{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from pytexshade import ipyshade\n",
    "from plotnine import ggplot,geom_rect, geom_point, aes, stat_smooth,geom_bar, xlim, ylim, facet_wrap, theme_bw,theme_xkcd, geom_line, geom_tile\n",
    "from plotnine import scale_y_continuous,scale_x_continuous, theme_bw,theme_classic, theme_dark, theme_light, theme_matplotlib, theme_minimal, theme_seaborn, theme_void\n",
    "import plotnine as pn\n",
    "from plotnine.data import mtcars\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from seqplot import p9tools\n",
    "from seqplot.p9tools import geom_seq_x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from seqplot.pdb_plot import plot_prof4pdb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting resid 1\n",
      "CPU times: user 7.26 s, sys: 104 ms, total: 7.36 s\n",
      "Wall time: 14.7 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "plot=plot_prof4pdb()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Smiple example, Matplotlib way"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from seqplot.mpltools import add_seq_x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "shaded=ipyshade.shadepdbquick(pdb_chain_id='1KX5_A',feature_types=['SecStr'],force_feature_pos='bottom',ruler='bottom',legend=False,show_seq_names=False,show_seq_length=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<pytexshade.ipyshade.shadepdbquick at 0x7fe5f6b8cdd8>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shaded"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df=pd.DataFrame({'x':np.arange(1,136),'value':np.abs(np.sin(np.arange(1,136)/10.))})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 3000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,1,figsize=(10,2),dpi=300)\n",
    "ax.plot(df.x,df.value,'.')\n",
    "ax=add_seq_x(ax,shaded.img,xlim=(1,135),ylim=(-0.02,1.2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Another Matplotlib way"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from seqplot.mpltools import get_pdb_features_and_seqrec,annotate_x\n",
    "\n",
    "\n",
    "features,record=get_pdb_features_and_seqrec(pdb_chain_id='6F5F_A')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'style': 'sheet', 'seqref': 'PDB_6F5F_A', 'sel': [ExactPosition(16), 23], 'position': 'top'}, {'style': '---', 'seqref': 'PDB_6F5F_A', 'sel': [ExactPosition(18), 120], 'color': 'black', 'text': 'WGR_PARP2_like', 'position': 'bbottom'}, {'style': 'sheet', 'seqref': 'PDB_6F5F_A', 'sel': [ExactPosition(24), 37], 'position': 'top'}, {'style': 'sheet', 'seqref': 'PDB_6F5F_A', 'sel': [ExactPosition(38), 52], 'position': 'top'}, {'style': 'sheet', 'seqref': 'PDB_6F5F_A', 'sel': [ExactPosition(56), 66], 'position': 'top'}, {'style': 'sheet', 'seqref': 'PDB_6F5F_A', 'sel': [ExactPosition(70), 78], 'position': 'top'}, {'style': 'helix', 'seqref': 'PDB_6F5F_A', 'sel': [ExactPosition(81), 95], 'position': 'top'}, {'style': 'sheet', 'seqref': 'PDB_6F5F_A', 'sel': [ExactPosition(113), 116], 'position': 'top'}]\n",
      "ID: PDB_6F5F_A\n",
      "Name: 6F5F_A\n",
      "Description: Chain A, Poly [ADP-ribose] polymerase 2\n",
      "Number of features: 9\n",
      "/topology=linear\n",
      "/data_file_division=PRI\n",
      "/date=01-DEC-2020\n",
      "/accessions=['6F5F_A']\n",
      "/db_source=pdb: molecule 6F5F, chain A, release Dec 26, 2018; deposition: Dec 1, 2017; class: DNA BINDING PROTEIN; source: Mmdb_id: 167589, Pdb_id 1: 6F5F; Exp. method: X-ray Diffraction.\n",
      "/keywords=['']\n",
      "/source=Homo sapiens (human)\n",
      "/organism=Homo sapiens\n",
      "/taxonomy=['Eukaryota', 'Metazoa', 'Chordata', 'Craniata', 'Vertebrata', 'Euteleostomi', 'Mammalia', 'Eutheria', 'Euarchontoglires', 'Primates', 'Haplorrhini', 'Catarrhini', 'Hominidae', 'Homo']\n",
      "/references=[Reference(title='Structural basis for DNA break recognition by ARTD2/PARP2', ...), Reference(title='Direct Submission', ...)]\n",
      "/comment=Structure of ARTD2/PARP2 WGR domain bound to double strand DNA with\n",
