seagull.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = 'retina'\n",
    "\n",
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import dask\n",
    "import dask.array as da\n",
    "import dask.dataframe as dd\n",
    "\n",
    "from hist import Hist\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as colors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "matplotlib.rcParams['savefig.dpi'] = 120\n",
    "matplotlib.rcParams['figure.dpi'] = 120"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table style=\"border: 2px solid white;\">\n",
       "<tr>\n",
       "<td style=\"vertical-align: top; border: 0px solid white\">\n",
       "<h3 style=\"text-align: left;\">Client</h3>\n",
       "<ul style=\"text-align: left; list-style: none; margin: 0; padding: 0;\">\n",
       "  <li><b>Scheduler: </b>tcp://10.128.0.85:37591</li>\n",
       "  <li><b>Dashboard: </b><a href='/user/cwalter/cori-shared-node-cpu/proxy/10.128.0.85:33197/status' target='_blank'>/user/cwalter/cori-shared-node-cpu/proxy/10.128.0.85:33197/status</a></li>\n",
       "</ul>\n",
       "</td>\n",
       "<td style=\"vertical-align: top; border: 0px solid white\">\n",
       "<h3 style=\"text-align: left;\">Cluster</h3>\n",
       "<ul style=\"text-align: left; list-style:none; margin: 0; padding: 0;\">\n",
       "  <li><b>Workers: </b>159</li>\n",
       "  <li><b>Cores: </b>159</li>\n",
       "  <li><b>Memory: </b>2.52 TB</li>\n",
       "</ul>\n",
       "</td>\n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Client: 'tcp://10.128.0.85:37591' processes=159 threads=159, memory=2.52 TB>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import multiprocessing.popen_spawn_posix\n",
    "from dask.distributed import Client, LocalCluster\n",
    "\n",
    "#cluster = LocalCluster(n_workers=6, \n",
    "#                       threads_per_worker=1,\n",
    "#                       memory_limit='5Gb')\n",
    "#client = Client(cluster)\n",
    "\n",
    "dask.config.config[\"distributed\"][\"dashboard\"][\"link\"] = \"{JUPYTERHUB_SERVICE_PREFIX}proxy/{host}:{port}/status\"\n",
    "client = Client(scheduler_file='/global/cscratch1/sd/cwalter/dask-mpi/scheduler.json')\n",
    "\n",
    "client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from functools import wraps\n",
    "\n",
    "def dask_hist(func):\n",
    "    \n",
    "    @wraps(func)\n",
    "    def send_to_dask(dataframe):\n",
    "        return dask.dataframe.map_partitions(func, dataframe).compute().sum()\n",
    "\n",
    "    return send_to_dask\n",
    "\n",
    "def profile_plot(func):\n",
    "\n",
    "    @wraps(func)\n",
    "    def create_plot(dataframe, **kwargs):\n",
    "        \n",
    "        dask_histogram = func(dataframe)\n",
    "        centers = dask_histogram.axes.centers[0]\n",
    " \n",
    "        results = dask_histogram.view()\n",
    "        mean = results.value\n",
    "        error_on_mean = np.sqrt(results.variance/results.count)  \n",
    "        \n",
    "        ax=kwargs.pop('ax', None)\n",
    "        if ax is None:\n",
    "            ax = plt.gca()\n",
    " \n",
    "        return ax.errorbar(x=centers, y=mean, yerr=error_on_mean, fmt = '.', markersize=3, **kwargs)\n",
    "\n",
    "    return create_plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Columns: ['id' 'mag_r' 'z' 'ra' 'dec' 'g1' 'g2'] #Rows: 6.263019986\n"
     ]
    }
   ],
   "source": [
    "scratch= os.environ[\"SCRATCH\"]\n",
