Last active
May 2, 2020 04:26
-
-
Save prl900/2da8b416de5839cb3e355f822674be7e to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Estimated FMC\n", | |
"\n", | |
"### Loading results from: \n", | |
"\n", | |
"`/g/data/xc0/user/Riano/FMC/NCI_scripts_v2/run_all_20180411/4RTMQCOK3/OutputMarta`\n", | |
"\n", | |
"#### For testing we choose the file containing the results for 2x2 with QC and average FMC using NDII" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"((1407, 821), dtype('float32'))" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"import numpy as np\n", | |
"import spectral.io.envi as envi\n", | |
"\n", | |
"fmc_mean = envi.open('MODISFMC_collection6_twoxtwo_rtmdata_with_QC_ave_20180411NDII.hdr', \n", | |
" 'MODISFMC_collection6_twoxtwo_rtmdata_with_QC_ave_20180411NDII').asarray()[:,:,0]\n", | |
"\n", | |
"fmc_mean.shape, fmc_mean.dtype" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### And the one calculated as the median of the closest reflectance values" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"((1407, 821), dtype('float32'))" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"fmc_med = envi.open('/home/prl900/Downloads/marta_fmc_results/MODISFMC_collection6_twoxtwo_rtmdata_with_QC_median_20180411NDII.hdr', \n", | |
" '/home/prl900/Downloads/marta_fmc_results/MODISFMC_collection6_twoxtwo_rtmdata_with_QC_median_20180411NDII').asarray()[:,:,0]\n", | |
"\n", | |
"fmc_med.shape, fmc_med.dtype" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Reference observed FMC\n", | |
"\n", | |
"### Loading results from: \n", | |
"\n", | |
"`/g/data1a/xc0/user/Riano/FMC/NCI_scripts_v2/run_all_20180411/MODISFMC_collection6_20180411_allMARIANO_wwindows_wFMCaveQCOK3.mat`\n", | |
"\n", | |
"#### Table FMC" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"((1407, 821), dtype('float32'))" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"import scipy.io\n", | |
"\n", | |
"fmc = scipy.io.loadmat(\"FMC.mat\")[\"data\"].astype(np.float32)\n", | |
"\n", | |
"fmc.shape, fmc.dtype" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Now we select the valid data from both datasets:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"(69631,) float32\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"((69631,), dtype('float32'))" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"est_mask = ~np.isnan(fmc_mean)\n", | |
"fmc_mask = ~np.isnan(fmc)\n", | |
"\n", | |
"mask = est_mask * fmc_mask\n", | |
"\n", | |
"fmc_mean = fmc_mean[mask]\n", | |
"fmc_med = fmc_med[mask]\n", | |
"print(fmc_med.shape, fmc_med.dtype)\n", | |
"fmc = fmc[mask]\n", | |
"fmc.shape, fmc.dtype" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Let's compute the variance of the observed FMC values and the Mean Square Error (MSE) of the estimations" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Variance obs FMC: 1894.97\n", | |
"MSE mean estimations: 3394.75\n", | |
"MSE median estimations: 3423.90\n" | |
] | |
} | |
], | |
"source": [ | |
"print(f\"Variance obs FMC: {np.var(fmc):0.2f}\")\n", | |
"print(f\"MSE mean estimations: {np.mean(np.square(fmc-fmc_mean)):0.2f}\")\n", | |
"print(f\"MSE median estimations: {np.mean(np.square(fmc-fmc_med)):0.2f}\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Now we visualise the observed vs estimated FMC values (obs mean FMC as reference)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[<matplotlib.lines.Line2D at 0x7fd268649a20>,\n", | |
" <matplotlib.lines.Line2D at 0x7fd268649b70>,\n", | |
" <matplotlib.lines.Line2D at 0x7fd268649cc0>]" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 720x432 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"%matplotlib inline\n", | |
"\n", | |
"from matplotlib import pyplot as plt\n", | |
"\n", | |
"plt.figure(figsize=(10,6))\n", | |
"# every 300 points to avoid clutter\n", | |
"plt.plot(np.vstack((fmc,fmc_mean,np.ones(fmc.shape)*np.mean(fmc))).T[::300,:])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Finally we plot the Mean Absolute Error (MAE) in the estimation vs the MAE of the mean observed FMC" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"MAE FMC mean estimations: 43.37\n", | |
"MAE FMC median estimations: 43.55\n", | |
"MAE wrt FMC mean: 31.27\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 720x432 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=(10,6))\n", | |
"# every 300 points to avoid clutter\n", | |
"plt.plot(np.vstack((np.abs(fmc-fmc_est),np.abs(fmc-np.ones(fmc.shape)*np.mean(fmc)))).T[::300,:])\n", | |
"\n", | |
"print(f\"MAE FMC mean estimations: {np.mean(np.abs(fmc-fmc_mean)):0.2f}\")\n", | |
"print(f\"MAE FMC median estimations: {np.mean(np.abs(fmc-fmc_med)):0.2f}\")\n", | |
"print(f\"MAE wrt FMC mean: {np.mean(np.abs(fmc-np.ones(fmc.shape)*np.mean(fmc))):0.2f}\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment