{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### analysis/analyze_all_simulation_PCAs\n",
    "\n",
    "- Takes in outputs from `process_and_save_sims_ORN_LN_PN_resampling.ipynb`, `process_and_save_sims_ORN_LN_PN_resampling_with_PN_synapse_density.ipynb`, `process_and_save_sims_synapse_noise.ipynb` \n",
    "    - performs grand PCA analysis on PN responses in simulated flies with different sources of circuit idiosyncrasy\n",
    "    - compares them to PCA on PN calcium responses in real flies\n",
    "- plots example firing rate vectors for individual simulated flies\n",
    "- plots classifiability of simulated idiosyncratic behavior by projecting PN responses onto the DM2-DC2 PN calcium PC predictive of real fly OCT-MCH preference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from itertools import combinations\n",
    "from scipy.spatial.distance import pdist\n",
    "from sklearn.decomposition import PCA\n",
    "import matplotlib.colors as clr\n",
    "from scipy.interpolate import interp1d\n",
    "from matplotlib import cm\n",
    "from matplotlib.lines import Line2D\n",
    "import pickle\n",
    "import sys\n",
    "import os\n",
    "file_path = 'C:/Users/dB/deBivort/projects/ALVariability/'\n",
    "proj_dir = os.path.join(file_path.split('ALVariability')[0], 'ALVariability')\n",
    "sys.path.append(proj_dir)\n",
    "from utils.plot_utils import set_font_sizes\n",
    "from utils.data_utils import make_df_AL_activity_long, make_orn_upn_frs, make_glomerular_odor_responses\n",
    "set_font_sizes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "project_dir = os.path.join(file_path.split('ALVariability')[0], 'ALVariability')\n",
    "df_neur_ids = pd.read_csv(os.path.join(project_dir, 'connectomics/hemibrain_v1_2/df_neur_ids.csv'), index_col=0)\n",
    "al_block = pd.read_csv(os.path.join(project_dir, 'connectomics/hemibrain_v1_2/AL_block.csv'), index_col=0)\n",
    "al_block.columns = al_block.columns.astype(np.int64)\n",
    "al_block.index = al_block.index.astype(np.int64)\n",
    "imput_table = pd.read_csv(os.path.join(project_dir, 'odor_imputation/df_odor_door_all_odors_imput_ALS.csv'), index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df_char_ids = d_sims[good_orn_set[0]]['df_char_ids']\n",
    "#hemi_gloms = df_char_ids[df_char_ids['altype'] == 'ORN']['glom'].unique()\n",
    "hemi_gloms = np.array(['DA1', 'VC5', 'VA1v', 'VA1d', 'VA2', 'VA6', 'DM1', 'DL3', 'DL1',\n",
    "       'VL2a', 'VM4', 'VM5d', 'DM2', 'VL1', 'DM3', 'DM4', 'DM6', 'DL4',\n",
    "       'VC3l', 'DC3', 'VM7d', 'V', 'VL2p', 'VM1', 'VC3m', 'DC1', 'DL5',\n",
    "       'D', 'DP1m', 'VM5v', 'DA3', 'VC4', 'DA2', 'VA7m', 'VA3', 'DP1l',\n",
    "       'DC4', 'VC2', 'VA4', 'DC2', 'VM7v', 'DM5', 'DL2v', 'VM3', 'VC1',\n",
    "       'VA5', 'DL2d', 'VA7l', 'DA4l', 'DA4m', 'VM2'])\n",
    "\n",
    "thermo_hygro_glomeruli = np.array(['VP1d', 'VP1l', 'VP1m', 'VP2', 'VP3', 'VP4', 'VP5'])\n",
    "\n",
    "sim_odors = np.array(['3-octanol',\n",
    "                        '1-hexanol',\n",
    "                        'ethyl lactate',\n",
    "                        #'citronella',\n",
    "                        '2-heptanone',\n",
    "                        '1-pentanol',\n",
    "                        'ethanol',\n",
    "                        'geranyl acetate',\n",
    "                        'hexyl acetate',\n",
    "                        '4-methylcyclohexanol',\n",
    "                        'pentyl acetate',\n",
    "                        '1-butanol'])\n",
    "\n",
    "MAC_gloms = ['DC2', 'DL5', 'DM1', 'DM2', 'DM3']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MAC PN calcium responses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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></th>\n",
       "      <th>fly0</th>\n",
       "      <th>fly1</th>\n",
       "      <th>fly2</th>\n",
       "      <th>fly3</th>\n",
       "      <th>fly4</th>\n",
       "      <th>fly5</th>\n",
       "      <th>fly6</th>\n",
       "      <th>fly7</th>\n",
       "      <th>fly8</th>\n",
       "      <th>fly9</th>\n",
       "      <th>...</th>\n",
       "      <th>fly229</th>\n",
       "      <th>fly230</th>\n",
       "      <th>fly231</th>\n",
       "      <th>fly232</th>\n",
       "      <th>fly233</th>\n",
       "      <th>fly234</th>\n",
       "      <th>fly235</th>\n",
       "      <th>fly236</th>\n",
       "      <th>fly237</th>\n",
       "      <th>fly238</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>glom</th>\n",
       "      <th>odor</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 rowspan=\"5\" valign=\"top\">DC2</th>\n",
       "      <th>air</th>\n",
       "      <td>0.260650</td>\n",
       "      <td>0.052726</td>\n",
       "      <td>0.129667</td>\n",
       "      <td>0.047172</td>\n",
       "      <td>0.215276</td>\n",
       "      <td>0.012301</td>\n",
       "      <td>0.266031</td>\n",
       "      <td>0.061057</td>\n",
       "      <td>0.087956</td>\n",
       "      <td>0.067862</td>\n",
       "      <td>...</td>\n",
       "      <td>0.188817</td>\n",
       "      <td>0.142362</td>\n",
       "      <td>0.003441</td>\n",
       "      <td>0.299037</td>\n",
       "      <td>0.045469</td>\n",
       "      <td>0.037195</td>\n",
       "      <td>0.195108</td>\n",
       "      <td>0.092381</td>\n",
       "      <td>0.327169</td>\n",
       "      <td>0.177671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3-octanol</th>\n",
       "      <td>0.127699</td>\n",
       "      <td>1.019578</td>\n",
       "      <td>1.019578</td>\n",
       "      <td>1.019578</td>\n",
       "      <td>0.974672</td>\n",
       "      <td>1.019578</td>\n",
       "      <td>1.019578</td>\n",