      "5 nucleotide overhang and 5'phosphate.\n",
      "Seq('SMGKAPVDPECTAKVGKAHVYCEGNDVYDVMLNQTNLQFNNNKYYLIQLLEDDA...EET', IUPACProtein())\n"
     ]
    }
   ],
   "source": [
    "print(features)\n",
    "print(record)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "131"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(record.seq)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 8000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "df=pd.DataFrame({'x':np.arange(1,136),'value':10*np.abs(np.sin(np.arange(1,136)/10.))})\n",
    "fig, ax = plt.subplots(figsize=(20,2),dpi=400)\n",
    "ax.plot(df.x,df.value,'.')\n",
    "annotate_x(ax,record.seq,features,xlim=(0,136),ylim=(0,10),color_scheme='charge',ax_loc=0)\n",
    "\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(4,2),dpi=400)\n",
    "ax.plot(df.x,df.value,'.')\n",
    "annotate_x(ax,record.seq,features,xlim=(39,61),ylim=(0,10),color_scheme='charge',ax_loc=0,annotation_height=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "300"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax.figure.dpi\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/miniconda3/envs/moldyn/lib/python3.7/site-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  FutureWarning\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "cannot reindex from a duplicate axis",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_21074/838132504.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdpi\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m300\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlineplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'x'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'value'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mhue\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'type'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0mannotate_x\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mrecord\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mfeatures\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mxlim\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m136\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mylim\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcolor_scheme\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'charge'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0max_loc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/miniconda3/envs/moldyn/lib/python3.7/site-packages/seaborn/_decorators.py\u001b[0m in \u001b[0;36minner_f\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     44\u001b[0m             )\n\u001b[1;32m     45\u001b[0m         \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0marg\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0marg\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparameters\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 46\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     47\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0minner_f\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     48\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/miniconda3/envs/moldyn/lib/python3.7/site-packages/seaborn/relational.py\u001b[0m in \u001b[0;36mlineplot\u001b[0;34m(x, y, hue, size, style, data, palette, hue_order, hue_norm, sizes, size_order, size_norm, dashes, markers, style_order, units, estimator, ci, n_boot, seed, sort, err_style, err_kws, legend, ax, **kwargs)\u001b[0m\n\u001b[1;32m    708\u001b[0m     \u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_attach\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    709\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 710\u001b[0;31m     \u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    711\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    712\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/miniconda3/envs/moldyn/lib/python3.7/site-packages/seaborn/relational.