shearshear_test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.insert(0, \"/global/homes/h/husni/.local/lib/python3.6/site-packages\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "import seaborn as sns;sns.set_style('darkgrid')\n",
    "import pandas as pd\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "matplotlib.rcParams['figure.figsize'] = 19,14\n",
    "sns.set_context('poster')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install --upgrade treecorr --user"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import GCRCatalogs\n",
    "from GCR import GCRQuery\n",
    "# Load the object catalog\n",
    "catalog = GCRCatalogs.load_catalog('cosmoDC2_v1.1.4')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "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>redshift</th>\n",
       "      <th>mag_r</th>\n",
       "      <th>ra</th>\n",
       "      <th>dec</th>\n",
       "      <th>shear1</th>\n",
       "      <th>shear2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.022012</td>\n",
       "      <td>15.969118</td>\n",
       "      <td>62.584977</td>\n",
       "      <td>-40.334110</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.020724</td>\n",
       "      <td>19.318966</td>\n",
       "      <td>61.398620</td>\n",
       "      <td>-41.036142</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.020339</td>\n",
       "      <td>17.240576</td>\n",
       "      <td>61.024250</td>\n",
       "      <td>-39.783545</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.018407</td>\n",
       "      <td>17.741489</td>\n",
       "      <td>61.420014</td>\n",
       "      <td>-39.964448</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.021334</td>\n",
       "      <td>14.139737</td>\n",
       "      <td>61.869596</td>\n",
       "      <td>-40.907121</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   redshift      mag_r         ra        dec  shear1  shear2\n",
       "0  0.022012  15.969118  62.584977 -40.334110    -0.0    -0.0\n",
       "1  0.020724  19.318966  61.398620 -41.036142    -0.0    -0.0\n",
       "2  0.020339  17.240576  61.024250 -39.783545    -0.0    -0.0\n",
       "3  0.018407  17.741489  61.420014 -39.964448    -0.0    -0.0\n",
       "4  0.021334  14.139737  61.869596 -40.907121    -0.0    -0.0"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(catalog.get_quantities(['ra', 'dec', 'redshift', 'shear1', 'shear2', 'mag_r']))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df[df['mag_r']<24]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2553591"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.Datacatalog.get_quantities('ra')\n",
    "dec = catalog.get_quantities('dec')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2b3fed0e82b0>]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1368x1008 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 818,
       "width": 1142
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(ra, dec, ',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "import treecorr as tr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "cat = tr.Catalog(g1=df2['shear1'], g2=df2['shear2'], ra=df2['ra'], dec=df2['dec'],\n",
    "                 ra_units='degrees', dec_units='degrees')\n",
    "\n",
    "min_sep = 0.01  # in degrees\n",
    "max_sep = 2  # in degrees\n",
    "nbins = 24  # number of bins\n",
    "\n",
    "corr = tr.GGCorrelation(min_sep=min_sep, max_sep=max_sep,\n",
    "                            nbins=nbins, sep_units='degrees')\n",
    "corr.process(cat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1368x1008 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 819,
       "width": 1147
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.exp(corr.logr), corr.xip)\n",
    "plt.xscale('log')\n",
    "plt.yscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "desc-stack-dev",
   "language": "python",
   "name": "desc-stack-dev"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}