       "      <td>1.019578</td>\n",
       "      <td>1.019578</td>\n",
       "      <td>1.019578</td>\n",
       "      <td>...</td>\n",
       "      <td>1.055264</td>\n",
       "      <td>0.847613</td>\n",
       "      <td>1.198978</td>\n",
       "      <td>0.978518</td>\n",
       "      <td>0.503789</td>\n",
       "      <td>0.281735</td>\n",
       "      <td>1.010737</td>\n",
       "      <td>1.120071</td>\n",
       "      <td>1.087135</td>\n",
       "      <td>1.464418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1-hexanol</th>\n",
       "      <td>1.005398</td>\n",
       "      <td>0.517153</td>\n",
       "      <td>1.943049</td>\n",
       "      <td>1.991326</td>\n",
       "      <td>1.060851</td>\n",
       "      <td>0.048440</td>\n",
       "      <td>0.836338</td>\n",
       "      <td>0.787543</td>\n",
       "      <td>1.292774</td>\n",
       "      <td>0.978063</td>\n",
       "      <td>...</td>\n",
       "      <td>0.590007</td>\n",
       "      <td>0.652000</td>\n",
       "      <td>0.608121</td>\n",
       "      <td>0.411354</td>\n",
       "      <td>0.455094</td>\n",
       "      <td>0.403543</td>\n",
       "      <td>0.677922</td>\n",
       "      <td>1.034633</td>\n",
       "      <td>1.278839</td>\n",
       "      <td>1.193291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ethyl lactate</th>\n",
       "      <td>0.210532</td>\n",
       "      <td>-0.147994</td>\n",
       "      <td>0.295596</td>\n",
       "      <td>0.634941</td>\n",
       "      <td>0.544314</td>\n",
       "      <td>0.182131</td>\n",
       "      <td>0.174571</td>\n",
       "      <td>0.137882</td>\n",
       "      <td>0.218298</td>\n",
       "      <td>0.686998</td>\n",
       "      <td>...</td>\n",
       "      <td>0.064622</td>\n",
       "      <td>0.176078</td>\n",
       "      <td>-0.038675</td>\n",
       "      <td>0.590331</td>\n",
       "      <td>0.090137</td>\n",
       "      <td>0.030822</td>\n",
       "      <td>0.039811</td>\n",
       "      <td>0.509755</td>\n",
       "      <td>0.264571</td>\n",
       "      <td>0.605017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>citronella</th>\n",
       "      <td>0.448953</td>\n",
       "      <td>0.382975</td>\n",
       "      <td>0.353849</td>\n",
       "      <td>0.366421</td>\n",
       "      <td>0.664343</td>\n",
       "      <td>0.140258</td>\n",
       "      <td>0.766013</td>\n",
       "      <td>0.268388</td>\n",
       "      <td>1.098849</td>\n",
       "      <td>0.844658</td>\n",
       "      <td>...</td>\n",
       "      <td>0.060916</td>\n",
       "      <td>-0.040474</td>\n",
       "      <td>0.010426</td>\n",
       "      <td>0.168153</td>\n",
       "      <td>0.116490</td>\n",
       "      <td>0.143921</td>\n",
       "      <td>0.078182</td>\n",
       "      <td>0.293502</td>\n",
       "      <td>0.114835</td>\n",
       "      <td>0.698311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">DM3</th>\n",
       "      <th>geranyl acetate</th>\n",
       "      <td>0.164666</td>\n",
       "      <td>0.164666</td>\n",
       "      <td>0.164666</td>\n",
       "      <td>0.164666</td>\n",
       "      <td>0.164666</td>\n",
       "      <td>0.164666</td>\n",
       "      <td>0.164666</td>\n",
       "      <td>0.164666</td>\n",
       "      <td>0.164666</td>\n",
       "      <td>0.164666</td>\n",
       "      <td>...</td>\n",
       "      <td>0.233381</td>\n",
       "      <td>0.011913</td>\n",
       "      <td>0.151933</td>\n",
       "      <td>0.057286</td>\n",
       "      <td>-0.061350</td>\n",
       "      <td>0.159625</td>\n",
       "      <td>0.164666</td>\n",
       "      <td>0.069313</td>\n",
       "      <td>0.108532</td>\n",
       "      <td>0.164666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hexyl acetate</th>\n",
       "      <td>1.466945</td>\n",
       "      <td>0.666556</td>\n",
       "      <td>1.421625</td>\n",
       "      <td>2.442097</td>\n",
       "      <td>1.239680</td>\n",
       "      <td>1.334081</td>\n",
       "      <td>1.260013</td>\n",
       "      <td>1.049306</td>\n",
       "      <td>0.741279</td>\n",
       "      <td>0.718613</td>\n",
       "      <td>...</td>\n",
       "      <td>1.264711</td>\n",
       "      <td>1.240096</td>\n",
       "      <td>1.032847</td>\n",
       "      <td>1.416774</td>\n",
       "      <td>0.791122</td>\n",
       "      <td>1.079797</td>\n",
       "      <td>1.238982</td>\n",
       "      <td>0.419732</td>\n",
       "      <td>1.338231</td>\n",
       "      <td>1.238982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4-methylcyclohexanol</th>\n",
       "      <td>0.498458</td>\n",
       "      <td>0.421914</td>\n",
       "      <td>0.415465</td>\n",
       "      <td>0.102517</td>\n",
       "      <td>0.072890</td>\n",
       "      <td>0.041298</td>\n",
       "      <td>0.071671</td>\n",
       "      <td>0.120899</td>\n",
       "      <td>0.165812</td>\n",
       "      <td>0.206534</td>\n",
       "      <td>...</td>\n",
       "      <td>0.166566</td>\n",
       "      <td>-0.244783</td>\n",
       "      <td>0.040740</td>\n",
       "      <td>0.058347</td>\n",
       "      <td>0.050679</td>\n",
       "      <td>0.299013</td>\n",
       "      <td>0.326855</td>\n",
       "      <td>0.162022</td>\n",
       "      <td>0.190526</td>\n",
       "      <td>0.326855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pentyl acetate</th>\n",
       "      <td>1.254910</td>\n",
       "      <td>0.479678</td>\n",
       "      <td>1.796660</td>\n",
       "      <td>2.341711</td>\n",
       "      <td>0.857967</td>\n",
       "      <td>1.109033</td>\n",
       "      <td>1.877811</td>\n",
       "      <td>1.006252</td>\n",
       "      <td>1.320308</td>\n",
       "      <td>1.080152</td>\n",
       "      <td>...</td>\n",
       "      <td>1.073642</td>\n",
       "      <td>1.239641</td>\n",
       "      <td>0.755259</td>\n",
       "      <td>1.277895</td>\n",
       "      <td>0.622987</td>\n",
       "      <td>0.908621</td>\n",
       "      <td>1.247978</td>\n",
       "      <td>0.410913</td>\n",
       "      <td>1.338706</td>\n",
       "      <td>1.247978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1-butanol</th>\n",
       "      <td>0.587231</td>\n",
       "      <td>0.223652</td>\n",
       "      <td>0.665239</td>\n",
       "      <td>0.606057</td>\n",
       "      <td>0.384341</td>\n",
       "      <td>0.284364</td>\n",
       "      <td>1.303859</td>\n",
       "      <td>0.329553</td>\n",
       "      <td>0.386100</td>\n",
       "      <td>0.316017</td>\n",
       "      <td>...</td>\n",
       "      <td>0.147123</td>\n",
       "      <td>0.826189</td>\n",
       "      <td>0.243906</td>\n",
       "      <td>0.187632</td>\n",
       "      <td>0.117899</td>\n",
       "      <td>0.325450</td>\n",
       "      <td>0.610231</td>\n",
       "      <td>0.126016</td>\n",
       "      <td>0.329547</td>\n",
       "      <td>0.610231</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>65 rows × 239 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               fly0      fly1      fly2      fly3      fly4  \\\n",
       "glom odor                                                                     \n",
       "DC2  air                   0.260650  0.052726  0.129667  0.047172  0.215276   \n",
       "     3-octanol             0.127699  1.019578  1.019578  1.019578  0.974672   \n",
       "     1-hexanol             1.005398  0.517153  1.943049  1.991326  1.060851   \n",
       "     ethyl lactate         0.210532 -0.147994  0.295596  0.634941  0.544314   \n",
       "     citronella            0.448953  0.382975  0.353849  0.366421  0.664343   \n",
       "...                             ...       ...       ...       ...       ...   \n",
       "DM3  geranyl acetate       0.164666  0.164666  0.164666  0.164666  0.164666   \n",
       "     hexyl acetate         1.466945  0.666556  1.421625  2.442097  1.239680   \n",
       "     4-methylcyclohexanol  0.498458  0.421914  0.415465  0.102517  0.072890   \n",
       "     pentyl acetate        1.254910  0.479678  1.796660  2.341711  0.857967   \n",
       "     1-butanol             0.587231  0.223652  0.665239  0.606057  0.384341   \n",
       "\n",
       "                               fly5      fly6      fly7      fly8      fly9  \\\n",
       "glom odor                                                                     \n",
       "DC2  air                   0.012301  0.266031  0.061057  0.087956  0.067862   \n",
       "     3-octanol             1.019578  1.019578  1.019578  1.019578  1.019578   \n",
       "     1-hexanol             0.048440  0.836338  0.787543  1.292774  0.978063   \n",
       "     ethyl lactate         0.182131  0.174571  0.137882  0.218298  0.686998   \n",
       "     citronella            0.140258  0.766013  0.268388  1.098849  0.844658   \n",
       "...                             ...       ...       ...       ...       ...   \n",
       "DM3  geranyl acetate       0.164666  0.164666  0.164666  0.164666  0.164666   \n",
       "     hexyl acetate         1.334081  1.260013  1.049306  0.741279  0.718613   \n",
       "     4-methylcyclohexanol  0.041298  0.071671  0.120899  0.165812  0.206534   \n",
       "     pentyl acetate        1.109033  1.877811  1.006252  1.320308  1.080152   \n",
       "     1-butanol             0.284364  1.303859  0.329553  0.386100  0.316017   \n",
       "\n",
       "                           ...    fly229    fly230    fly231    fly232  \\\n",
       "glom odor                  ...                                           \n",
       "DC2  air                   ...  0.188817  0.142362  0.003441  0.299037   \n",
       "     3-octanol             ...  1.055264  0.847613  1.198978  0.978518   \n",
       "     1-hexanol             ...  0.590007  0.652000  0.608121  0.411354   \n",
       "     ethyl lactate         ...  0.064622  0.176078 -0.038675  0.590331   \n",
       "     citronella            ...  0.060916 -0.040474  0.010426  0.168153   \n",
       "...                        ...       ...       ...       ...       ...   \n",
       "DM3  geranyl acetate       ...  0.233381  0.011913  0.151933  0.057286   \n",
       "     hexyl acetate         ...  1.264711  1.240096  1.032847  1.416774   \n",
       "     4-methylcyclohexanol  ...  0.166566 -0.244783  0.040740  0.058347   \n",
       "     pentyl acetate        ...  1.073642  1.239641  0.755259  1.277895   \n",
       "     1-butanol             ...  0.147123  0.826189  0.243906  0.187632   \n",
       "\n",
       "                             fly233    fly234    fly235    fly236    fly237  \\\n",
       "glom odor                                                                     \n",
       "DC2  air                   0.045469  0.037195  0.195108  0.092381  0.327169   \n",
       "     3-octanol             0.503789  0.281735  1.010737  1.120071  1.087135   \n",
       "     1-hexanol             0.455094  0.403543  0.677922  1.034633  1.278839   \n",
       "     ethyl lactate         0.090137  0.030822  0.039811  0.509755  0.264571   \n",
       "     citronella            0.116490  0.143921  0.078182  0.293502  0.114835   \n",
       "...                             ...       ...       ...       ...       ...   \n",
       "DM3  geranyl acetate      -0.061350  0.159625  0.164666  0.069313  0.108532   \n",
       "     hexyl acetate         0.791122  1.079797  1.238982  0.419732  1.338231   \n",