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(self, ax, kws)\u001b[0m\n\u001b[1;32m    469\u001b[0m         \u001b[0;31m# Loop over the semantic subsets and add to the plot\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    470\u001b[0m         \u001b[0mgrouping_vars\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"hue\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"size\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"style\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 471\u001b[0;31m         \u001b[0;32mfor\u001b[0m \u001b[0msub_vars\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msub_data\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miter_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgrouping_vars\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfrom_comp_data\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    472\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    473\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msort\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/miniconda3/envs/moldyn/lib/python3.7/site-packages/seaborn/_core.py\u001b[0m in \u001b[0;36miter_data\u001b[0;34m(self, grouping_vars, reverse, from_comp_data)\u001b[0m\n\u001b[1;32m    981\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    982\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mfrom_comp_data\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 983\u001b[0;31m             \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcomp_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    984\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    985\u001b[0m             \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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      "\u001b[0;32m/opt/miniconda3/envs/moldyn/lib/python3.7/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m__setitem__\u001b[0;34m(self, key, value)\u001b[0m\n\u001b[1;32m    668\u001b[0m             \u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply_if_callable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    669\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_setitem_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 670\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_setitem_with_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    671\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    672\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_validate_key\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/miniconda3/envs/moldyn/lib/python3.7/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_setitem_with_indexer\u001b[0;34m(self, indexer, value)\u001b[0m\n\u001b[1;32m   1052\u001b[0m                 \u001b[0;31m# setting for extensionarrays that store dicts. Need to decide\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1053\u001b[0m                 \u001b[0;31m# if it's worth supporting that.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1054\u001b[0;31m                 \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_align_series\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSeries\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1055\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1056\u001b[0m             \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mABCDataFrame\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/miniconda3/envs/moldyn/lib/python3.7/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_align_series\u001b[0;34m(self, indexer, ser, multiindex_indexer)\u001b[0m\n\u001b[1;32m   1170\u001b[0m             \u001b[0;31m# series, so need to broadcast (see GH5206)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1171\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0msum_aligners\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mall\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mis_sequence\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0m_\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1172\u001b[0;31m                 \u001b[0mser\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mser\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreindex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1173\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1174\u001b[0m                 \u001b[0;31m# single indexer\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/miniconda3/envs/moldyn/lib/python3.7/site-packages/pandas/core/series.py\u001b[0m in \u001b[0;36mreindex\u001b[0;34m(self, index, **kwargs)\u001b[0m\n\u001b[1;32m   4028\u001b[0m     \u001b[0;34m@\u001b[0m\u001b[0mAppender\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgeneric\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mNDFrame\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4029\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mreindex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4030\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreindex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   4031\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4032\u001b[0m     def drop(\n",
      "\u001b[0;32m/opt/miniconda3/envs/moldyn/lib/python3.7/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36mreindex\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   4542\u001b[0m         \u001b[0;31m# perform the reindex on the axes\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4543\u001b[0m         return self._reindex_axes(\n\u001b[0;32m-> 4544\u001b[0;31m             \u001b[0maxes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlimit\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfill_value\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   4545\u001b[0m         ).__finalize__(self)\n\u001b[1;32m   4546\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/miniconda3/envs/moldyn/lib/python3.7/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m_reindex_axes\u001b[0;34m(self, axes, level, limit, tolerance, method, fill_value, copy)\u001b[0m\n\u001b[1;32m   4565\u001b[0m                 \u001b[0mfill_value\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfill_value\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4566\u001b[0m                 \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4567\u001b[0;31m                 \u001b[0mallow_dups\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   4568\u001b[0m             )\n\u001b[1;32m   4569\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/miniconda3/envs/moldyn/lib/python3.7/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m_reindex_with_indexers\u001b[0;34m(self, reindexers, fill_value, copy, allow_dups)\u001b[0m\n\u001b[1;32m   4611\u001b[0m                 \u001b[0mfill_value\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfill_value\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4612\u001b[0m                 \u001b[0mallow_dups\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mallow_dups\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4613\u001b[0;31m                 \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   4614\u001b[0m             )\n\u001b[1;32m   4615\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/miniconda3/envs/moldyn/lib/python3.7/site-packages/pandas/core/internals/managers.py\u001b[0m in \u001b[0;36mreindex_indexer\u001b[0;34m(self, new_axis, indexer, axis, fill_value, allow_dups, copy)\u001b[0m\n\u001b[1;32m   1249\u001b[0m         \u001b[0;31m# some axes don't allow reindexing with dups\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1250\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mallow_dups\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1251\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_can_reindex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1252\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1253\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0maxis\u001b[0m \u001b[0;34m>=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/miniconda3/envs/moldyn/lib/python3.7/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36m_can_reindex\u001b[0;34m(self, indexer)\u001b[0m\n\u001b[1;32m   