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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# Create plots for panels used in figure 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import dclab\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
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   "execution_count": null,
   "outputs": [],
   "source": [
    "result_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\result_data\\RTDC\\RTfDC\""
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
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   "execution_count": null,
   "outputs": [],
   "source": [
    "color_dict = {'VS': 'C0', 'VL': 'C1', 'RS': 'C2',\n",
    "              'KM': 'C3', 'LM': 'C4'}"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
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   "execution_count": null,
   "outputs": [],
   "source": [
    "data_LM_9w_RBC = {'date': '2017-11-07','events': 19455, 'flow rate': 0.02, '% gated': 88.4278,\n",
    "                     'median area_um': 41.7316, 'mean area_um': 41.733, 'sd area_um': 3.67772,\n",
    "                     'median deform': 0.180168, 'mean deform': 0.178471, 'sd deform': 0.0270663}\n",
    "\n",
    "data_LM_9w_reti = {'date': '2017-11-07','events': 1088, 'flow rate': 0.02, '% gated': 5.59239,\n",
    "                     'median area_um': 43.0032, 'mean area_um': 42.8963, 'sd area_um': 3.90582,\n",
    "                     'median deform': 0.169558, 'mean deform': 0.170496, 'sd deform': 0.029235}\n",
    "\n",
    "rbc_ctrl_medians = {'area_um': 34.62220001220703, 'deform': 0.26245954632759094}"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [],
   "source": [
    "def plot_errbars(patients, labels, y_value, fontsize= 20):\n",
    "\n",
    "    flow_rate = 0.02\n",
    "    linewidth = 8\n",
    "    markersize = 18\n",
    "    #errorbar formatting\n",
    "    errbar_width = 8\n",
    "\n",
    "    with sns.axes_style('darkgrid'):\n",
    "        fig = plt.figure(0,(12,8))\n",
    "        ax1 = plt.subplot(111)\n",
    "\n",
    "        ax_xlabel = \"Days since treatment start\"\n",
    "        ax_ylabel = dclab.dfn.feature_name2label[y_value]\n",
    "\n",
    "        ax1.set_xlabel(ax_xlabel, fontsize=fontsize+2)\n",
    "        ax1.set_ylabel(ax_ylabel, fontsize=fontsize+2)\n",
    "\n",
    "        for ind, patient in enumerate(patients):\n",
    "\n",
    "            result_file = \"20200527_results_RTfDC_\" + patient + \".tsv\"\n",
    "            result_path = os.path.join(result_folder, result_file)\n",
    "\n",
    "            df = pd.read_csv(result_path, sep='\\t')\n",
    "\n",
    "            df_date_grouped_mean = df.groupby(['date', 'flow rate']).median().reset_index()\n",
    "            df_date_grouped_std = df.groupby(['date', 'flow rate']).std().reset_index()\n",
    "\n",
    "            dates = pd.to_datetime(df_date_grouped_mean.reset_index()['date'])\n",
    "            day0=dates[0]\n",
    "\n",
    "            time = dates - day0\n",
    "\n",
    "            df_date_grouped_mean['delta_days'] = time.dt.days #convert datetime in ns to days\n",
    "            df_date_grouped_std['delta_days'] = time.dt.days\n",
    "\n",
    "            color = color_dict[patient]\n",
    "\n",
    "            #flow rate range from 0.004 - 0.02 ul/s\n",
    "            ii = np.round(df_date_grouped_mean['flow rate'], 3) == flow_rate\n",
    "            x = df_date_grouped_mean['delta_days'][ii]\n",
    "            y = df_date_grouped_mean[y_value][ii]\n",
    "            yerr = df_date_grouped_std[y_value][ii]\n",
    "\n",
    "            x = np.array(x)\n",
    "            y = np.array(y)\n",
    "            yerr = np.array(yerr)\n",
    "\n",
    "            if patient=='LM':\n",
    "                date_LM_9w = pd.to_datetime(data_LM_9w_RBC['date'])\n",
    "                time_LM_9w = (date_LM_9w - day0).days\n",
    "\n",
    "                y_LM_9w = data_LM_9w_RBC['median ' + y_value]\n",
    "                yerr_LM_9w = data_LM_9w_RBC['sd ' + y_value]\n",
    "\n",
    "                x = np.insert(x,1,time_LM_9w)\n",
    "                y = np.insert(y,1,y_LM_9w)\n",
    "                yerr = np.insert(yerr,1,yerr_LM_9w)\n",
    "\n",
    "                ax1.errorbar(x[:-2],y[:-2], yerr=yerr[:-2], ls='-', lw=linewidth, marker='o', c=color, ecolor='gray',\n",
