jupyter-notebooks/plotting/Plot-Simulations-Hist.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MESS.plotting.plot_simulations_hist()\n",
    "A demonstration of the `MESS.plotting.plot_simulations_hist` routine, which plots histograms for sets of simulations grouped by `community_assembly_model`. Very useful for getting a sense of how your parameters impact the summary statistics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import display,SVG\n",
    "from scipy.stats import entropy\n",
    "import MESS\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import collections\n",
    "\n",
    "pd.set_option('display.max_rows', 500)\n",
    "pd.set_option('display.max_columns', 500)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we'll select only the sumstats relevant to the abundance and trait axes. Select only simulations of lambda 0.85 +/- 0.1, and do not normalize the Hill numbers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Removed invariant targets. Retained: ['S', 'abund_h1', 'abund_h2', 'abund_h3', 'abund_h4', 'pi_h1', 'pi_h2', 'pi_h3', 'pi_h4', 'mean_pi', 'std_pi', 'skewness_pi', 'kurtosis_pi', 'median_pi', 'iqr_pi', 'SGD_0', 'SGD_1', 'SGD_2', 'SGD_3', 'SGD_4', 'SGD_5', 'SGD_6', 'SGD_7', 'SGD_8', 'SGD_9', 'abundance_pi_cor', 'trait_h1', 'trait_h2', 'trait_h3', 'trait_h4', 'mean_local_traits', 'std_local_traits', 'skewness_local_traits', 'kurtosis_local_traits', 'median_local_traits', 'iqr_local_traits', 'mean_regional_traits', 'std_regional_traits', 'skewness_regional_traits', 'kurtosis_regional_traits', 'median_regional_traits', 'iqr_regional_traits', 'reg_loc_mean_trait_dif', 'reg_loc_std_trait_dif', 'reg_loc_skewness_trait_dif', 'reg_loc_kurtosis_trait_dif', 'reg_loc_median_trait_dif', 'reg_loc_iqr_trait_dif', 'abundance_trait_cor', 'pi_trait_cor']\n",
      "Nsims\n",
      "  neutral\t354\n",
      "  filtering\t352\n",
      "  competition\t294\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 56 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "simfile = \"/home/isaac/Continuosity/MESS/analysis/figure5-sims/SIMOUT.txt\"\n",
    "_ = MESS.plotting.plot_simulations_hist(simfile, verbose=True, normalize_hills=True,\\\n",
    "                                        figsize=(20, 20), select=0.75, tol=.1,\\\n",