3097\u001b[0m         \u001b[0;31m# trying to reindex on an axis with duplicates\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3098\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_unique\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3099\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"cannot reindex from a duplicate axis\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3100\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3101\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mreindex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlimit\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: cannot reindex from a duplicate axis"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 3000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# it also works with seaborn\n",
    "# lets simulate categorical dataset\n",
    "df1=pd.DataFrame({'x':np.arange(1,136),'value':np.abs(np.sin(np.arange(1,136)/10.)),'type':'A'})\n",
    "df2=pd.DataFrame({'x':np.arange(1,136),'value':np.abs(np.cos(np.arange(1,136)/10.)),'type':'B'})\n",
    "df=pd.concat((df1,df2))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10,1),dpi=300)\n",
    "sns.lineplot('x','value',hue='type',data=df,ax=ax)\n",
    "\n",
    "annotate_x(ax,record,features,xlim=(0,136),ylim=(0,1),color_scheme='charge',ax_loc=0)\n",
    "ax.legend(bbox_to_anchor=(1.01, 1), loc='upper left', borderaxespad=0.,prop={'size': 4})\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(2,1),dpi=300)\n",
    "sns.lineplot('x','value',hue='type',data=df,ax=ax)\n",
    "\n",
    "annotate_x(ax,record,features,xlim=(40,60),ylim=(0,1),color_scheme='charge',ax_loc=0)\n",
    "ax.legend(bbox_to_anchor=(1.01, 1), loc='upper left', borderaxespad=0.,prop={'size': 4})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2Hkxs44nWd/v27dOZZ56ppUuXSpJOPfVU9evXT3Xr1lWZMmW0YcMGffPNN/rvf/+rX3/9teB0Whir+/IGDRpozpw52rNnj37//XdVrlw5rjyuW7dOUsFxi2Cm2gKJrlO7+Qhnoo1qJy6trk8n8hFLPMc2TMSEiXy4ue8wsY3bZaq9H85qf9pqP9RUWXqqH2qIG23UcMk6VnXHHVLUwzzxtqsWLw7510QbNZjVvk+idZUUf10VrSwTkegxbRN9QFsMtnODxdo27BwXaNo0sewlsj6S3Rc23TYLcLHvZLLPEXc+tLjoSYI4to1OnBj5SwfyUdS+x1Q72S/ec07z589Xw4YNQ+Z1s63thePJfl45Hmy3vW8sHxbK0qnjdom0zbxwXNtkGoz1/0y1JeKuL23OH23/l+AyLpwyxda6cLR9B3iNy4PwfD6fz/fKK6+E3BHthBNO8O3Zsyfh5bRu3TpkOQ8//LADqS248iX4d3r06JHwMn766aeQZTRo0MA3Pd5bkKUQ/2j9WrVqBa4InTlzZqHpjjvuOJ8kX8+ePQuNED9w4ICvadOmgc+feOKJqL83c+ZM3xVXXOHz+RK7Iicz0+ebPPnwNBMnxr6iaP369YH0vPjii74yZcr4JPnuu+++mOURPIo+2ojrv/76y9e5c+dC5bBw4cLAZxdeeGHM3/nggw8C095+++2JXcoyYIDPl5fn/1Gfr0QJM/mINsp9/PjoI/LDX0FmzZrly8zM9EkFV/4sX748Yjry8vJ8zzzzTNTvgwVfXbJmzZoipw8Wb0yYjEtbMfE3u9uX1TyY3r7s3gnORFn6fD7f2LFjA98NGzYs4vyrVq3y5eTk+CT5mjZtWuh7S7FtcPuyGhN+/vmys7N9knwlS5b0bdmypdC8cd8JzkJd5eb6PHTokGfyYWIf7Of/3M6d4CzFRJBffvnFV6JECZ8kX/Xq1SMuo0+fPoFljB49usi0JVLvm8qHnbL0+cyUg539nc9nvyxMlKXVZZjef9mt9y3XMxHKwu7VueESiRMTcWkiH5aWYWIfarfeNzF/FFbaVVbXZ/g2smZN5Czk5vp8c+Ycnu7++wvPa6rOtVPfjRo1KjDvvffeG3W6vLw834QJE3zz5s0r9J3VffmDDz4YeP/999/HnebmzZv7JPnq1Knj8/nstQWC15lfouvUbj6C2e23WM1D8LxW16fJfNjtQ5pqH9rtM/h89vYdJu4EZ2Ib9/ns7b9M9VuCWT1eZecYi4mydLUfGmE5du8E53Yb1S+ReDCShuAJrbSr4pDovt1u38dKXWWiLE3V+6bKwfK2EW9GFLmd69S2EayosjG5PtzsC/t8BtpmdrfxRAqziJjws9S2s5kPz2yjhvJhYvsy0U62cs7p8ssvD/ne7ba2z+f+8WRT7X27bSKfz15731Y+DJWlz2fmuF0wq231SNw4rm0nDZbjwe76DJ/G7v7L7vx2lmFoXQDFQaY8IHyk/qFDh7Rw4cKElrFu3Tpt3bo15nJNCb+KYcmSJfrrr78SWkbBVWGxl5tuLr30UkmHR+b7fffdd1qzZo2aN2+u+vXrF5rvueeeC1z1d/XVV+vmm2+O+hutW7fWhAkTEk7b+PHSxRcXvJ88uWAAeSzvv/++pILnqHfp0kXt/77sw/+5HSVKlNATTzxR6POmTZuqZs2akgqeyx7rGfSff/554P15552XWAL+/W/pxRf9Pyr16pXY/H+Llg9TBg4cGLjy+LXXXou6vWdmZqp///6O1Qd+TsREUXFpIiac3r4S3bYkZ7evaExtXwMGDAhclf/YY49FvFPo//3f/+ngwYOSpCeffLLQ927HtqmYOOWUU1StWjX99ddfeumll4ymUVLMusrN9Rl+5xUv5EOyvg82yW5MPP/88zpw4ICkgnKvUqVKoWkefvhh5eTkSJKeeuopewmOwvHYLoJXykGyXxYmytKp9RHv/stuvZ+UeiYJvBSXnme3rZ3g/FbaVU6vz/37pXvuOfz/BRdEn9bNOte/z6xataqGDx8edbrMzEz16tVLJ510UqHvrO7Lg48N/PLLL3Gn2X+XjkjtQyfbAtHWqd18BHO63xJPXFpdn8G81P+yExMm8uH2vsPENm6XE8d5rPan7fRDTZRlyvRD4+R2G9XPjWNV6cbJuspEWabV+rDRTvZKOcSbDrf6wibbZklhIyYS6XM4ySuxaUc8eTDRTo5H+Dmnjz/+OOR7L7S13T6eHMzt48Gm9qGO5qOIsjS9