       "     4-methylcyclohexanol  0.050679  0.299013  0.326855  0.162022  0.190526   \n",
       "     pentyl acetate        0.622987  0.908621  1.247978  0.410913  1.338706   \n",
       "     1-butanol             0.117899  0.325450  0.610231  0.126016  0.329547   \n",
       "\n",
       "                             fly238  \n",
       "glom odor                            \n",
       "DC2  air                   0.177671  \n",
       "     3-octanol             1.464418  \n",
       "     1-hexanol             1.193291  \n",
       "     ethyl lactate         0.605017  \n",
       "     citronella            0.698311  \n",
       "...                             ...  \n",
       "DM3  geranyl acetate       0.164666  \n",
       "     hexyl acetate         1.238982  \n",
       "     4-methylcyclohexanol  0.326855  \n",
       "     pentyl acetate        1.247978  \n",
       "     1-butanol             0.610231  \n",
       "\n",
       "[65 rows x 239 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# load MAC responses\n",
    "df_MAC_PN_responses = pd.read_csv(os.path.join(project_dir, 'datasets/OLOI/PN_calcium_responsesNoResponseRemoved.csv'), header=None)\n",
    "gNames = ['DC2', 'DL5', 'DM1', 'DM2', 'DM3']\n",
    "oNames = np.array(['air', '3-octanol', '1-hexanol','ethyl lactate',\n",
    "                      'citronella','2-heptanone','1-pentanol',\n",
    "                        'ethanol','geranyl acetate','hexyl acetate',\n",
    "                        '4-methylcyclohexanol', 'pentyl acetate', '1-butanol'])\n",
    "df_MAC_PN_responses.columns = [f'fly{c}' for c in df_MAC_PN_responses.columns]\n",
    "\n",
    "df_MAC_PN_responses['glom'] = np.repeat(gNames, 13)\n",
    "df_MAC_PN_responses['odor'] = np.tile(oNames, 5)\n",
    "\n",
    "df_MAC_PN_responses = df_MAC_PN_responses.set_index(['glom', 'odor'])\n",
    "\n",
    "df_MAC_PN_responses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "fly_responses_df_MAC = df_MAC_PN_responses.loc[(gNames, sim_odors), :]\n",
    "fly_responses_MAC = fly_responses_df_MAC.T.values\n",
    "\n",
    "pca_MAC = PCA()\n",
    "pca_MAC.fit(fly_responses_MAC)\n",
    "\n",
    "pca_scores_MAC = pca_MAC.transform(fly_responses_MAC)\n",
    "pca_loadings_MAC = pca_MAC.components_.T\n",
    "\n",
    "pca_var_explained_MAC = pca_MAC.explained_variance_ratio_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(55, 239)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fly_responses_df_MAC.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca_loadings_df_MAC = pd.DataFrame(pca_loadings_MAC, \n",
    "                                   index=fly_responses_df_MAC.index, \n",
    "                                   columns=[f'PC{i+1} ({int(100*pca_var_explained_MAC[i])}%)' for i in range(pca_loadings_MAC.shape[1])])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,4))\n",
    "sns.heatmap(pca_loadings_df_MAC.iloc[:, :3].T, cmap='bwr', center=0, cbar_kws={'label': 'loading'})\n",
    "plt.yticks(rotation=0); plt.xticks(rotation=45, ha='right')\n",
    "for i in np.arange(11, 55, 11):\n",
    "    plt.axvline(i, ls='--', c='k')\n",
    "plt.title('MAC PC loadings')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5))\n",
    "sns.heatmap(pd.DataFrame(pca_loadings_df_MAC.iloc[:, 1])\n",
    "            .reset_index().pivot('glom', 'odor', 'PC2 (12%)')\n",
    "            .loc[gNames, sim_odors],\n",
    "            annot=True, fmt='.2f', center=0, cmap='bwr')\n",
    "plt.yticks(rotation=0); plt.xticks(rotation=40, ha='right')\n",
    "plt.title('MAC calcium model PN PC2 loadings')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### simulation PCAs\n",
    "\n",
    "#### Figure 4g-k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca_dir = 'PCA_analysis'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "d_pca_loadings_synapse = pickle.load(open(os.path.join(pca_dir, 'sim_PCA_loadings_synNoise.p'), 'rb'))\n",
    "d_pca_loadings_resampling_no_cone = pickle.load(open(os.path.join(pca_dir, 'sim_PCA_loadings_resampling_noPNdensity.p'), 'rb'))\n",
    "d_pca_loadings_resampling_with_cone = pickle.load(open(os.path.join(pca_dir, 'sim_PCA_loadings_resampling_PNdensity.p'), 'rb'))\n",
    "\n",
    "d_pca_loadings = {**d_pca_loadings_synapse, **d_pca_loadings_resampling_no_cone}\n",
    "d_pca_loadings = {**d_pca_loadings, **d_pca_loadings_resampling_with_cone}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "d_pca_loadings['MAC'] = pca_loadings_df_MAC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "keys_to_plot = ['MAC', 'No resampling (PN cone) (986)', '+ ORN (980)', '+ LN (946)', 'No synaptic noise (1020)']\n",
    "tits = ['calcium', 'PN synapse density variation', 'ORN bootstrapping', 'LN bootstrapping', 'poisson timing variation', ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "sign_flips = [1, 1, 1, # calcium\n",
    "              1, -1, -1, # PN synapse density\n",
    "              -1, -1, -1,  # ORN bootstrapping\n",
    "              -1, -1, -1,  # LN bootstrapping\n",
    "              -1, -1, -1] # poisson timing "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "cmap_rgbs = interp1d(np.array([0, 127, 128, 255]),\n",
    "                np.array([[0, 1, 1], [0.9921, 1, 1], [1, 0.9921, 0.9921], [1, 0, 0]]),\n",
    "                axis=0)(np.arange(256))\n",
    "cmap = clr.LinearSegmentedColormap.from_list('red_to_cyan', cmap_rgbs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x1008 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "MASTER_PLOT_DIR = '../figures/main_text_figure/'\n",
    "saveplot=0\n",
    "nplots = len(keys_to_plot)\n",
    "fig, axs = plt.subplots(nplots, 1, figsize=(12, 14))\n",
    "\n",
    "b = 0.33\n",