    "                                        feature_set=MESS.stats.feature_sets()[\"abundance+pi+trait\"])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Zoom in on a couple of the plots that are more interesting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Removed invariant targets. Retained: ['abund_h1']\n",
      "Nsims\n",
      "  neutral\t1617\n",
      "  filtering\t1544\n",
      "  competition\t1511\n"
     ]
    },
    {
     "data": {
      "image/png": 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SXJfkzqq6bh3XAgAAAABgGevawXxjkhPd/UR3fy3J/UluXdO1AAAAAABYQHX3hf+lVbcnOdTdb1jdfl2Sm7r7nh33uTvJ3aubL0/y+AUPwqa6PMnTS4fgQDFzzM3MMTczx9zMHHMyb8zNzDE3M8e6XNXdz9/tTltrunid5Xvf0mR3931J7lvT9dlgVfXJ7r5h6RwcHGaOuZk55mbmmJuZY07mjbmZOeZm5ljauo7IOJnkyh23r0jyxTVdCwAAAACABayrYH44yUur6pqqujjJHUk+sKZrAQAAAACwgLUckdHdZ6rqniQfSXJRkvd296PruBYHkqNVmJuZY25mjrmZOeZm5piTeWNuZo65mTkWtZY/8gcAAAAAwOZb1xEZAAAAAABsOAUzAAAAAABDFMzsWVV1qKoer6oTVfWWs/z8N6vq06uvh6rq+iVysjkmzNytq3k7XlWfrKqfXiInm2O3mdtxv5+oqmeq6vY587FZJqxxr6qqr67WuONV9dYlcrI5pqxxq7k7XlWPVtU/z52RzTJhnXvzjjXukdVj6/cskZXNMGHmLquqD1bVp1br3F1L5GRzTJi551XVA6vXrZ+oqh9eIicHjzOY2ZOq6qIk/5HkF5KcTPJwkju7+7M77vNTSR7r7q9U1S1J/qS7b1okMPvexJm7NMnp7u6q+pEkf9Pd1y4SmH1vysztuN8/JfnfbP/R3PfNnZX9b+Ia96okf9jdv7xISDbKxJl7bpKHkhzq7ier6gXd/aVFArPvTX1c3XH/1yb5/e7++flSskkmrnN/lOSy7r63qp6f5PEkL+rury2Rmf1t4sz9WZJT3f2nVXVtknd296sXCcyBYgcze9WNSU509xOrB9/7k9y68w7d/VB3f2V18+NJrpg5I5tlysyd6m++K3dJEu/QcT52nbmVNyb52yRKF87H1HmDC2XKzP1Gkvd395NJolzmPJ3rOndnkr+eJRmbasrMdZLvrqpKcmmSLyc5M29MNsiUmbsuyUeTpLs/l+TqqnrhvDE5iBTM7FUvSfKFHbdPrr737fx2kg+tNRGbbtLMVdVtVfW5JA8m+a2ZsrGZdp25qnpJktuSvHvGXGymqY+rP7n6GO+HquqH5onGhpoycy9L8ryq+lhV/WtVvX62dGyiya8fquq7khzK9hu4MGrKzL0jySuSfDHJZ5K8qbu/MU88NtCUmftUkl9Nkqq6MclVsRmPGSiY2avqLN87627Rqvq5bBfM9641EZtu0sx19wOrYzF+Jcnb1p6KTTZl5v48yb3d/cwMedhsU+bt35Jc1d3XJ/mLJH+39lRssikzt5Xkx5P8UpLXJPnjqnrZuoOxsSa/fkjy2iTHuvvLa8zD5psyc69JcjzJi5P8aJJ3VNVz1h2MjTVl5t6e7Tdvj2f7k5D/HrvmmcHW0gHg2ziZ5Modt6/I9ru+32J1Du57ktzS3f81UzY206SZ+3/dfbSqfqCqLu/up9eejk00ZeZuSHL/9qcqc3mSX6yqM92t+ONc7Tpv3f3fO/79D1X1Lmsc52HKGncyydPdfTrJ6ao6muT6bJ8vCefqXJ7L3RHHY3D+pszcXUnevjpm70RVfT7JtUk+MU9ENszU53N3JcnqaJbPr75grexgZq96OMlLq+qaqro4208CP7DzDlX1/Unen+R13e2FCOdrysz94OpBOlX1Y0kuTuKNDUbtOnPdfU13X93dVyd5X5LfUy4zaMoa96Ida9yN2X6eaI1j1K4zl+Tvk7yyqrZWRxbclOSxmXOyOabMXKrqsiQ/m+35g/MxZeaeTPLqJFmdg/vyJE