Pt049xXMzbZyUvp/hs5vA0h9nhgE16xZM5UrVy7ks++++y6hZYRPn5mZqbZt29pOWyT//Oc/Q/4/ePCgfvjhh4SWMXfu3JD/GzRokPCjF1PNJZdcoszMTE2ePDnksQmvv/66JKlHjx4R5/PfGlWS7r333iJ/Jzs7saf8/uc/0tVXF7z/6COpZ08p1tMFpcO3qz3ppJNUpUoVnX322ZIKBjdu2LAhod+P5Pjjj1elSpUKfe4/0PnHH38UiqFg/o5E+fLl1aZNm8QT8Nhjh9/37Zv4/H+Llg+75s2bFxhI2rp1a3Xo0MH4byTKdEzEG5d2Y8LJ7cvKtiU5v31FY2L7ys7O1uOPPy5J2rNnT6EynT17tiZPnixJ6t69e6CT4+eF2DYVEzk5ObruuuskFRyAiPnYVqti1FVeWJ9xczgfkvV9sEl2YyL4YMDF/iNOYY488shAO239+vUWUxpbUmI7BivlsGDBAkfSYrcsTJSlE+sjkf2X3XoiafWMw7wUlynBbls7gfmttKuSsT6//fbw+zp1ok/nZp27atUqSQWP6LAz+NTKvjz4BGX4SceFCxdqzpw5mjNnjvbu3Rv43P9YKynyBXZOtwUirVO7+Qjm9HEBKb64tLI+g3mp/2UnJkzkw+22nalt3C7Tx3ms1Pt2+6EmyjKl+qFxcLuN6ufWsap04lRdZaIs03J9WGgne6UcEkmHW31hk22zpLHRd4q3z+EUr8SmHYnkwW47OV7B55z8j5/080Jb2wvHk/3cPh5sah/qeD5ilKXp9enWuS8/N9vKSTt2aOj8NoDU5olBcDk5OWrXrl3IZ++9917BjYnjNGXKlJD/mzVrpsqVK5tIXiFNmzZV1apVY/5+LLt37y50tcMZZ5xhImmedvTRR6tNmzb67bff9PXXX0uSfD6f3nzzTUmRGyqrV6/WkiVLJElNmjRRvXr1jKZp9GjpxhsL3n/xRcFVHH8P2I/qzz//1JdffilJgQaK/69kbsS+f7R7sOCrfadNmxZxvo0bN2rZsmWSpM6dO0dcTpFWrDj8jHKbVztb+v0iBG9v3bp1M778RJmOiUTi0k5MOLl9Wdm2pORtX5GY2r7OOussnX/++ZKkCRMmBK4+k6Q77rhDklSqVCmNGTOm0Lxux7bpmLj++uuVlZWlNWvW6JNPPjGRxFAx6iovrE8v5cPKPtgJVmNi7969Wrx4sSSpevXqMS8cOPnkk22nsyiOx3YUVsvh2+Ajv4bZLQsTZWlyfVjZf9mtJ5JSzzjIi3HpeXbb2uHzRzl5YKVdlaz1GbxdFXXewa06138w+Keffop5J4OiWNmX169fXxkZGZJCT1Dm5eXp9NNPV6tWrdSqVauQ8gieLtIdnJxuC0Rap3bz4ef0cQG/eOLSyvr081r/y2pMmMiHF9p2prZxu0we57Han7bbD7VblinXD3UhHV44fmn1OE8qc6quMlGWabs+Emwne6UcrKTDjb6wqbZZUtnoOyXS5zDNK7FpR6J5sNNOTlSktpCX2tpuH0/2c/N4sMl9qOP5KKIsTa1PN899BXOjrZzUY4dxHjMDkN48MQhOks4555yQ/3/99Vd98cUXcc27fPnyQlcWBO84TMvIyCi0/KlTpxZ6HGs077zzTsjVNJKz6fWS8NvWzpw5Uxs2bFDLli1VJ8LlOMHr1fSBz2HDpMGDC97PmlVwS+x4nmr7ySefBG7Z6l9v9erVU926dSUdHslvx8aNG7V58+ZCn59xxhkqVaqUpOi3jbb1KNRgf3dGlGm9moiWD7ucjAsrTMZEonFpJyacKker25aUnO0rGpPb17/+9S+VKFFC+fn5gY7Q22+/rVmzZkmS7rzzzsAt4oO5Hdumf//YY48NdBCffvpp28uLKEpd5YX1mZAk5CPRfbATrMbEqlWrAhdH1KpVK+a0RX1vQlJiOwKr5bBixQrH0mS3LEyUpan1YWf/ZbeeSEo94xAvxmVKsNvWDp6/RYuIk1hpVyVrfQbfqGz16tjTulXnNmnSRJK0detW3XvvvQldpBfMyr68VKlSOvbYYyWFnnhcsmSJ9uzZE/g/+I74wdNFuhOc5GxbINI6tZsPv2S1keOJy3Trf1mJCRP58ELbztQ2bpfJ9r7V/rTddWq3LFOyH5rEdHjh+KWdeiaVOVFXmSjLtF8fcbaTvVIOVtPhRl/YVNss6Sz2nRLpc5jkldi0w0oeknXuKvicU25ubuBzr7W13TyeHMyt48Gm96GO56OIsjSxPt089xXMjbZy0o8dxnHMDEB688wguI4dOxa6WvnBBx8MaXxHkpeXpyFDhoR8VqVKlbhHfjds2DDkddVVV8U133XXXaeSJUsG/t+3b59GjhxZ5HybNm0KeWa9VNA4bNSoUVy/m+ouueQSZWVl6e2331ZeXl6Rt6sN3sGZvHJj0CDpvvsK3u/aJZ13nlREqAX4GyIVK1bUaaedFvjc32iZPn26/vzzT1vpGzZsWMTPS5UqFXgsxZw5cyJuH/6OREZGRqHBpQn55Rfr8/4tWj5CVKwoNW4c+xXWiHUqLqwyFRNW4tJOTDhRjna2LclMWe7Zs0eLFy+O+tqyZUvE+UxuX/Xr19ett94qSfrss8/04Ycf6v/+7/8kSTVr1tRdd90VcT7j6yTB7cuJmLjhhhskFQwWX+O/AsekKHWVF9ZnQpKQj0T3wU6xEhMbN24MvD/qqKNiTlutWjXriUuA47EdgdVyCJ4v3MqVK2PWmfHkzW5ZmChLu8uwu/+yW08kpZ5xiBNx6QkW2qgJsdvWDp6/du2Ik1hpVyVrfd588+H3r71W9PQm6olE67vrr78+8H7UqFFq0qSJHnzwQc2ePVt/JXAWy+q+3D+Q7Zegde0/IVm2bFlJoVdFF3UnOMnZtkC0dWonH37J6v/FE5fp1v+yEhMm8mGybWe1/2dqG7fLZHvfan/a7jq1W5Yp2Q9NUjq8cPzSbj3zdyKcbVfFKdG2gOl+qImyNLEME31AR8XRTjYSlwbYTYcbfWETbbNCPNp3SrTPYSIfnthGbebDah6Sde4q+JxT8BPGvNbWdvN4cjC3jgeb3oc6no8iytLE+kzGueV4JbutnPRjh3EcM5Nkv943sf/zSDsZSDeeGQSXkZER2IH4bdiwQTfccIN2794dcZ4DBw7ojjvuCNxC069///6BKw6cUq1aNfXs2TPks08//VSPPPJI1CseN23apL59+4bkJyMjQ7fccoujafWSqlWrql27dtqyZYumTZsWeFZ6tIbKjh07Au8rVKhgJA0tWkj/+tfh/8uXl664Ir55Dx06FLg9bKdOnZSVlRX4zt9QOXDggKZOnZpwuvbu3as5c+aoe/fuevHFFyUpcHvyYP4R+gcOHNCMGTMKff+///1PktSyZUt7AwGibHdFiTcfARdeKC1eHPv19tshswTHRcWKFS2l0xRTMWEnLq3GhOnty04eJHNlOW/ePDVt2jTq65lnnok6r8nta+jQoYEGfY8ePbRq1SpJ0pgxY6Luo4zHdoLblxN1bufOnVWvXj3l5+frueeeM7LMEDHqKrfXZ0KSkI9E98FOsRITwW2nosrb6Tagn+OxHYHVcojWlpYKbukfq87s3bt3kemyWxYmytLOMuzuv/zs1hOO1zMOcSIuPcFCGzUhdvMfPH+EfbbVdpWT67NkSenEE6Vx46S+fQs+mzUrdPuLxkQ9kWh916dPH/Xr1y/w/9KlSzV06FCdfvrpqlChgs444ww9+eSTIe2naKzsy/0nKINPPPpPUPb9uwDnzZsXePSgf7oyZcqoRo0aEdNhui0Qzzq1kw8/J9qoieQhXLr0vyRrMWEiHybbdlb7fya3cbtMtPft9Kft9kPtlmVK9kOTkA4vHL801U52vF0Vp0TbAibrKhNlaWp9mOgDOqqIdqWxuLTJRDrc6AubaJsV4qG+k50+h918eGYbtZEPu3lw6txVtHNOwTdI8WJb283jyX5uHQ82fSzX8XzEUZZ21qeT55atSHZbOenHDos4ZhZgd/9lYv/nkXYykG48MwhOKrgj2llnnRXy2bfffqsLLrhAr7zyilavXq1du3bp559/1uTJk9WtWzd9/PHHIdM3b95cl112WVLSO2DAgMDto/1eeuklXXbZZfrkk0+0fv167dy5U8uXL9e///1vXXjhhVq5cmXI9L1799bxxx+flPR6hf+2tYMGDdKWLVt06qmnRr39afDVIpF2jFOnTlVGRkah14gRI6L+vv/x30uXFly9IUmPPCL9fcfZmGbMmBFoTIc/wrZDhw6BuwPG8+z2iRMnhqS5TJkyatWqVaDxlpOTE/FWtMG3iQ6/rfSiRYu0adOmQtNZsm9fXJNZzYcdwXERfMtrN5iKCTtxaTUmTG9fdvIgmd2+rDK5fZUrV06jRo2SVHC3UKng6rTu3btHncft2Haizs3IyFD//v0lFewjjd9VIUZd5fb6TEiS8pHIPtgpVmJi//79gfc5OTkxpy1RooS9BMbJ8diOwGo57Itzn26V3bIwUZZ2lmF3/+Vnt55wvJ5xiFfj0vPs5j94/r/v2BDMarvK5PqsXVvy+Q6/9u+XFiyQrrtO+vVXaeRIqVMn6e+ngcTkRp0rSc8995ymTJkScpW2JP3111+aPn26brnlFtWtW1cTJ06MuRwr+3L/3dw2b94ceGSK/64cF110kerUqaM9e/ZoyZIlkg7fzaN+/foxL0Ky0xawsk7t5MPPZBvVRFymS//LL9GYMJEPr7TtTG3jdplo79vpT5voh9opy5Tsh8bJrTaqF45VpQOTdZWJsiw266OIdrJXysFEOtzoC5tomyVdjJgw2eewyyuxaYfdPJg6hhnvOae2bdsG5vFiW9vN48nB3Dge7ER739F8xFGWdtanF859BUt2Wznpxw6LOGYGIP15ahCcJD300EP6xz/+EfLZhg0b9MADD+i8887TySefrHPOOUdDhgzR6tWrQ6arWbOmnnzySWVnZyclrWXLltUzzzxT6CrJBQsW6NZbb1WnTp10yimnqGvXrnrqqacKXfF4xhln6Pbbb09KWr3koosuUnZ2tpb9/Uxuf8MlkuArjIJ3knatXi117Cjdfbf/d6SJE6VYNyyTQp/JHt5QKVOmjNq0aSNJ+vjjj3Xo0CFLaatevbquvfZazZ8/P9AICVazZk01adJEkjRt2rSQ74I7FrYHwdkcgFNUPgImTCgo+Fiv5s1DZnEqLqwwGRNW49JqTDhRjlbzIJkry3bt2snn80V9DR8+POq8prevXr16hQx0fvjhh2NOb3ydJLh9ObVt9e7dW7m5udq6daveeustY8uVFLOucnt9JiRJ+UhkH+ykRGMi+GTcwYMHY057IBlHNv/maGxHYLUcYh1MWrNmTcw688svv4wrbXbLwkRZ2lmGnf1XMLv1hKP1jEOciEtPsNBGTYjdwe7B80d4HovVdlUy1ue+fdI77xScQEjkeKbdesJqfde1a1fNnj1ba9as0QsvvKA+ffqEbKc7duzQNddco3HjxkX9bSv7cv9dOnw+n9avX6+9e/dqyZIlKlGihFq2bKnWrVtLOnzS0n+XDv980TjRFoi1Tk3kIxn9v0TiMl36X36JxoSJfJhs29np/0lmtnG7TLT37fSnTcWm1bJMyX5oktLhheOXRtrJTrer4pRoW8B0P9REWZpYhqk+oGPiaCeb6r/ZZSIdye4LO9LG9GDfyVKfw0A+PLGN2syHnTw4fe4q1jknr7a13TqeHMyN48FOHMt1NB9xlqXV9ZmMc8uJSmZbOenHDos4ZhZgt943sf/zSDsZSDeeGwRXtmxZjR8/XmeeeWZC87Vs2VL//e9/VbVqVYdSFln9+vX13//+N+ErYXr27JnUAXtecuSRR6pjx46SCkabxxolH3zb4l3+yy2CtGnTRosWLdKiRYv00ksvxfX7mzcXXP2zaZP0zDPSV18VfN66tVTUmET/KPwmTZpEfMSMv/Gyfft2zZw5M+ayunbtGkj7okWLtGrVKv3+++/auHGjXnzxRTVt2jTqvP5OwqJFi7R58+bA5/6ORbVq1XTSSSfFzkxR4hwdbycfVgXHxc6dO40vPxGmYsJOXErWYsL09mU3Dya3LztMbl8ZGRkht3b33y47Grdj24k6V5IqVaoU6JSavjNkUXWVm+szIUnKRyL7YCclGhNlg8qnqCvAknl3KUdjOwKr5RDzsSWG2C0LE2VpdRl291/B7NYTjtYzDvFyXHqa3StRg+eP0Gaw2q4yuT43bJCaNCl4nXiidP750uTJUqlS0s03F2xrf1/sHJdk17nhateurT59+uiFF17QsmXLtGzZMl188cWB7wcPHhyx/eSX6L48+ETjL7/8ovnz5ysvL0/NmzdXbm5u1BOU/rt7RGOnLWBlnZrIh8k2qqm4TIf+l1+iMWEiH15s29ndxu2y296305823Q9NtCxTsh+aADfaqF45VpXqTNZVJsqy2KyPItrJXikHU+lIdl/YqTamo2LEhOk+hx1eiU07TOTBxDFMK+ecvNrWdvN4sp8bx4OdaO87mo84y9Lq+vTKua9gyWwrJ/3YYRHHzACkP88NgpMKKsN///vfevrpp9W8iNGtDRs21MMPP6xXX31VRx55ZJJSGKpOnTp69913dc899xR6PGqwzMxMtW3bVpMmTdLw4cOLvOVnOhsyZIiGDBmif/3rXzrmmGOiThfcKfv5558LfV+2bFk1adJETZo00XHHHRfXby9bJv19F29JBbfG3ru34P3IkVKjRpHnW7hwodauXStJWrx4ccRbJw8ePDgwffDI/kgqVqwYSHuTJk1Ur149VapUKa48nH/++YH3/s7DgQMHNGPGDEnSueeeq1iPwIlLnLcRtpMPq4LjIvyOkMlkMiasxqWflZgwvX3ZyYPp7cuOpGxfUbgd207UuX433nijJGn27Nn68ccf7SU0WBF1lZvrMyFJzEe8+2CnJRIT1atXD7wPPoAWyZYtW+wnLgGOxXYEVsvh6KOPdixNweyWhYmytLIMu/vg4s7rcelZdh/ZETx/cADLXrvK5Po8eFBasqTgtXCh9NFHUvfu0ujRBd+fdJI0bFiROQ2RzDq3KMcff7zeeusttW/fXlLBwJH//e9/UadPdF9eu3btwCNR1q1bFzgR6T8xGXyC0ufzacOGDZKKvhOcZL0tYGWdmsiHyTaqqbhM9f5XuERiwkQ+vNy280t0G7fLTnvfbn/a6X5oUWWZkv3QBCWzjeqlY1WpzmRdZaIsi836KKKd7JVyMJmOZPaFnWxjOiZGTDjR57DKK7Fph4k8mDiGaeWck5fb2o5J4LhCso8HO9XedywfDj4e1kvnvsIlq62c9GOHMY6ZASgePDkIzq9jx456/fXXNWPGDD311FO6++67dfPNN+vOO+/U2LFjNW3aNL3//vvq1q2b5RPYK1asCHm98sorlpaTk5OjXr16adq0afrwww81evRo3XHHHbrlllt0zz336Nlnn9WsWbP0wgsvqGXLlpZ+I520bdtWDzzwgG699daY0wWX1Q8//OBIWlavPtwRys2VXn5ZysoqPF2iDQ8nn93eqlUrHXHEEZIO30Z61qxZ2vP3bV1tPwpVkk44wf4yHHLyyScH3s+dO9e1dDgZE/HGpZ+VmHB6+0okD8Vu+4rC7dh2MiZOOeWUwFV+Rq8sKqKucnN9JiSJ+Yh3H+y0RGKiQYMGgbbeL0V0XIv63jTHYjsCq+VQr149R9PlZ7csTJSliWUkug8u7rwel55lt60dPP/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      "text/plain": [
       "<Figure size 3000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.set()\n",
    "df=pd.DataFrame({'x':np.arange(-70,70),'valueA':np.abs(np.sin(np.arange(-70,70)/(3.14*5))),'valueB':np.abs(np.cos(np.arange(-70,70)/(3.14*5)))})\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10,2),dpi=300)\n",