    "                             markersize = markersize, elinewidth=errbar_width, label = labels[ind])\n",
    "                ax1.errorbar(x[-3:],y[-3:], yerr=yerr[-3:], ls='--', lw=linewidth, marker='o', c=color, ecolor='gray',\n",
    "                             markersize = markersize, elinewidth=errbar_width)\n",
    "            else:\n",
    "                ax1.errorbar(x[:-1],y[:-1], yerr=yerr[:-1], ls='-', lw=linewidth, marker='o', c=color, ecolor='gray',\n",
    "                             markersize = markersize, elinewidth=errbar_width, label = labels[ind])\n",
    "                ax1.errorbar(x[-2:],y[-2:], yerr=yerr[-2:], ls='--', lw=linewidth, marker='o', c=color, ecolor='gray',\n",
    "                             markersize = markersize, elinewidth=errbar_width)\n",
    "\n",
    "        ax1.axhline(rbc_ctrl_medians[y_value], c='darkgray', alpha=.75, ls='--', lw=1.5*linewidth,\n",
    "                    zorder=0, label='CTRL')\n",
    "        ax1.legend(fontsize=fontsize-4, ncol=2)\n",
    "        ax1.tick_params(axis='both', labelsize=fontsize-2)\n",
    "        #set alpha of errorbars\n",
    "        for collection in ax1.collections:\n",
    "            collection.set_alpha(.5)\n",
    "\n",
    "    return fig, ax1"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## A"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 864x576 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['VS', 'VL', 'RS']\n",
    "labels = ['P1', 'P2', 'P3']\n",
    "y_value = 'deform'\n",
    "\n",
    "fig, ax = plot_errbars(patients, labels, y_value, fontsize=24)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [],
   "source": [
    "save_name = \"RBC_dasatinib_deform\"\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
    "savepath = os.path.join(savefolder,save_name)\n",
    "fig.tight_layout()\n",
    "fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 864x576 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['VS', 'VL', 'RS']\n",
    "labels = ['P1', 'P2', 'P3']\n",
    "y_value = 'area_um'\n",
    "\n",
    "fontsize=24\n",
    "fig, ax = plot_errbars(patients, labels, y_value, fontsize=fontsize)\n",
    "ax.set_ylabel(r\"Projected area [µm$^2$]\", fontsize=fontsize+2)\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.1f'))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [],
   "source": [
    "save_name = \"RBC_dasatinib_area\"\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
    "savepath = os.path.join(savefolder,save_name)\n",
    "fig.tight_layout()\n",
    "fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## C"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 864x576 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['VS', 'VL', 'RS']\n",
    "labels = ['P1', 'P2', 'P3']\n",
    "\n",
    "flow_rate1 = 0.02\n",
    "\n",
    "fontsize= 24\n",
    "linewidth = 8\n",
    "markersize = 18\n",
    "#errorbar formatting\n",
    "markerwidth = 12\n",
    "errbar_width = 8\n",
    "\n",
    "linealpha = 1\n",
    "\n",
    "with sns.axes_style('darkgrid'):\n",
    "    plt.figure(0,(12,8))\n",
    "    ax1 = plt.subplot(111)\n",
    "\n",
    "    ax_xlabel = \"Days since treatment start\"\n",
    "    ax_ylabel = \"% Reticulocytes\"\n",
    "\n",
    "    ax1.set_xlabel(ax_xlabel, fontsize=fontsize+2)\n",
    "    ax1.set_ylabel(ax_ylabel, fontsize=fontsize+2)\n",
    "    #     ax1.set_title(\"flow rate = {} ul/s\".format(flow_rate1), fontsize=fontsize)\n",
    "\n",
    "    for ind, patient in enumerate(patients):\n",
    "\n",
    "        result_file = \"20200527_results_RTfDC_\" + patient + \".tsv\"\n",
    "        result_path = os.path.join(result_folder, result_file)\n",
    "\n",
    "        df = pd.read_csv(result_path, sep='\\t')\n",
    "        dates_uniq = df.date.unique()\n",
    "        date_datetime = pd.to_datetime(dates_uniq).sort_values()\n",
    "        day0 = date_datetime[0]\n",
    "\n",
    "        times1 = []\n",
    "        percent_retis1 = []\n",
    "\n",
    "        for date in date_datetime:\n",
    "            df_date = df[pd.to_datetime(df['date'])==date]\n",
    "            ii = np.round(df_date['flow rate'], 3) == flow_rate1\n",
    "            df_fl1 = df_date[ii]\n",
    "\n",
    "            date = pd.to_datetime(date)\n",
    "            time = (date-day0).days #convert datetime in ns to days\n",
    "\n",
    "            #check if data exists for this date and if only nan values are in\n",