/MmpJNMuX53HNXP0uSNyQ5unMTAayLHczsSd19pqruSfKRJBcleW93P1pVv7P6+buTvDXJ9yZ51+r18JnuvmGpzOxvE2fu15K8vqq+nuR/kvz6jj/6B+dk4szBBTFx3m5P8rtVdSbba9wd1jhGTZm57n6sqj6c5NNJvpHkPd39yHKp2c/O4XH1tiT/uNo5D8MmztzbkvxlVX0m28cb3OuTQYyaOHOvSPJXVfVMks9m+zhRWLvyugEAAAAAgEIz7d8AAABBSURBVBGOyAAAAAAAYIiCGQAAAACAIQpmAAAAAACGKJgBAAAAABiiYAYAAAAAYIiCGQAAAACAIQpmAAAAAACG/B8Zlp9tA+Y82AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = MESS.plotting.plot_simulations_hist(simfile, verbose=True, normalize_hills=True, select=0.75, tol=0.1,\\\n",
    "                                        nsims=10000, feature_set=[\"abund_h1\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Removed invariant targets. Retained: ['S']\n",
      "Nsims\n",
      "  neutral\t815\n",
      "  filtering\t772\n",
      "  competition\t759\n"
     ]
    },
    {
     "data": {
      "image/png": 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XRPeH/AEAAAAAsNx2c4kMAAAAAACWmIAZAAAAAIAuAuYdqqojVXW6qs5U1R1D1wP0q6rnq+rJqnqiqh6drH2gqn5fVX+bfL146DqB86uqe6rq5ap6asva1F6uqu9M5vjpqvr8MFUD5zOlr++sqn9M5vYTVfWFLd/T1zACVXVlVf2xqp6pqlNV9c3JurkNI3ae3ja7l4xrMO9AVe1L8tckn01yNsnJJDe31p4etDCgS1U9n+Ta1torW9a+n+TV1tpdkz8iXdxa+/ZQNQLvrKquT/Jakl+01j45Wdu2l6vq6iT3JbkuyYeS/CHJx1prbw5UPrCNKX19Z5LXWms/OOex+hpGoqouS3JZa+3xqnp/kseSfDHJ12Juw2idp7e/GrN7qTiDeWeuS3KmtfZsa+31JPcnOTpwTcBsHU1y7+T2vdkcisAca62tJ3n1nOVpvXw0yf2ttX+31p5Lciab8x2YI1P6ehp9DSPRWnuptfb45Pa/kjyT5PKY2zBq5+ntafT2ghIw78zlSV7Ycv9szt8wwHxrSX5XVY9V1W2TtQOttZeSzSGZ5NLBqgN2Y1ovm+Uwbseq6i+TS2i89RZ6fQ0jVFUfSfKpJH+KuQ0L45zeTszupSJg3pnaZs21RWC8DrfWPp3kxiS3T96OCyw2sxzG6ydJPprkmiQvJfnhZF1fw8hU1fuS/DrJt1pr/zzfQ7dZ098wp7bpbbN7yQiYd+Zskiu33L8iyYsD1QLsUmvtxcnXl5M8mM235GxMrh/11nWkXh6uQmAXpvWyWQ4j1VrbaK292Vr7T5Kf5v9vpdXXMCJV9Z5sBlC/bK39ZrJsbsPIbdfbZvfyETDvzMkkV1XVwaq6KMlNSR4auCagQ1Xtn3z4QKpqf5LPJXkqmz196+Rhtyb57TAVArs0rZcfSnJTVb23qg4muSrJnweoD3iX3gqfJr6Uzbmd6GsYjaqqJD9L8kxr7UdbvmVuw4hN622ze/msDF3AGLTW3qiqY0keTrIvyT2ttVMDlwX0OZDkwc05mJUkv2qtrVXVySQPVNXXk/w9yVcGrBHYgaq6L8kNSS6pqrNJvpfkrmzTy621U1X1QJKnk7yR5HafVg3zZ0pf31BV12TzLbTPJ1lN9DWMzOEktyR5sqqemKx9N+Y2jN203r7Z7F4u1ZpLnQAAAAAA8O65RAYAAAAAAF0EzAAAAAAAdBEwAwAAAADQRcAMAAAAAEAXATMAAAAAAF0EzAAAAAAAdBEwAwAAAADQ5b/rF4TvXOQTkgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = MESS.plotting.plot_simulations_hist(simfile, verbose=True, normalize_hills=True, select=0.75, tol=0.05,\\\n",