    "df.plot(x='x',kind='bar', stacked=True,ax=ax,color=['r','b'])\n",
    "ax.set_xlim(-30,30)\n",
    "annotate_x(ax,record.seq,features,xlim=(0,140),ylim=(0,2),color_scheme='charge',ax_loc=0,seq_start=-70,data_offset=70)\n",
    "#ax.legend(bbox_to_anchor=(1.01, 1), loc='upper left', borderaxespad=0.,prop={'size': 4})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rs = np.random.RandomState(0)\n",
    "n, p = 40, 136\n",
    "d = rs.normal(0, 2, (n, p))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5,2),dpi=300)\n",
    "sns.violinplot(data=d, ax=ax,linewidth=0.5,width=0.9)\n",
    "annotate_x(ax,record.seq,features,xlim=(40,80),ylim=(0,10),color_scheme='charge',ax_loc=-10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 3000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rs = np.random.RandomState(0)\n",
    "n, p = 200, 135\n",
    "d = rs.normal(0, 2, (n, p))\n",
    "\n",
    "with sns.axes_style(\"whitegrid\"):\n",
    "    fig, ax = plt.subplots(figsize=(10,2),dpi=300)\n",
    "    sns.boxplot(data=d, ax=ax,linewidth=0.1,fliersize=0)\n",
    "    # we want sequence to start from 5, as data was plotted starting from 0 we have to apply data offset, or prepare correct dataframe for mpl\n",
    "    annotate_x(ax,record.seq\n",
    "               ,features,xlim=(-1,135),ylim=(0,10),color_scheme='charge',ax_loc=-10,seq_start=5,data_offset=-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4500x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#same with heatmap\n",
    "x,y=np.meshgrid(np.arange(1,136),np.arange(40))\n",
    "data=np.abs(np.sin(x/10))+np.abs(np.cos(y/10))\n",
    "fig, ax = plt.subplots(figsize=(15,4),dpi=300)\n",
    "# be aware, that square=True and annotate=True wont work \n",
    "sns.heatmap(data, ax=ax,linewidths=0)\n",
    "annotate_x(ax,record.seq,features,xlim=(0,135),ylim=(0,40),color_scheme='chemical',ax_loc=0,data_offset=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "0.5//1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simple example with description Plotnine (ggplot way)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "shaded=ipyshade.shadepdbquick(pdb_chain_id='1KX5_A',feature_types=['SecStr'],force_feature_pos='bottom',ruler='bottom',legend=False,show_seq_names=False,show_seq_length=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<pytexshade.ipyshade.shadepdbquick at 0x7f92a2361eb8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shaded"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.DataFrame({'x':np.arange(1,136),'value':np.abs(np.sin(np.arange(1,136)/10.))})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1920x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (8766625276101)>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g=(ggplot(data=df,mapping=aes(x='x', y='value'))\n",
    "+ geom_point(size=0.1)+geom_bar(stat='identity')\n",
    "+ scale_x_continuous(limits=(0.5,135.5),expand=(0,0),name='',breaks=[])\n",
    "+ scale_y_continuous(breaks=[0,0.5,1.0])\n",
    "+ theme_light()+pn.theme(aspect_ratio=0.15,dpi=300,plot_margin=0))\n",
    "g"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1920x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (8766734528737)>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gseq = g + geom_seq_x(seqimg=shaded.img,xlim=(1,135),ylim=(0,1),aspect_ratio=0.15)\n",
    "gseq\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/miniconda3/envs/moldyn/lib/python3.7/site-packages/plotnine/ggplot.py:729: PlotnineWarning: Saving 6.4 x 4.8 in image.\n",
      "  from_inches(height, units), units), PlotnineWarning)\n",
      "/opt/miniconda3/envs/moldyn/lib/python3.7/site-packages/plotnine/ggplot.py:730: PlotnineWarning: Filename: plot.png\n",
      "  warn('Filename: {}'.format(filename), PlotnineWarning)\n"
     ]
    }
   ],
   "source": [
    "gseq.save('plot.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "moldyn",
   "language": "python",
   "name": "conda-env-moldyn-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}