    "            #'syto13_pos' column\n",
    "            if len(df_fl1)>0 and not (df_fl1['syto13_pos'].isnull().sum() == len(df_fl1)):\n",
    "                percent_reti1 = len(df_fl1[df_fl1['syto13_pos']==True])/len(df_fl1)\n",
    "                times1.append(time)\n",
    "                percent_retis1.append(percent_reti1*100)\n",
    "\n",
    "        color = color_dict[patient]\n",
    "\n",
    "        if patient=='RS':\n",
    "            ax1.plot(times1, percent_retis1, 'o', c=color, ls='-', label=labels[ind], lw=linewidth,\n",
    "                     alpha=linealpha, markersize = markersize)\n",
    "        else:\n",
    "            ax1.plot(times1[:-1], percent_retis1[:-1], 'o', c=color, ls='-', label=labels[ind], lw=linewidth,\n",
    "                     alpha=linealpha, markersize = markersize)\n",
    "            ax1.plot(times1[-2:], percent_retis1[-2:], 'o', c=color, ls='--', lw=linewidth,\n",
    "                     alpha=linealpha, markersize = markersize)\n",
    "\n",
    "    ax1.axhline(0.5, ls='--', lw=.5, c='tab:red', zorder=0)\n",
    "    ax1.axhline(2.5, ls='--', lw=.5, c='tab:red', zorder=0)\n",
    "    axis_limits = ax1.get_xlim()\n",
    "    ax1.add_patch(patches.Rectangle((axis_limits[0], 0.5), np.diff(axis_limits), 2,\n",
    "                                    color='tab:red', alpha=0.075, zorder=0,\n",
    "                                    label = 'CTRL')\n",
    "                  )\n",
    "\n",
    "    ax1.tick_params(axis='both', labelsize=fontsize-2)\n",
    "    ax1.legend(fontsize=fontsize-4)\n",
    "    ax1.set_ylim(0,7.5)\n",
    "    plt.tight_layout()\n",
    "\n",
    "    savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
    "    savename = r\"RBC_dasatinib_reti_number\"\n",
    "    savepath = os.path.join(savefolder,savename)\n",
    "\n",
    "    plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## D"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
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   "execution_count": 21,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 864x576 with 1 Axes>",
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      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['LM', 'KM']\n",
    "labels = ['P4', 'P5']\n",
    "y_value = 'deform'\n",
    "\n",
    "fontsize=24\n",
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    "\n",
    "with sns.axes_style('darkgrid'):\n",
    "    fig, ax=plot_errbars(patients, labels, y_value, fontsize=fontsize)\n",
    "    plt.xlabel('Days since treatment start', fontsize=fontsize+2)\n",
    "    # handles, labels = ax.get_legend_handles_labels()\n",
    "    ax.legend(fontsize=fontsize-2, ncol=1)\n",
    "    ax.yaxis.set_major_formatter(FormatStrFormatter('%.2f'))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
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   "execution_count": 22,
   "outputs": [],
   "source": [
    "save_name = \"RBC_lithium_deform\"\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
    "savepath = os.path.join(savefolder,save_name)\n",
    "fig.tight_layout()\n",
    "fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## E"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
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   "execution_count": 19,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 864x576 with 1 Axes>",
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Felix Reichel committed
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['LM', 'KM']\n",
    "labels = ['P4', 'P5']\n",
    "y_value = 'area_um'\n",
    "fontsize=24\n",
    "\n",
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    "with sns.axes_style('darkgrid'):\n",
    "    fig, ax = plot_errbars(patients, labels, y_value, fontsize=fontsize)\n",
    "    plt.xlabel('Days since treatment start', fontsize=fontsize+2)\n",
    "    plt.ylabel(r\"Projected area [µm$^2$]\", fontsize=fontsize+2)\n",
    "    handles, labels = ax.get_legend_handles_labels()\n",
    "    ax.legend(handles=handles, labels=labels, fontsize=fontsize-4, ncol=1)\n",
    "    ax.yaxis.set_major_formatter(FormatStrFormatter('%i'))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
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   "execution_count": 20,
   "outputs": [],
   "source": [
    "save_name = \"RBC_lithium_area\"\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