    "#scratch = '/Users/walter/LSST/work'\n",
    "\n",
    "#selected=['id', 'mag_r', 'g1', 'g2', 'e1','e2']\n",
    "selected = ['id', 'mag_r', 'z', 'ra', 'dec', 'g1', 'g2']\n",
    "\n",
    "#df = pd.read_parquet('shear-matched.parquet')#.dropna()\n",
    "#df = dd.read_parquet(f'{scratch}/parquet-cosmoDC2/shear-cosmoDC2-*.parquet', columns=selected)\n",
    "#df = dd.read_parquet(f'{scratch}/parquet-skysim-small/*.parquet', columns=selected, engine='pyarrow')\n",
    "df = dd.read_parquet(f'{scratch}/parquet-skysim/*.parquet', columns=selected, engine='pyarrow')\n",
    "#df = dd.read_parquet(f'{scratch}/skysim-sampled', columns=selected, engine='pyarrow')\n",
    "df = df.persist()\n",
    "\n",
    "print('Columns:', df.columns.values, '#Rows:', df.z.size.compute()/1e9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%script false\n",
    "\n",
    "scratch= os.environ[\"SCRATCH\"]\n",
    "\n",
    "selected=['galaxy_id', 'mag_r', 'redshift_true', 'ra', 'dec', 'shear_1', 'shear_2']\n",
    "rename_map ={'galaxy_id':'id', 'mag_r':'mag_r', 'redshift_true':'z', 'ra':'ra', 'dec':'dec', 'shear_1':'g1', 'shear_2':'g2'}\n",
    "\n",
    "df = dd.read_parquet(f'/global/cfs/cdirs/lsst/shared/xgal/cosmoDC2/cosmoDC2_v1.1.4_parquet/*',columns=selected, engine='pyarrow')\n",
    "df = df.rename(columns=rename_map)\n",
    "df = df.query('mag_r < 29')\n",
    "print('Columns:', df.columns.values, '#Rows:', df.ra.size.compute()/1e9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "g1 mean = 0.000453\n",
      "g2 mean = -0.000039\n"
     ]
    }
   ],
   "source": [
    "print(f'g1 mean = {df.g1.mean().compute():.6f}')\n",
    "print(f'g2 mean = {df.g2.mean().compute():.6f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create some histograms functions to book and fill.\n",
    "\n",
    "@dask_hist\n",
    "def hist_z(df):\n",
    "\n",
    "    h = Hist.new.Reg(50, 0, 3).Double()\n",
    "    h.fill(df.z)\n",
    "    return h\n",
    "\n",
    "@profile_plot\n",
    "@dask_hist\n",
    "def hist_g1_prof(df):\n",
    "\n",
    "    h = Hist.new.Reg(50, -0.05, 0.05).Mean()\n",
    "    h.fill(df.g2, sample=df.g1)\n",
    "    return h\n",
    "\n",
    "@profile_plot\n",
    "@dask_hist\n",
    "def hist_g1_z_prof(df):\n",
    "\n",
    "    h = Hist.new.Reg(50, 0, 3).Mean()\n",
    "    h.fill(df.z, sample=df.g1)\n",
    "    return h\n",
    "\n",
    "@profile_plot\n",
    "@dask_hist\n",
    "def hist_g2_z_prof(df):\n",
    "\n",
    "    h = Hist.new.Reg(50, 0, 3).Mean()\n",
    "    h.fill(df.z, sample=df.g2)\n",
    "    return h"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<div style=\"display:flex; align-items:center;\">\n",
       "<div style=\"width:290px;\">\n",
       "<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"-10 -105 270 120\">\n",
       "<line x1=\"-5\" y1=\"0\" x2=\"255\" y2=\"0\" style=\"fill:none;stroke-width:2;stroke:currentColor\"/>\n",
       "<text text-anchor=\"middle\" x=\"0\" y=\"15\" style=\"fill:currentColor;\">\n",
       "0\n",
       "</text>\n",
       "<text text-anchor=\"middle\" x=\"250\" y=\"15\" style=\"fill:currentColor;\">\n",
       "3\n",
       "</text>\n",
       "<text text-anchor=\"middle\" x=\"125.0\" y=\"15\" style=\"fill:currentColor;\">\n",
       "Axis 0\n",
       "</text>\n",