    "cbar_ax = fig.add_axes([.94, .3, .03, 1-2*b])\n",
    "\n",
    "for i in range(nplots):\n",
    "    ax_i = i\n",
    "    cond_i = keys_to_plot[i]\n",
    "    tit_i = tits[i]\n",
    "    pca_loadings_df = d_pca_loadings[cond_i]\n",
    "       \n",
    "    cur_df = pca_loadings_df.copy().iloc[:, :3].T\n",
    "    for j in range(3):\n",
    "        cur_df.iloc[j] *= sign_flips[3*i + j]    \n",
    "    \n",
    "    g = sns.heatmap(cur_df, \n",
    "                cmap='RdBu_r', center=0, cbar_kws={'label': 'loading'}, cbar_ax=cbar_ax,\n",
    "                ax=axs[ax_i], vmin=-0.6, vmax=0.6,\n",
    "                xticklabels=True, )\n",
    "    #for i in np.arange(11, 55, 11):\n",
    "    #    axs[ax_i].axvline(i, ls='--', c='k')\n",
    "    axs[ax_i].set_title(f'{tit_i}')\n",
    "    axs[ax_i].set_xlabel('')\n",
    "    g.set_xticklabels(g.get_xticklabels(), rotation=60, ha='right', size=10)\n",
    "    if ax_i < 4:\n",
    "        axs[ax_i].set_xticks([])\n",
    "        \n",
    "    \n",
    "plt.yticks(rotation=0)#; plt.xticks(rotation=45, ha='right')\n",
    "if saveplot:\n",
    "    plt.savefig(os.path.join(MASTER_PLOT_DIR, 'simulation_pca_loadings.pdf'), bbox_inches='tight')\n",
    "    plt.savefig(os.path.join(MASTER_PLOT_DIR, 'simulation_pca_loadings.png'), bbox_inches='tight', dpi=200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### all resampling experiment PCA results\n",
    "\n",
    "#### Supplementary figure 16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "sim_title_dic = {\n",
    "    'No synaptic noise (1020)': 'poisson timing variation',\n",
    " 'N(0, 20%) noise (983)': 'N(0, 20%) synapse noise',\n",
    " 'N(0, 50%) noise (937)': 'N(0, 50%) synapse noise',\n",
    " 'N(0, 100%) noise (993)': 'N(0, 100%) synapse noise',\n",
    " 'No resampling (PN cone) (986)': 'no resampling, PN synapse density variation',\n",
    " '+ ORN (PN cone) (980)': '+ ORN resampling, PN synapse density variation',\n",
    " '+ LN (PN cone) (968)': '+ LN resampling, PN synapse density variation',\n",
    " '+ PN (PN cone) (941)': '+PN resampling, PN synapse density variation',\n",
    " '+ ORN + LN + PN (PN cone) (964)': '+ ORN + LN + PN resampling, PN synapse density variation',\n",
    "    'No resampling (923)': 'no resampling',\n",
    " '+ ORN (980)': '+ ORN resampling',\n",
    " '+ LN (946)': '+ LN resampling',\n",
    " '+ PN (961)': '+ PN resampling',\n",
    " '+ ORN + LN + PN (952)': '+ ORN + LN + PN resampling',\n",
    " 'MAC': 'calcium'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "sign_flips = [# poisson + synapse noise\n",
    "    -1, -1, -1, \n",
    "    1, -1, 1, \n",
    "    -1, -1, 1, \n",
    "     1, -1, 1,\n",
    "    # resampling, no PN synapse density variation\n",
    "    1, 1, 1,\n",
    "    -1, -1, -1,\n",
    "    -1, -1, -1,\n",
    "    -1, -1, -1,\n",
    "    1, -1, 1,\n",
    "    # resampling, PN synapse density variation\n",
    "    1, -1, -1,\n",
    "    1, -1, -1,\n",
    "    1, -1, -1,\n",
    "    1, -1, 1,\n",
    "    1, -1, 1,]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x864 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "SUPFIG_DIR = '../figures/supfig16_all_pca_loadings/'\n",
    "\n",
    "saveplot=0\n",
    "\n",
    "all_keys = list(d_pca_loadings.keys())\n",
    "\n",
    "keys_to_plot = all_keys[:-1] #['MAC', 'No resampling (PN cone) (986)', '+ ORN (980)', '+ LN (946)', 'No synaptic noise (1020)']\n",
    "#keys_to_plot = keys_to_plot[:4] + keys_to_plot[-5:] + keys_to_plot[-10:-5]\n",
    "tits = keys_to_plot #tits = ['calcium', 'glomerulus volume variation', 'ORN resampling', 'LN resampling', 'poisson timing variation', ]\n",
    "\n",
    "plot_is = [0, 1, 2, 3] + list(np.arange(5, 15))\n",
    "\n",
    "nplots = len(keys_to_plot)\n",
    "\n",
    "fig, axs = plt.subplots(5, 3, figsize=(25, 12))\n",
    "\n",
    "b = 0.33\n",
    "cbar_ax = fig.add_axes([.92, .3, .03, 1-2*b])\n",
    "\n",
    "for i in range(nplots):\n",
    "    ax_i = plot_is[i]\n",
    "    ax_row = ax_i % 5\n",
    "    ax_col = ax_i // 5\n",
    "    \n",
    "\n",
    "    cond_i = keys_to_plot[i]\n",
    "    tit_i = tits[i]\n",
    "    \n",
    "    pca_loadings_df = d_pca_loadings[cond_i]\n",
    "       \n",
    "    cur_df = pca_loadings_df.copy().iloc[:, :3].T\n",
    "    for j in range(3):\n",
    "        cur_df.iloc[j] *= sign_flips[3*i + j]    \n",
    "    \n",
    "    g = sns.heatmap(cur_df, \n",
    "                cmap='RdBu_r', center=0, cbar_kws={'label': 'loading'}, cbar_ax=cbar_ax,\n",
    "                ax=axs[ax_row, ax_col], vmin=-0.6, vmax=0.6, xticklabels=True, )\n",
    "    axs[ax_row, ax_col].set_title(f'{sim_title_dic[tit_i]}')\n",
    "    axs[ax_row, ax_col].set_xlabel('')\n",
    "    g.set_xticklabels(g.get_xticklabels(), rotation=60, ha='right', size=6)\n",
    "    if (ax_row < 3) or ((ax_col > 0) and (ax_row < 4)):\n",
    "        axs[ax_row, ax_col].set_xticks([])\n",
    "        \n",
    "axs[4, 0].axis('off')\n",
    "\n",
    "plt.yticks(rotation=0)#; plt.xticks(rotation=45, ha='right')\n",
    "if saveplot:\n",
    "    plt.savefig(os.path.join(SUPFIG_DIR, 'all_simulation_pca_loadings.pdf'), bbox_inches='tight')\n",
    "    plt.savefig(os.path.join(SUPFIG_DIR, 'all_simulation_pca_loadings.png'), bbox_inches='tight', dpi=200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### example firing rate vectors\n",
    "\n",
    "#### Figure 4f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "d_firing_rates_synapse = pickle.load(open(os.path.join(pca_dir, 'sim_firing_rates_synNoise.p'), 'rb'))\n",
    "d_firing_rates_resampling_no_cone = pickle.load(open(os.path.join(pca_dir, 'sim_firing_rates_resampling_noPNdensity.p'), 'rb'))\n",
