2_vertices\",\"lon_3_vertices\",\"lat_3_vertices\"], errors=\"ignore\")\n", | |
| "ds" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "822d7b08", | |
| "metadata": {}, | |
| "source": [ | |
| "## Get information content per bit\n", | |
| "\n", | |
| "using `bp.get_bitinformation(ds)`" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "id": "f4fd451f-4853-498a-a029-364a62a9c2b0", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "CPU times: user 10.9 s, sys: 1.49 s, total: 12.3 s\n", | |
| "Wall time: 12.5 s\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([0.65202954, 0. , 0. , 0.66666177, 0.56843911,\n", | |
| " 0.54996347, 0.51505124, 0.44527595, 0.30235229, 0.22461173,\n", | |
| " 0.09907312, 0.07175769, 0.06239102, 0.06110166, 0.06032442,\n", | |
| " 0.05995728, 0.05971272, 0.05807231, 0.05920177, 0.05901135,\n", | |
| " 0.05955686, 0.05784188, 0.05723445, 0.05877243, 0.05845516,\n", | |
| " 0.05885897, 0.0579881 , 0.05842659, 0.05766039, 0.05866751,\n", | |
| " 0.05955498, 0.05697518])" | |
| ] | |
| }, | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "%time info_per_bit = bp.get_bitinformation(ds, dim=\"x\", label=None)\n", | |
| "\n", | |
| "info_per_bit[v]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "bdfd9186", | |
| "metadata": {}, | |
| "source": [ | |
| "## Visualize information content" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "id": "05d43ae8", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "CPU times: user 9.43 s, sys: 185 ms, total: 9.62 s\n", | |
| "Wall time: 9.52 s\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 864x1324.8 with 3 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "%time fig = bp.plot_bitinformation(ds, info_per_bit)\n", | |
| "plt.savefig(f\"bitinformation_{label}.png\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "c14645a5", | |
| "metadata": {}, | |
| "source": [ | |
| "## Get keepbits\n", | |
| "\n", | |
| "using `bp.get_bitinformation(ds, info_per_bit)`" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "id": "5385105d", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "CPU times: user 4.31 s, sys: 8.88 ms, total: 4.32 s\n", | |
| "Wall time: 4.33 s\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "11" | |
| ] | |
| }, | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "%time keepbits = bp.get_keepbits(ds, info_per_bit, 0.99)\n", | |
| "keepbits[v]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "ec3dd057-b634-48b8-b9f4-47b09b2f4599", | |
| "metadata": {}, | |
| "source": [ | |
| "## Apply bitrounding\n", | |
| "\n", | |
| "using `bp.xr_bitround(ds, keepbits)`" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "442f3b6b-4331-4713-9fbd-ee0b1189cf52", | |
| "metadata": { | |
| "tags": [] | |
| }, | |
| "source": [ | |
| "### single variable for full bitround range" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "id": "10e7514a-8ad4-4852-89c6-ece575fdb2a7", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "xr.testing.assert_allclose(ds[v],bp.xr_bitround(ds[v],23))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "id": "6f6c0d28-03d0-413c-816b-94b1bca3456f", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "xr.testing.assert_allclose(bp.xr_bitround(ds[v],keepbits[v]),bp.xr_bitround(ds[v],keepbits[v]))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "id": "c4f45476-12f6-4783-853b-4b3384e244c8", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<xarray.plot.facetgrid.FacetGrid at 0x7fff832bd9f0>" | |
| ] | |
| }, | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { |
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