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@rbiswas4
Created July 2, 2020 12:19
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{
"cells": [
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import numpy as np\n%matplotlib inline\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nsns.set_style('whitegrid')\nsns.set_context('talk')",
"execution_count": 31,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import healpy as hp",
"execution_count": 5,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import pandas as pd",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "avail = pd.read_csv('minion_1016_recalc_wfd_avail.csv', index_col='hid')",
"execution_count": 24,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "sel = pd.read_csv('minion_1016_recalc_wfd_sel.csv', index_col='hid')",
"execution_count": 25,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "NSIDE = 256",
"execution_count": 29,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "avail_map = np.ones(hp.nside2npix(NSIDE)) * hp.UNSEEN\navail_map[avail.index.values] = avail.numVisits",
"execution_count": 32,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "hp.mollview(avail_map, nest=True)",
"execution_count": 34,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 612x388.8 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "sel_map = np.ones(hp.nside2npix(NSIDE)) * hp.UNSEEN\nsel_map[sel.index.values] = sel.numVisits",
"execution_count": 36,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "hp.mollview(sel_map, nest=True)",
"execution_count": 38,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 612x388.8 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.7.1",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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