    "d_firing_rates_resampling_with_cone = pickle.load(open(os.path.join(pca_dir, 'sim_firing_rates_resampling_PNdensity.p'), 'rb'))\n",
    "\n",
    "d_firing_rates = {**d_firing_rates_synapse, **d_firing_rates_resampling_no_cone}\n",
    "d_firing_rates = {**d_firing_rates, **d_firing_rates_resampling_with_cone}\n",
    "\n",
    "d_firing_rates['MAC'] = fly_responses_df_MAC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "keys_to_plot = ['No synaptic noise (1020)', 'No resampling (PN cone) (986)', '+ ORN (980)', '+ LN (946)']\n",
    "tits = ['poisson timing variation', 'PN synapse density variation', 'ORN bootstrapping', 'LN bootstrapping', ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "MASTER_PLOT_DIR = '../figures/main_text_figure/'\n",
    "saveplot=False\n",
    "nplots = len(keys_to_plot)\n",
    "fig, axs = plt.subplots(nplots, 1, figsize=(12, 10))\n",
    "\n",
    "n_flies = 8\n",
    "\n",
    "b = 0.33\n",
    "# [left, bottom, width, height]\n",
    "cbar_ax = fig.add_axes([.92, .3, .03, 1-2*b])\n",
    "\n",
    "for i in range(nplots):\n",
    "    ax_i = i\n",
    "    cond_i = keys_to_plot[i]\n",
    "    tit_i = tits[i]\n",
    "       \n",
    "    df = d_firing_rates[cond_i].T.iloc[:n_flies]   \n",
    "       \n",
    "    g = sns.heatmap(df,\n",
    "                cmap='hot', cbar_kws={'label': r'$\\Delta$ firing rate (Hz)'}, cbar_ax=cbar_ax,\n",
    "                ax=axs[ax_i], vmin=-50, vmax=400, #center=100,\n",
    "                xticklabels=True, \n",
    "               )#linewidths=0.1, linecolor='k')\n",
    "\n",
    "    axs[ax_i].set_title(f'{tit_i}')\n",
    "    axs[ax_i].set_xlabel('')\n",
    "    g.set_xticklabels(g.get_xticklabels(), rotation=60, ha='right', size=10)\n",
    "    \n",
    "    axs[ax_i].set_yticks([])\n",
    "    axs[ax_i].set_ylabel('simulated fly')\n",
    "    if ax_i < 3:\n",
    "        axs[ax_i].set_xticks([])\n",
    "\n",
    "    \n",
    "plt.yticks(rotation=0)#; plt.xticks(rotation=45, ha='right')\n",
    "if saveplot:\n",
    "    plt.savefig(os.path.join(MASTER_PLOT_DIR, f'simulation_example_firing_rates_{n_flies}.pdf'), bbox_inches='tight')\n",
    "    plt.savefig(os.path.join(MASTER_PLOT_DIR, f'simulation_example_firing_rates_{n_flies}.png'), bbox_inches='tight', dpi=200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### classifiability of simulated idiosyncratic behavior\n",
    "\n",
    "#### Supplementary figure 17"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "keys_to_plot = ['MAC', 'No resampling (PN cone) (986)', '+ ORN (980)', '+ LN (946)', 'No synaptic noise (1020)']\n",
    "tits = ['calcium', 'glomerulus volume variation', 'ORN resampling', 'LN resampling', 'poisson timing variation', ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "MAC_PC2 = pca_loadings_df_MAC.iloc[:, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "saveplot=0\n",
    "nplots = len(keys_to_plot)\n",
    "fig, axs = plt.subplots(nplots, 1, figsize=(12, 12), sharex=True)\n",
    "\n",
    "b = 0.33\n",
    "\n",
    "for i in range(nplots):\n",
    "    ax_i = i\n",
    "    cond_i = keys_to_plot[i]\n",
    "    tit_i = tits[i]\n",
    "    \n",
    "    # get simulated fly firing rates\n",
    "    fly_responses_df_sim_macgloms = d_firing_rates[cond_i]\n",
    "    fly_responses_sim_macgloms = fly_responses_df_sim_macgloms.T.values\n",
    "    \n",
    "    # get PCA scores\n",
    "    pca_sim_macgloms = PCA()\n",
    "    pca_sim_macgloms.fit(fly_responses_sim_macgloms)\n",
    "    pca_scores_sim_macgloms = pca_sim_macgloms.transform(fly_responses_sim_macgloms)\n",
    "    \n",
    "    # get behavioral score\n",
    "    sim_behavior_scores = fly_responses_df_sim_macgloms.multiply(MAC_PC2, 0).sum(0)\n",
    "    median_behavior_score = np.median(sim_behavior_scores)\n",
    "    sim_bin_behavior_scores = (sim_behavior_scores > median_behavior_score).astype(int)\n",
    "    \n",
    "    axs[ax_i].hist(sim_behavior_scores, bins=50)\n",
    "    axs[ax_i].axvline(median_behavior_score, c='k', ls='--')\n",
    "    \n",
    "    axs[ax_i].set_title(f'{tit_i}')\n",
    "    axs[ax_i].set_xlabel('')\n",
    "    \n",
    "plt.ylabel('# simulated flies')\n",
    "plt.xlabel('dot product(odor responses, MAC PC2)')    \n",
    "if saveplot:\n",
    "    plt.savefig(os.path.join(MASTER_PLOT_DIR, 'simulation_pca_loadings.pdf'), bbox_inches='tight')\n",
    "    plt.savefig(os.path.join(MASTER_PLOT_DIR, 'simulation_pca_loadings.png'), bbox_inches='tight', dpi=200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "simfly0       127.814058\n",
       "simfly1       126.251741\n",
       "simfly2       134.996943\n",
       "simfly3       127.069927\n",
       "simfly4       134.198171\n",
       "                 ...    \n",
       "simfly1015    115.316452\n",
       "simfly1016    122.217481\n",
       "simfly1017    128.734752\n",
       "simfly1018    126.602507\n",
       "simfly1019    135.691911\n",
       "Length: 1020, dtype: float64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sim_behavior_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "128.70366590210972"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "median_behavior_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import svm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "SUPFIG_DIR = '../figures/supfig17_classifiability/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
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       "/* global mpl */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function () {\n",
       "    if (typeof WebSocket !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert(\n",
       "            'Your browser does not have WebSocket support. ' +\n",
