Created
November 13, 2020 20:36
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Amon and Omon comparisons
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1368x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<Figure size 1368x288 with 0 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1368x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<Figure size 1368x288 with 0 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"d1 = dLDEO[(dLDEO.table_id == 'Amon')&(dLDEO.activity_id != 'DCPP')]\n", | |
"d2 = dGFDL[(dGFDL.table_id == 'Amon')&(dGFDL.activity_id != 'DCPP')]\n", | |
"d3 = dCEDA[(dCEDA.table_id == 'Amon')&(dCEDA.activity_id != 'DCPP')]\n", | |
"\n", | |
"plot_activity(d1,d2,d3,ymax=42000,title_add=' - Amon, no DCPP')\n", | |
"plt.savefig('Amon-byActivity.png')\n", | |
"plot_institution(d1,d2,d3,ymax=40000,title_add=' - Amon, no DCPP')\n", | |
"plt.savefig('Amon-byInstitution.png')\n", | |
"#plot_table(d1,d2,d3,ymax=200000,title_add=' - Amon, no DCPP')\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1368x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<Figure size 1368x288 with 0 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1368x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<Figure size 1368x288 with 0 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"d1 = dLDEO[(dLDEO.table_id == 'Omon')&(dLDEO.activity_id != 'DCPP')]\n", | |
"d2 = dGFDL[(dGFDL.table_id == 'Omon')&(dGFDL.activity_id != 'DCPP')]\n", | |
"d3 = dCEDA[(dCEDA.table_id == 'Omon')&(dCEDA.activity_id != 'DCPP')]\n", | |
"\n", | |
"plot_activity(d1,d2,d3,ymax=30000,title_add=' - Omon, no DCPP')\n", | |
"plt.savefig('Omon-byActivity.jpg')\n", | |
"plot_institution(d1,d2,d3,ymax=20000,title_add=' - Omon, no DCPP')\n", | |
"plt.savefig('Omon-byInstitution.jpg')\n", | |
"#plot_table(d1,d2,d3,ymax=100000,title_add=' - Omon, no DCPP')" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "pangeo-Oct2019", | |
"language": "python", | |
"name": "pangeo-oct2019" | |
}, | |
"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 | |
} |
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