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@colinmegill
Created October 18, 2020 00:29
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{
"cells": [
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"import scanpy as sc\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"# Documentation: https://exoplanetarchive.ipac.caltech.edu/docs/API_PS_columns.html"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/colinmegill/anaconda3/lib/python3.7/site-packages/IPython/core/interactiveshell.py:3058: DtypeWarning: Columns (4,5) have mixed types.Specify dtype option on import or set low_memory=False.\n",
" interactivity=interactivity, compiler=compiler, result=result)\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>rowid</th>\n",
" <th>hostname</th>\n",
" <th>pl_letter</th>\n",
" <th>hd_name</th>\n",
" <th>hip_name</th>\n",
" <th>tic_id</th>\n",
" <th>gaia_id</th>\n",
" <th>default_flag</th>\n",
" <th>sy_snum</th>\n",
" <th>sy_pnum</th>\n",
" <th>...</th>\n",
" <th>sy_kepmagerr2</th>\n",
" <th>rowupdate</th>\n",
" <th>pl_pubdate</th>\n",
" <th>releasedate</th>\n",
" <th>pl_nnotes</th>\n",
" <th>st_nphot</th>\n",
" <th>st_nrvc</th>\n",
" <th>st_nspec</th>\n",
" <th>pl_nespec</th>\n",
" <th>pl_ntranspec</th>\n",
" </tr>\n",
" <tr>\n",
" <th>pl_name</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>11 Com b</th>\n",
" <td>1</td>\n",
" <td>11 Com</td>\n",
" <td>b</td>\n",
" <td>HD 107383</td>\n",
" <td>HIP 60202</td>\n",
" <td>TIC 72437047</td>\n",
" <td>Gaia DR2 3946945413106333696</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>2014-05-14</td>\n",
" <td>2008-01</td>\n",
" <td>2014-05-14</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11 Com b</th>\n",
" <td>2</td>\n",
" <td>11 Com</td>\n",
" <td>b</td>\n",
" <td>HD 107383</td>\n",
" <td>HIP 60202</td>\n",
" <td>TIC 72437047</td>\n",
" <td>Gaia DR2 3946945413106333696</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>2014-07-23</td>\n",
" <td>2011-08</td>\n",
" <td>2014-07-23</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11 UMi b</th>\n",
" <td>3</td>\n",
" <td>11 UMi</td>\n",
" <td>b</td>\n",
" <td>HD 136726</td>\n",
" <td>HIP 74793</td>\n",
" <td>TIC 230061010</td>\n",
" <td>Gaia DR2 1696798367260229376</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>2018-04-25 14:08:01</td>\n",
" <td>2011-08</td>\n",
" <td>2014-07-23</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11 UMi b</th>\n",
" <td>4</td>\n",
" <td>11 UMi</td>\n",
" <td>b</td>\n",
" <td>HD 136726</td>\n",
" <td>HIP 74793</td>\n",
" <td>TIC 230061010</td>\n",
" <td>Gaia DR2 1696798367260229376</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>2018-09-04 16:14:36</td>\n",
" <td>2017-03</td>\n",
" <td>2018-09-06</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11 UMi b</th>\n",
" <td>5</td>\n",
" <td>11 UMi</td>\n",
" <td>b</td>\n",
" <td>HD 136726</td>\n",
" <td>HIP 74793</td>\n",
" <td>TIC 230061010</td>\n",
" <td>Gaia DR2 1696798367260229376</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>2018-04-25 14:08:01</td>\n",
" <td>2009-10</td>\n",
" <td>2014-05-14</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 298 columns</p>\n",
"</div>"
],
"text/plain": [
" rowid hostname pl_letter hd_name hip_name tic_id \\\n",
"pl_name \n",
"11 Com b 1 11 Com b HD 107383 HIP 60202 TIC 72437047 \n",
"11 Com b 2 11 Com b HD 107383 HIP 60202 TIC 72437047 \n",
"11 UMi b 3 11 UMi b HD 136726 HIP 74793 TIC 230061010 \n",
"11 UMi b 4 11 UMi b HD 136726 HIP 74793 TIC 230061010 \n",
"11 UMi b 5 11 UMi b HD 136726 HIP 74793 TIC 230061010 \n",
"\n",
" gaia_id default_flag sy_snum sy_pnum ... \\\n",
"pl_name ... \n",
"11 Com b Gaia DR2 3946945413106333696 1 2 1 ... \n",
"11 Com b Gaia DR2 3946945413106333696 0 2 1 ... \n",
"11 UMi b Gaia DR2 1696798367260229376 0 1 1 ... \n",
"11 UMi b Gaia DR2 1696798367260229376 1 1 1 ... \n",
"11 UMi b Gaia DR2 1696798367260229376 0 1 1 ... \n",
"\n",
" sy_kepmagerr2 rowupdate pl_pubdate releasedate \\\n",