       "<polyline points=\"  0,0   0,-0.306   5,-0.306   5,-1.91  10,-1.91  10,-4.88  15,-4.88  15,-9.24  20,-9.24  20,-14.5  25,-14.5  25,-20.3  30,-20.3  30,-26.7  35,-26.7  35,-33.4  40,-33.4  40,-40.5  45,-40.5  45,-47.2  50,-47.2  50,-54.1  55,-54.1  55,-61  60,-61  60,-67.1  65,-67.1  65,-73.3  70,-73.3  70,-79.1  75,-79.1  75,-85  80,-85  80,-89.5  85,-89.5  85,-94  90,-94  90,-97.6  95,-97.6  95,-99.2 100,-99.2 100,-100 105,-100 105,-99.9 110,-99.9 110,-100 115,-100 115,-99.7 120,-99.7 120,-99.3 125,-99.3 125,-98.2 130,-98.2 130,-96.5 135,-96.5 135,-94.2 140,-94.2 140,-92.1 145,-92.1 145,-90.7 150,-90.7 150,-88.5 155,-88.5 155,-85.7 160,-85.7 160,-83.7 165,-83.7 165,-81.4 170,-81.4 170,-78 175,-78 175,-75.3 180,-75.3 180,-72.6 185,-72.6 185,-68.4 190,-68.4 190,-66.9 195,-66.9 195,-63.3 200,-63.3 200,-60.2 205,-60.2 205,-57.3 210,-57.3 210,-55.4 215,-55.4 215,-51.6 220,-51.6 220,-49.7 225,-49.7 225,-48.5 230,-48.5 230,-47.4 235,-47.4 235,-45.8 240,-45.8 240,-45 245,-45 245,-43 250,-43 250,0\" style=\"fill:none; stroke:currentColor;\"/>\n",
       "</svg>\n",
       "</div>\n",
       "<div style=\"flex=grow:1;\">\n",
       "Regular(50, 0, 3, label='Axis 0')<br/>\n",
       "<hr style=\"margin-top:.2em; margin-bottom:.2em;\"/>\n",
       "Double() Σ=6212183293.0 <em>(6263019986.0 with flow)</em>\n",
       "\n",
       "</div>\n",
       "</div>\n",
       "</html>"
      ],
      "text/plain": [
       "Hist(Regular(50, 0, 3, label='Axis 0'), storage=Double()) # Sum: 6212183293.0 (6263019986.0 with flow)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hist_z(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 493,
       "width": 1213
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10, 4), constrained_layout=True)\n",
    "gs = fig.add_gridspec(1, 2, width_ratios=[0.8, 1])\n",
    "ax0 = fig.add_subplot(gs[0, 0])\n",
    "ax1 = fig.add_subplot(gs[0, 1])\n",
    "\n",
    "hist_g1_z_prof(df, ax=ax0)\n",
    "\n",
    "ax0.set_ylim(bottom=0)\n",
    "ax0.set_xlabel(r'$z$')\n",
    "ax0.set_ylabel(r'$\\langle g_1 \\rangle$')\n",
    "\n",
    "hist_g2_z_prof(df, ax=ax1)\n",
    "\n",
    "ax1.set_xlabel(r'$z$')\n",
    "ax1.set_ylabel(r'$\\langle g_2 \\rangle$');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 437,
       "width": 676
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist_g1_prof(df)\n",
    "\n",
    "plt.ylim(bottom=0)\n",
    "plt.xlabel(r'$g_2$')\n",
    "plt.ylabel(r'$\\langle g_1 \\rangle$');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%script false\n",
    "\n",
    "@profile_plot\n",
    "@dask_hist\n",
    "def hist_g1_prime_prof(df):\n",
    "    \n",
    "    h = Hist.new.Reg(50, -0.05, 0.05).Mean()\n",
    "    h.fill(df.g2, sample=df.g1_prime)\n",
    "    return h\n",
    "\n",
    "slope_g1 = .00085/3 # <g1>/z\n",
    "slope_g2 = -7e-5/3 # <g2>/z\n",
    "\n",
    "df['g2_prime'] = df.g2 - slope_g2*df.z\n",
    "df['g1_prime'] = df.g1 - slope_g1*df.z\n",
    "\n",
    "hist_g1_prof(df, label=r'$\\langle g_1 \\rangle$')\n",
    "hist_g1_prime_prof(df, label=r'$\\langle g^{\\prime}_1 \\rangle$')\n",
    "\n",
    "plt.legend()\n",
    "plt.title('$g_1$ Profile Histogram')\n",
    "plt.xlabel(r'$g_2$')\n",
    "plt.ylabel(r'$\\langle g_1 \\rangle$')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "@dask_hist\n",
    "def dask_heatmap(df):\n",
    "    \n",
    "    h = Hist.new.Reg(50, 0, 3, name='Redshift', label='z').Reg(50, -0.03, 0.03, name='$g_1$').Double()\n",
    "    h.fill(df.z, df.g1)\n",
    "    return h"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%script false\n",
    "\n",
    "import holoviews as hv\n",
    "from holoviews import opts\n",