    "savepath = os.path.join(savefolder,save_name)\n",
    "fig.tight_layout()\n",
    "fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## F"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 864x576 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['LM', 'KM']\n",
    "labels = ['P4', 'P5']\n",
    "\n",
    "flow_rate1 = 0.02\n",
    "\n",
    "fontsize= 24\n",
    "linewidth = 8\n",
    "markersize = 18\n",
    "#errorbar formatting\n",
    "markerwidth = 12\n",
    "errbar_width = 8\n",
    "\n",
    "with sns.axes_style('darkgrid'):\n",
    "    plt.figure(0,(12,8))\n",
    "    ax1 = plt.subplot(111)\n",
    "\n",
    "    ax_xlabel = \"Days since treatment start\"\n",
    "    ax_ylabel = \"% Reticulocytes\"\n",
    "\n",
    "    ax1.set_xlabel(ax_xlabel, fontsize=fontsize+2)\n",
    "    ax1.set_ylabel(ax_ylabel, fontsize=fontsize+2)\n",
    "    #     ax1.set_title(\"flow rate = {} ul/s\".format(flow_rate1), fontsize=fontsize)\n",
    "\n",
    "    for ind, patient in enumerate(patients):\n",
    "\n",
    "        result_file = \"20200527_results_RTfDC_\" + patient + \".tsv\"\n",
    "        result_path = os.path.join(result_folder, result_file)\n",
    "\n",
    "        df = pd.read_csv(result_path, sep='\\t')\n",
    "        dates_uniq = df.date.unique()\n",
    "        date_datetime = pd.to_datetime(dates_uniq).sort_values()\n",
    "        day0 = date_datetime[0]\n",
    "\n",
    "        times1 = []\n",
    "        percent_retis1 = []\n",
    "\n",
    "        for date in date_datetime:\n",
    "            df_date = df[pd.to_datetime(df['date'])==date]\n",
    "            ii = np.round(df_date['flow rate'], 3) == flow_rate1\n",
    "            df_fl1 = df_date[ii]\n",
    "\n",
    "            date = pd.to_datetime(date)\n",
    "            time = (date-day0).days #convert datetime in ns to days\n",
    "\n",
    "            #check if data exists for this date and if only nan values are in\n",
    "            #'syto13_pos' column\n",
    "            if len(df_fl1)>0 and not (df_fl1['syto13_pos'].isnull().sum() == len(df_fl1)):\n",
    "                percent_reti1 = len(df_fl1[df_fl1['syto13_pos']==True])/len(df_fl1)\n",
    "                times1.append(time)\n",
    "                percent_retis1.append(percent_reti1*100)\n",
    "\n",
    "        color = color_dict[patient]\n",
    "\n",
    "        if patient=='LM':\n",
    "            date_LM_9w_retis = pd.to_datetime(data_LM_9w_reti['date'])\n",
    "            time_LM_9w_retis = (date_LM_9w_retis - day0).days\n",
    "            percent_retis_9w_LM = data_LM_9w_reti['% gated']\n",
    "\n",
    "            times1.insert(1, time_LM_9w_retis)\n",
    "            percent_retis1.insert(1, percent_retis_9w_LM)\n",
    "\n",
    "            ax1.plot(times1[:-2], percent_retis1[:-2], 'o', c=color, ls='-', label=labels[ind], lw=linewidth,\n",
    "                     alpha=linealpha, markersize = markersize)\n",
    "            ax1.plot(times1[-3:], percent_retis1[-3:], 'o', c=color, ls='--', lw=linewidth,\n",
    "                     alpha=linealpha, markersize = markersize)\n",
    "        else:\n",
    "            ax1.plot(times1[:-1], percent_retis1[:-1], 'o', c=color, ls='-', label=labels[ind], lw=linewidth,\n",
    "                     alpha=linealpha, markersize = markersize)\n",
    "            ax1.plot(times1[-2:], percent_retis1[-2:], 'o', c=color, ls='--', lw=linewidth,\n",
    "                     alpha=linealpha, markersize = markersize)\n",
    "\n",
    "    ax1.axhline(0.5, ls='--', lw=.5, c='tab:red', zorder=0)\n",
    "    ax1.axhline(2.5, ls='--', lw=.5, c='tab:red', zorder=0)\n",
    "    axis_limits = ax1.get_xlim()\n",
    "    ax1.add_patch(patches.Rectangle((axis_limits[0], 0.5), np.diff(axis_limits), 2,\n",
    "                                    color='tab:red', alpha=0.075, zorder=0,\n",
    "                                    label = 'CTRL')\n",
    "                  )\n",
    "    ax1.tick_params(axis='both', labelsize=fontsize)\n",
    "    ax1.set_ylim(0,8)\n",
    "    ax1.legend(fontsize=fontsize-4)\n",
    "    plt.tight_layout()\n",
    "\n",
    "    savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
    "    savename = r\"RBC_lithium_reti_number\"\n",
    "    savepath = os.path.join(savefolder,savename)\n",
    "\n",
    "    plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
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