    "                                        nsims=10000, feature_set=[\"S\"], bins=40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Removed invariant targets. Retained: ['generation']\n",
      "Nsims\n",
      "  neutral\t110\n",
      "  filtering\t112\n",
      "  competition\t103\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = MESS.plotting.plot_simulations_hist(simfile, verbose=True, normalize_hills=True,\\\n",
    "                                        select=0.75, feature_set=[\"generation\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Removed invariant targets. Retained: ['extrate_calculated']\n",
      "Nsims\n",
      "  neutral\t333\n",
      "  filtering\t347\n",
      "  competition\t320\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = MESS.plotting.plot_simulations_hist(simfile, verbose=True, normalize_hills=True,\\\n",
    "                                        feature_set=[\"extrate_calculated\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Removed invariant targets. Retained: ['std_local_traits']\n",
      "Nsims\n",
      "  neutral\t333\n",
      "  filtering\t347\n",
      "  competition\t320\n"
     ]
    },
    {
     "data": {
      "image/png": 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EOzoHuaquqaq3Jzmb5NYkv5vknu6+d7HJXUmuu8hrb6yq01V1+ty5c3sxMwAA7JsdBXJ3f7K7n5Tk+iRPSfL4C212kdfe1N0nu/vkkSNHLn1SAABYgl19ikV335PkTUmemuTaqlpbPHV9krv3djQAAFi+nXyKxZGqunZx+4FJvjrJ7UnemOQ5i81uSPK6/RoSAACWZW37TXIsyc1VdU22gvo13f2LVfU7SX62qv5VkrclecU+zgkAAEuxbSB39/9J8uQLPH5nts5HBgCAK4Yr6QEAwCCQAQBgEMgAADAIZAAAGAQyAAAMO/mYN+CQO3Nm1RNsueNdW19PnVrtHABwX6wgAwDAIJABAGAQyAAAMAhkAAAYBDIAAAwCGQAABoEMAACDQAYAgEEgAwDAIJABAGAQyAAAMKytegCuMG9ZX/UEAACXxQoyAAAMAhkAAAaBDAAAg0AGAIBBIAMAwCCQAQBgEMgAADAIZAAAGAQyAAAMAhkAAAaBDAAAw9qqB4DD4sQtm6seAQBYAivIAAAwCGQAABgEMgAADAIZAAAGgQwAAINABgCAQSADAMAgkAEAYBDIAAAwCGQAABgEMgAADAIZAAAGgQwAAINABgCAQSADAMAgkAEAYBDIAAAwCGQAABgEMgAADAIZAAAGgQwAAINABgCAQSADAMAgkAEAYBDIAAAwCGQAABgEMgAADAIZAAAGgQwAAINABgCAQSADAMAgkAEAYBDIAAAwCGQAABgEMgAADAIZAAAGgQwAAINABgCAQSADAMAgkAEAYBDIAAAwCGQAABgEMgAADAIZAAAGgQwAAINABgCAYW3VAwBwAevryznOxsZyjgNwiFhBBgCAQSADAMAgkAEAYBDIAAAwCGQAABgEMgAADAIZAAAGgQwAAINABgCAQSADAMAgkAEAYFhb9QAAe+Ls5v7t++ip/ds3AAeOFWQAABgEMgAADAIZAAAGgQwAAINABgCAQSADAMAgkAEAYBDIAAAwCGQAABgEMgAADAIZAAAGgQwAAINABgCAQSADAMAgkAEAYBDIAAAwCGQAABgEMgAADAIZAACGbQO5qh5dVW+sqtur6p1V9cLF4w+vqlur6o7F14ft/7gAALC/drKCfG+SF3X345M8Ncl3VtUTkrwkyRu6+0SSNyzuAwDAobZtIHf3me5+6+L2J5LcnuS6JM9KcvNis5uTPHu/hgQAgGXZ1TnIVXU8yZOTvDnJI7v7TLIV0UmOXuQ1N1bV6ao6fe7cucubFgAA9tmOA7mqPjfJzyf57u7++E5f1903dffJ7j555MiRS5kRAACWZkeBXFX3y1Ycv6q7X7t4+INVdWzx/LEkZ/dnRAAAWJ6dfIpFJXlFktu7+2XjqdcnuWFx+4Ykr9v78QAAYLnWdrDN05I8P8lvVdXbF4+9NMmPJnlNVb0gyfuSfNP+jAgAAMuzbSB39/9KUhd5+hl7Ow4AAKyWK+kBAMAgkAEAYBDIAAAwCGQAABgEMgAADAIZAACGnXwOMsCe2tzcm/2cOrU3+wGAyQoyAAAMAhkAAAaBDAAAg0AGAIBBIAMAwCCQAQBgEMgAADAIZAAAGAQyAAAMAhkAAAaBDAAAw9qqBwBghdbXl3OcjY3lHAdgD1hBBgCAQSADAMAgkAEAYBDIAAAwCGQAABgEMgAADAIZAAAGgQwAAINABgCAQSADAMDgUtOszObmqidg2U48dI//Rz+7t7sDgMQKMgAAfBqBDAAAg0AGAIBBIAMAwCCQAQBgEMgAADAIZAAAGAQyAAAMAhkAAAaBDAAAg0AGAIBBIAMAwCCQAQBgEMgAADAIZAAAGAQyAAAMAhkAAAaBDAAAg0AGAIBBIAMAwCCQAQBgEMgAADAIZAAAGAQyAAAMAhkAAAaBDAAAg0AGAIBBIAMAwCCQAQBgEMgAADAIZAAAGAQyAAAMAhkAAAaBDAAAg0AGAIBhbdUDLM1b1vdnv0/Z2J/9AgCwElaQAQBgEMgAADAIZAAAGAQyAAAMAhkAAAaBDAAAg0AGAIBBIAMAwCCQAQBgEMgAADBcPZea5tPt16W3YYnOnNm7fR07tnf7AuBws4IMAACDQAYAgEEgAwDAIJABAGAQyAAAMAhkAAAYBDIAAAwCGQAABoEMAACDQAYAgEEgAwDAsLbqAeBynbhlc9UjcAU4c+biz93xrp3v59Spy5/lirS+vpzjbGws5zjAFc0KMgAADAIZAAAGgQwAAINABgCAQSADAMAgkAEAYBDIAAAwCGQAABgEMgAADAIZAAAGgQwAAMPaqgfg8NncXPUEsFwnHrqLN/3ZXez46Kldz8IBsb6+nONsbCznOMCnsYIMAACDQAYAgEEgAwDAIJABAGAQyAAAMAhkAAAYBDIAAAzbBnJV/VRVna2q3x6PPbyqbq2qOxZfH7a/YwIAwHLsZAX5vyR55nmPvSTJG7r7RJI3LO4DAMCht20gd/dmko+c9/Czkty8uH1zkmfv8VwAALASl3qp6Ud295kk6e4zVXX0YhtW1Y1JbkySxzzmMZd4OADYgWVdAhq4ou37L+l1903dfbK7Tx45cmS/DwcAAJflUgP5g1V1LEkWX8/u3UgAALA6lxrIr09yw+L2DUletzfjAADAau3kY95+JslvJHlcVd1VVS9I8qNJvqaq7kjyNYv7AABw6G37S3rd/dyLPPWMPZ4FAABWzpX0AABgEMgAADAIZAAAGAQyAAAMAhkAAAaBDAAAw7Yf8wbAPjm7uX/7Pnpq//YNcIWzggwAAINABgCAQSADAMAgkAEAYBDIAAAwCGQAABgEMgAADAIZAAAGgQwAAINABgCAQSADAMCwtuoBDr23rO/fvp+ysX/7BvbFmTN7s59jx/ZmPwDsnhVkAAAYBDIAAAwCGQAABoEMAACDQAYAgEEgAwDAIJABAGAQyAAAMAhkAAAYBDIAAAwCGQAAhrVVD8CV68Qtm6seAa5eZ/fx37+jp/Zv3wAHgBVkAAAYBDIAAAwCGQAABoEMAACDQAYAgEEgAwDAIJABAGAQyAAAMAhkAAAYBDIAAAwuNX2QvWV91RMAAFx1rCADAMAgkAEAYBDIAAAwCGQAABgEMgAADAIZAAAGgQwAAINABgCAQSADAMAgkAEAYBDIAAAwCGQAABgEMgAADAIZAAAGgQwAAINABgCAQSADAMAgkAEAYBDIAAAwCGQAABgEMgAADAIZAAAGgQwAAMPaqgdgOTY3Vz0BAMDhYAUZAAAGgQwAAINABgCAQSADAMAgkAEAYBDIAAAwCGQAABgEMgAADAIZAAAGgQwAAINABgCAYW3VAwDwmc6c2Zv9HDu2N/uZ89zxrsvb16lTl/d6DrH19eUcZ2NjOcfhimUFGQAABoEMAACDQAYAgEEgAwDAIJABAGAQyAAAMAhkAAAYBDIAAAwCGQAABoEMAACDS00DcHCc3dyf/R51fev7tKxLQMMhYQUZAAAGgQwAAINABgCAQSADAMAgkAEAYBDIAAAwCGQAABgEMgAADAIZAAAGgQwAAINABgCAYW3VAwBwuJx46OZlvf7MO/ZmjmPH9mY/m5f37ey5U6fGnb/z+P05yNFT22/D9tbXl3OcjY3lHOdK+34ugxVkAAAYBDIAAAwCGQAABoEMAACDQAYAgEEgAwDAIJABAGAQyAAAMFxWIFfVM6vq3VX1nqp6yV4NBQAAq3LJgVxV1yT5D0m+NskTkjy3qp6wV4MBAMAqXM4K8lOSvKe77+zuP0/ys0metTdjAQDAalR3X9oLq56T5Jnd/R2L+89P8uXd/V3nbXdjkhsXdx+X5N2XPu5leUSSD63o2Bx83h9sx3uE++L9wXa8Rw6Gz+/uI9tttHYZB6gLPPYZtd3dNyW56TKOsyeq6nR3n1z1HBxM3h9sx3uE++L9wXa8Rw6XyznF4q4kjx73r09y9+WNAwAAq3U5gfybSU5U1WOr6v5JvjXJ6/dmLAAAWI1LPsWiu++tqu9K8itJrknyU939zj2bbO+t/DQPDjTvD7bjPcJ98f5gO94jh8gl/5IeAABciVxJDwAABoEMAADDFR/ILofNfamqR1fVG6vq9qp6Z1W9cNUzcfBU1TVV9baq+sVVz8LBU1XXVtUtVfWuxX9LvmLVM3FwVNU/Xfz58ttV9TNV9YBVz8T2ruhAdjlsduDeJC/q7scneWqS7/Qe4QJemOT2VQ/BgfWTSX65u78oyRPjvcJCVV2X5J8kOdndX5ytDzX41tVOxU5c0YEcl8NmG919prvfurj9iWz9wXbdaqfiIKmq65N8fZKXr3oWDp6qekiSU0lekSTd/efdfc9qp+KAWUvywKpaS/I5cc2IQ+FKD+Trkrx/3L8r4oeLqKrjSZ6c5M2rnYQD5ieSfG+Sv1j1IBxIX5DkXJL/vDgN5+VV9aBVD8XB0N0fSPJvkrwvyZkkH+vuX13tVOzElR7IO7ocNlTV5yb5+STf3d0fX/U8HAxV9Q1Jznb3bauehQNrLcmXJvmP3f3kJH+UxO+7kCSpqodl62+uH5vkUUkeVFXfttqp2IkrPZBdDpttVdX9shXHr+ru1656Hg6UpyX5xqp6b7ZO0Xp6Vb1ytSNxwNyV5K7u/tTfPN2SrWCGJPnqJL/X3ee6+/8leW2Sr1zxTOzAlR7ILofNfaqqyta5g7d398tWPQ8HS3d/X3df393Hs/Xfj1/rbqs//KXu/oMk76+qxy0eekaS31nhSBws70vy1Kr6nMWfN8+IX+I8FC75UtOHwSG8HDbL97Qkz0/yW1X19sVjL+3u/77CmYDD5R8nedViIebOJH9vxfNwQHT3m6vqliRvzdanJr0tLjl9KLjUNAAADFf6KRYAALArAhkAAAaBDAAAg0AGAIBBIAMAwCCQAQBgEMgAADD8f9g4XSKHSNDdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = MESS.plotting.plot_simulations_hist(simfile, verbose=True, normalize_hills=True,\\\n",
    "                                        feature_set=[\"std_local_traits\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Removed invariant targets. Retained: ['mean_pi']\n",
      "Nsims\n",
      "  neutral\t137\n",
      "  filtering\t117\n",
      "  competition\t112\n"
     ]
    },
    {
     "data": {
      "image/png": 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AAAAAAIb8H6Hazl2pPAj0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = MESS.plotting.plot_simulations_hist(simfile, verbose=True, select=0.5, normalize_hills=False,\\\n",