    "hv.extension('bokeh')\n",
    "\n",
    "heatmap = dask_heatmap(df)\n",
    "\n",
    "values= heatmap.view()\n",
    "x = heatmap.axes[0].edges\n",
    "y = heatmap.axes[1].edges\n",
    "\n",
    "heat_opts = opts.HeatMap(tools=['hover'], colorbar=True, width=700, height=500, cformatter='%2.0e', cmap='Viridis', xlabel='z', ylabel='g1')\n",
    "hv.HeatMap((x, y, values.T)).opts(heat_opts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 493,
       "width": 1213
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10, 4), constrained_layout=True)\n",
    "gs = fig.add_gridspec(1, 2, width_ratios=[0.8, 1])\n",
    "ax0 = fig.add_subplot(gs[0, 0])\n",
    "ax1 = fig.add_subplot(gs[0, 1])\n",
    "\n",
    "dask_heatmap(df).plot(ax=ax0, cbar=False)\n",
    "ax0.set_title('Heatmap')\n",
    "\n",
    "hist_z(df.query('-0.002 < g1 < 0.002')).plot(ax=ax1, histtype='errorbar', markersize=4)\n",
    "ax1.set_xlabel('z')\n",
    "ax1.set_ylabel('Counts')\n",
    "ax1.set_title('-0.002 < $g_1$ < 0.002')\n",
    "ax1.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<div style=\"display:flex; align-items:center;\">\n",
       "<div style=\"width:290px;\">\n",
       "<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"-10 -105 270 120\">\n",
       "<line x1=\"-5\" y1=\"0\" x2=\"255\" y2=\"0\" style=\"fill:none;stroke-width:2;stroke:currentColor\"/>\n",
       "<text text-anchor=\"middle\" x=\"0\" y=\"15\" style=\"fill:currentColor;\">\n",
       "-0.1\n",
       "</text>\n",
       "<text text-anchor=\"middle\" x=\"250\" y=\"15\" style=\"fill:currentColor;\">\n",
       "0.1\n",
       "</text>\n",
       "<text text-anchor=\"middle\" x=\"125.0\" y=\"15\" style=\"fill:currentColor;\">\n",
       "Axis 0\n",
       "</text>\n",
       "<polyline points=\"  0,0   0,-0.57   5,-0.57   5,-0.759  10,-0.759  10,-1.02  15,-1.02  15,-1.35  20,-1.35  20,-1.81  25,-1.81  25,-2.42  30,-2.42  30,-3.24  35,-3.24  35,-4.34  40,-4.34  40,-5.78  45,-5.78  45,-7.6  50,-7.6  50,-10  55,-10  55,-13.1  60,-13.1  60,-16.9  65,-16.9  65,-21.6  70,-21.6  70,-27.3  75,-27.3  75,-33.9  80,-33.9  80,-41.6  85,-41.6  85,-49.9  90,-49.9  90,-58.8  95,-58.8  95,-67.9 100,-67.9 100,-76.8 105,-76.8 105,-85 110,-85 110,-91.7 115,-91.7 115,-96.7 120,-96.7 120,-99.6 125,-99.6 125,-100 130,-100 130,-98 135,-98 135,-93.8 140,-93.8 140,-87.6 145,-87.6 145,-80 150,-80 150,-71.4 155,-71.4 155,-62.3 160,-62.3 160,-53.3 165,-53.3 165,-44.7 170,-44.7 170,-36.9 175,-36.9 175,-29.9 180,-29.9 180,-23.8 185,-23.8 185,-18.8 190,-18.8 190,-14.6 195,-14.6 195,-11.3 200,-11.3 200,-8.61 205,-8.61 205,-6.54 210,-6.54 210,-4.93 215,-4.93 215,-3.7 220,-3.7 220,-2.78 225,-2.78 225,-2.09 230,-2.09 230,-1.58 235,-1.58 235,-1.18 240,-1.18 240,-0.899 245,-0.899 245,-0.675 250,-0.675 250,0\" style=\"fill:none; stroke:currentColor;\"/>\n",
       "</svg>\n",
       "</div>\n",
       "<div style=\"flex=grow:1;\">\n",
       "Regular(50, -0.1, 0.1, label='Axis 0')<br/>\n",
       "<hr style=\"margin-top:.2em; margin-bottom:.2em;\"/>\n",
       "Double() Σ=119803761.0 <em>(120115038.0 with flow)</em>\n",
       "\n",
       "</div>\n",
       "</div>\n",
       "</html>"
      ],
      "text/plain": [
       "Hist(Regular(50, -0.1, 0.1, label='Axis 0'), storage=Double()) # Sum: 119803761.0 (120115038.0 with flow)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "@dask_hist\n",
    "def g1_slice(selected):\n",
    "    \n",
    "    h = Hist.new.Reg(50, -0.1, 0.1).Double()\n",