"pl_name \n",
"11 Com b NaN 2014-05-14 2008-01 2014-05-14 \n",
"11 Com b NaN 2014-07-23 2011-08 2014-07-23 \n",
"11 UMi b NaN 2018-04-25 14:08:01 2011-08 2014-07-23 \n",
"11 UMi b NaN 2018-09-04 16:14:36 2017-03 2018-09-06 \n",
"11 UMi b NaN 2018-04-25 14:08:01 2009-10 2014-05-14 \n",
"\n",
" pl_nnotes st_nphot st_nrvc st_nspec pl_nespec pl_ntranspec \n",
"pl_name \n",
"11 Com b 2 1 2 0 0 0 \n",
"11 Com b 2 1 2 0 0 0 \n",
"11 UMi b 0 1 1 0 0 0 \n",
"11 UMi b 0 1 1 0 0 0 \n",
"11 UMi b 0 1 1 0 0 0 \n",
"\n",
"[5 rows x 298 columns]"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv('./PS_2020.10.16_20.46.18.csv', \n",
" index_col='pl_name')\n",
"\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7fe6f1d04b00>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(df[\"sy_dist\"], df[\"ra\"], s=df[\"pl_radj\"], c=df[\"sy_kepmag\"])"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7fe6c5a52550>"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(df[\"ra\"], df[\"dec\"], s=df[\"pl_radj\"])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7fe6d58d5a58>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(df[\"glon\"], df[\"glat\"], s=df[\"pl_radj\"])"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7fe6d4d9f828>"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(df[\"elon\"], df[\"elat\"], s=df[\"pl_radj\"])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"ename": "ValueError",
"evalue": "could not convert string to float: '11 Com'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-37-8b3a82a5b091>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0madata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mAnnData\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0madata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwrite\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./exoxo.h5ad'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/anndata/base.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, X, obs, var, uns, obsm, varm, layers, raw, dtype, shape, filename, filemode, asview, oidx, vidx)\u001b[0m\n\u001b[1;32m 680\u001b[0m \u001b[0mlayers\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlayers\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 681\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshape\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 682\u001b[0;31m filename=filename, filemode=filemode)\n\u001b[0m\u001b[1;32m 683\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 684\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_init_as_view\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madata_ref\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'AnnData'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moidx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mIndex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvidx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mIndex\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/anndata/base.py\u001b[0m in \u001b[0;36m_init_as_actual\u001b[0;34m(self, X, obs, var, uns, obsm, varm, raw, layers, dtype, shape, filename, filemode)\u001b[0m\n\u001b[1;32m 845\u001b[0m \u001b[0mX\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 846\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# is np.ndarray\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 847\u001b[0;31m \u001b[0mX\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 848\u001b[0m \u001b[0;31m# data matrix and shape\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 849\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_X\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mValueError\u001b[0m: could not convert string to float: '11 Com'"
]
}
],
"source": [
"adata = sc.AnnData(X=df)\n",
"adata.write('./exoxo.h5ad')"
]
},
{
"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": "3.7.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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