       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "                'Firefox 4 and 5 are also supported but you ' +\n",
       "                'have to enable WebSockets in about:config.'\n",
       "        );\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById('mpl-warnings');\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent =\n",
       "                'This browser does not support binary websocket messages. ' +\n",
       "                'Performance may be slow.';\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen = function () {\n",
       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
       "        fig.send_message('send_image_mode', {});\n",
       "        if (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n",
       "        }\n",
       "        fig.send_message('refresh', {});\n",
       "    };\n",
       "\n",
       "    this.imageObj.onload = function () {\n",
       "        if (fig.image_mode === 'full') {\n",
       "            // Full images could contain transparency (where diff images\n",
       "            // almost always do), so we need to clear the canvas so that\n",
       "            // there is no ghosting.\n",
       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "        }\n",
       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "    };\n",
       "\n",
       "    this.imageObj.onunload = function () {\n",
       "        fig.ws.close();\n",
       "    };\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_header = function () {\n",
       "    var titlebar = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus() {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_message = function (type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function () {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch (cursor) {\n",
       "        case 0:\n",
       "            cursor = 'pointer';\n",
       "            break;\n",
       "        case 1:\n",
       "            cursor = 'default';\n",
       "            break;\n",
       "        case 2:\n",
       "            cursor = 'crosshair';\n",
       "            break;\n",
       "        case 3:\n",
       "            cursor = 'move';\n",
       "            break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message('ack', {});\n",
       "};\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = 'image/png';\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src\n",
       "                );\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig['handle_' + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "};\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function (e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e) {\n",
       "        e = window.event;\n",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
       "\n",
       "    return { x: x, y: y };\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys(original) {\n",
       "    return Object.keys(original).reduce(function (obj, key) {\n",
       "        if (typeof original[key] !== 'object') {\n",
       "            obj[key] = original[key];\n",
       "        }\n",
       "        return obj;\n",
       "    }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
       "    var canvas_pos = mpl.findpos(event);\n",
       "\n",
       "    if (name === 'button_press') {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.key_event = function (event, name) {\n",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
       "    if (name === 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message('toolbar_button', { name: name });\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "var comm_websocket_adapter = function (comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function () {\n",
       "        comm.close();\n",
       "    };\n",
       "    ws.send = function (m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function (msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data']);\n",
       "    });\n",
       "    return ws;\n",
       "};\n",
       "\n",
       "mpl.mpl_figure_comm = function (comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element;\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error('Failed to find cell for figure', id, fig);\n",
       "        return;\n",
       "    }\n",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable();\n",
       "    fig.parent_element.innerHTML =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "    fig.close_ws(fig, msg);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message('ack', {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('tabindex', 0);\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager) {\n",
       "        manager = IPython.keyboard_manager;\n",
       "    }\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "mpl.find_output_cell = function (html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i = 0; i < ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code') {\n",
       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] === html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel !== null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<img 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\" width=\"842.2222445334924\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\dB\\Anaconda3\\envs\\ALVar\\lib\\site-packages\\sklearn\\svm\\_base.py:986: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  \"the number of iterations.\", ConvergenceWarning)\n",
      "C:\\Users\\dB\\Anaconda3\\envs\\ALVar\\lib\\site-packages\\sklearn\\svm\\_base.py:986: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  \"the number of iterations.\", ConvergenceWarning)\n",