    "    h.fill(selected.g1)\n",
    "    return h\n",
    "\n",
    "g1_slice(df.query('z>2.95'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "@dask_hist\n",
    "def sky_blocks(df):\n",
    "    \n",
    "    h = Hist.new.Reg(3, 0, 90, name='RA').Reg(3, -90, 0, name='Dec').Reg(50, 0, 3, name='Redshift').Mean()\n",
    "    h.fill(df.ra, df.dec, df.z, sample=df.g1)\n",
    "    return h"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 444,
       "width": 670
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "blocks_2d = sky_blocks(df).project('RA','Dec');\n",
    "\n",
    "mean_2d = blocks_2d.view().value\n",
    "x = blocks_2d.axes[0].edges\n",
    "y = blocks_2d.axes[1].edges\n",
    "plt.pcolormesh(x, y, mean_2d.T)\n",
    "\n",
    "plt.colorbar()\n",
    "plt.xlabel('RA')\n",
    "plt.ylabel('Dec')\n",
    "\n",
    "import matplotlib.patches as patches\n",
    "currentAxis = plt.gca()\n",
    "cosmoDC2 = patches.Rectangle((48,-47),28,23,linewidth=1,edgecolor='r',facecolor='none')\n",
    "currentAxis.add_patch(cosmoDC2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 444,
       "width": 690
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "blocks = sky_blocks(df)\n",
    "ra_dec_axes = blocks[:,:,0].axes\n",
    "\n",
    "for index in np.ndindex(3, 3):\n",
    "\n",
    "    bin = ra_dec_axes.bin(*index)\n",
    "    label = f'RA [{bin[0][0]:<2.0f} {bin[0][1]:>2.0f}] Dec [{bin[1][0]:<3.0f} {bin[1][1]:>3.0f}]'\n",
    "    \n",
    "    patch = blocks[index[0], index[1], :]\n",
    "    centers = patch.axes.centers[0]\n",
    "    mean = patch.view().value\n",
    "    error_on_mean = np.sqrt(patch.view().variance/patch.view().count) \n",
    "    \n",
    "    plt.errorbar(x=centers, y=mean, yerr=error_on_mean, fmt = '.', markersize=3, elinewidth=.7, label=label)\n",
    "    \n",
    "plt.ylim(bottom=-.0006, top=.0020);\n",
    "plt.legend(prop={'size': 7})\n",
    "plt.xlabel(r'$z$')\n",
    "plt.ylabel(r'$\\langle g_1 \\rangle$');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 437,
       "width": 652
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "binning = 3\n",
    "\n",
    "@dask_hist\n",
    "def mean_g1(df):\n",
    "    \n",
    "    h = Hist.new.Reg(binning, 0, 90, name='RA').Reg(binning, -90, 0, name='Dec').Mean()\n",
    "    h.fill(df.ra, df.dec, sample=df.g1)\n",
    "    return h\n",
    "\n",
    "@dask_hist\n",
    "def mean_g2(df):\n",
    "    \n",
    "    h = Hist.new.Reg(binning, 0, 90, name='RA').Reg(binning, -90, 0, name='Dec').Mean()\n",
    "    h.fill(df.ra, df.dec, sample=df.g2)\n",
    "    return h\n",
    "\n",
    "g1_hist = mean_g1(df)\n",
    "g2_hist = mean_g2(df)\n",
    "\n",
    "x_centers = g1_hist.axes[0].centers\n",
    "y_centers = g1_hist.axes[1].centers\n",
    "\n",
    "g1 = g1_hist.view().value\n",
    "g2 = g2_hist.view().value\n",
    "\n",
    "reduced_shear = g1 + g2*1j\n",
    "magnitude = np.abs(reduced_shear.T)\n",
    "phi = np.angle(reduced_shear.T)/2\n",
    "\n",
    "plt.quiver(x_centers, y_centers, magnitude*np.cos(phi), magnitude*np.sin(phi), pivot='mid', width=.003)\n",
    "plt.xlabel('RA')\n",
    "plt.ylabel('Dec');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%script false\n",
    "\n",
    "client.cancel(df)\n",
    "client.restart();"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "dask",
   "language": "python",
   "name": "dask"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}