    "                                        feature_set=[\"mean_pi\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Experimental\n",
    "Testing plotting the bins of the SGD in a SFS style. I like it, but it _really_ confuses people."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fc0bd630b10>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dlaaqhBwjVRekb14ftm3MkZKNwfj5hoagdQwAAAAAACCFQKinHE/W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\nkiRJ0sj8AxZH1Kdq/F6HAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
    "ax.legend(fontsize=20)\n",
    "cols = {\"neutral\":\"blue\", \"filtering\":\"orange\", \"competition\":\"red\"}\n",
    "for lab, df in dfs.items():\n",
    "    X = df.filter(regex=\"SGD*\")\n",
    "    X = X.div(X.sum(axis=1), axis=0)\n",
    "    ax.plot(X.mean(), linewidth=3, label=lab, alpha=0.7, color=cols[lab])\n",
    "    ax.fill_between(range(0, 10), X.mean()+X.std(), X.mean()-X.std(), color=cols[lab], alpha=0.1)\n",
    "ax.legend(fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fc0bcb3f850>"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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BAAAAVEYQAgAAAKiMIAQAAABQGUEIAAAAoDKCEAAAAEBlBCEAAACA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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
    "\n",
    "width=1/4.\n",
    "xs = np.array(xrange(0, 10))\n",
    "X = neut_df.filter(regex=\"SGD*\")\n",
    "ax.bar(xs, X.div(X.sum(axis=1), axis=0).mean(), width=width, label=\"neutral\", color=\"blue\", alpha=0.8)\n",
    "X = filt_df.filter(regex=\"SGD*\")\n",
    "ax.bar(xs+width, filt_df.filter(regex=\"SGD*\").div(X.sum(axis=1), axis=0).mean(), width=width, label=\"filtering\", color=\"orange\", alpha=0.8)\n",
    "X = comp_df.filter(regex=\"SGD*\")\n",
    "ax.bar(xs+2*width, comp_df.filter(regex=\"SGD*\").div(X.sum(axis=1), axis=0).mean(), width=width, label=\"competition\", color=\"red\", alpha=0.8)\n",
    "\n",
    "#for lab, df in dfs.items():\n",
    "#    X = df.filter(regex=\"SGD*\")\n",
    "#    X = X.div(X.sum(axis=1), axis=0)\n",
    "#    ax.plot(X.mean(), linewidth=3, label=lab, alpha=0.7, color=cols[lab])\n",
    "#    ax.fill_between(range(0, 10), X.mean()+X.std(), X.mean()-X.std(), color=cols[lab], alpha=0.1)\n",
    "ax.legend(fontsize=20)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}