      "C:\\Users\\dB\\Anaconda3\\envs\\ALVar\\lib\\site-packages\\sklearn\\svm\\_base.py:986: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  \"the number of iterations.\", ConvergenceWarning)\n",
      "C:\\Users\\dB\\Anaconda3\\envs\\ALVar\\lib\\site-packages\\sklearn\\svm\\_base.py:986: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  \"the number of iterations.\", ConvergenceWarning)\n"
     ]
    }
   ],
   "source": [
    "np.random.seed(1234)\n",
    "\n",
    "%matplotlib notebook\n",
    "%matplotlib notebook\n",
    "\n",
    "keys_to_plot = ['No synaptic noise (1020)', 'No resampling (PN cone) (986)', '+ ORN (980)', '+ LN (946)']\n",
    "tits = ['poisson timing variation', 'PN synapse density variation', 'ORN bootstrapping', 'LN bootstrapping', ]\n",
    "\n",
    "\n",
    "saveplot=0\n",
    "nplots = len(keys_to_plot)\n",
    "fig = plt.figure(figsize=(13, 11))\n",
    "\n",
    "b = 0.33\n",
    "\n",
    "coefs = {}\n",
    "\n",
    "plot_locs = [0, 1, 2, 3]#1, 2, 4, 5]\n",
    "df_errors = []\n",
    "for i in range(nplots):\n",
    "    ax_i = i\n",
    "    cond_i = keys_to_plot[i]\n",
    "    tit_i = tits[i]\n",
    "    \n",
    "    # get simulated fly firing rates\n",
    "    fly_responses_df_sim_macgloms = d_firing_rates[cond_i]\n",
    "    fly_responses_sim_macgloms = fly_responses_df_sim_macgloms.T.values\n",
    "    \n",
    "    # get PCA scores\n",
    "    pca_sim_macgloms = PCA()\n",
    "    pca_sim_macgloms.fit(fly_responses_sim_macgloms)\n",
    "    pca_scores_sim_macgloms = pca_sim_macgloms.transform(fly_responses_sim_macgloms)\n",
    "    \n",
    "    # get behavioral score\n",
    "    sim_behavior_scores = fly_responses_df_sim_macgloms.multiply(MAC_PC2, 0).sum(0)\n",
    "    median_behavior_score = np.median(sim_behavior_scores)\n",
    "    sim_bin_behavior_scores = (sim_behavior_scores > median_behavior_score).astype(int)\n",
    "    \n",
    "    # find hyperplane\n",
    "    X = pca_scores_sim_macgloms[:, :3]\n",
    "    Y = sim_bin_behavior_scores\n",
    "\n",
    "    clf = svm.LinearSVC()\n",
    "    clf.fit(X, Y)\n",
    "    frac_error = np.sum(clf.predict(X) != Y) / len(Y)\n",
    "    df_errors.append([tit_i, frac_error*100])\n",
    "    coefs[tit_i] = clf.coef_[0]\n",
    "\n",
    "    ax = fig.add_subplot(2, 2, plot_locs[i]+1, projection='3d')\n",
    "    \n",
    "    plot_arr = pca_scores_sim_macgloms[:, :3]\n",
    "\n",
    "    ax.scatter(plot_arr[:, 0], plot_arr[:, 1], plot_arr[:, 2],\n",
    "                c=sim_bin_behavior_scores)\n",
    "    \n",
    "    z = lambda x,y: (-clf.intercept_[0]-clf.coef_[0][0]*x-clf.coef_[0][1]*y) / clf.coef_[0][2]\n",
    "    \n",
    "    maxcoord = np.max(np.max(np.abs(plot_arr)))\n",
    "    tmp = np.linspace(-maxcoord*0.6,maxcoord*0.6,10)\n",
    "    x,y = np.meshgrid(tmp,tmp)\n",
    "    #ax.plot_surface(x, y, z(x,y))\n",
    "    ax.set_xlabel('PC1', labelpad=12); ax.set_ylabel('PC2', labelpad=12); ax.set_zlabel('PC3', labelpad=12)\n",
    "    ax.set_title(f'{tit_i}\\n{int(round(frac_error*100, 0))}% misclassified')\n",
    "    \n",
    "    if i == 0: # calcium\n",
    "        ax.view_init(azim=-3, elev=46)\n",
    "    if i == 0: # poisson\n",
    "        ax.view_init(azim=-109, elev=41)\n",
    "    if i == 1: # PN synapse\n",
    "        ax.view_init(azim=22, elev=33)\n",
    "    if i == 2: # ORN bootstrapping\n",
    "        ax.view_init(azim=-100, elev=37)\n",
    "    if i == 3: # LN bootstrapping\n",
    "        ax.view_init(azim=-105, elev=36)\n",
    "    \n",
    "\n",
    "plt.subplots_adjust(hspace=0.5, wspace=0.8)\n",
    "plt.tight_layout()\n",
    "plt.gcf().subplots_adjust(bottom=0.05, right=0.75, hspace=0.18, wspace=0.2)\n",
    "\n",
    "if saveplot:\n",
    "    plt.savefig(os.path.join(SUPFIG_DIR, 'behavioral_classification_scatter.pdf'), bbox_inches='tight')\n",
    "    plt.savefig(os.path.join(SUPFIG_DIR, 'behavioral_classification_scatter.png'), bbox_inches='tight', dpi=200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 165.6x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "saveplot = 0\n",
    "df_errors = pd.DataFrame(df_errors, columns=['condition', 'fraction misclassified'])\n",
    "fig, ax = plt.subplots(figsize=(2.3,4))\n",
    "ax.barh(df_errors['condition'], df_errors['fraction misclassified'])\n",
    "plt.xlabel('percent misclassified')\n",
    "ax.invert_yaxis()\n",
    "if saveplot:\n",
    "    plt.savefig(os.path.join(SUPFIG_DIR, 'behavioral_classification_scores.pdf'), bbox_inches='tight')\n",
    "    plt.savefig(os.path.join(SUPFIG_DIR, 'behavioral_classification_scores.png'), bbox_inches='tight', dpi=200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "df_coefs = pd.DataFrame(coefs).T\n",
    "df_coefs.columns = [f'PC{i+1}' for i in range(df_coefs.shape[1])]\n",
    "plt.figure()\n",
    "sns.heatmap(df_coefs, cmap='bwr', center=0, annot=True, fmt='.2f')\n",
    "plt.xlabel('coefficient in hyperplane')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "df_coefs_normed = (df_coefs.T**2 / (df_coefs**2).sum(1)).T\n",
    "#df_coefs_normed = (np.abs(df_coefs).T / np.abs(df_coefs).sum(1)).T\n",
    "\n",
    "df_coefs_normed = (df_coefs.T / np.sum(df_coefs**2, 1) ** 0.5).T\n",
    "\n",
    "plt.figure(figsize=(6, 10))\n",
    "plt.subplot(211)\n",
    "sns.heatmap(df_coefs_normed, cmap='bwr', center=0, annot=True, fmt='.2f')\n",
    "plt.xlabel('coefficient in plane normal')\n",
    "\n",
    "plt.subplot(212)\n",
    "sns.heatmap(np.abs(df_coefs_normed), cmap='Reds', vmin=0, vmax=1, annot=True, fmt='.2f')\n",
    "plt.xlabel('abs(coefficient in plane normal)')\n",
    "plt.show()"
   ]
  },
  {
   "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": "3.6.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}