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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 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",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "result_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\result_data\\RTDC\\WBC\""
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Manually add means for missing data for LM-9w-20171107"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [],
   "source": [
    "data_LM_9w_lympho = {'date': '2017-11-07','events': 77, 'flow rate': 0.08, '% gated': 8.43,\n",
    "                     'median area_um': 39., 'mean area_um': 38., 'sd area_um': 5.5,\n",
    "                     'median deform': 0.0264, 'mean deform': 0.0316, 'sd deform': 0.0154}\n",
    "data_LM_9w_myelo = {'date': '2017-11-07','events': 47, 'flow rate': 0.08, '% gated': 5.15,\n",
    "                     'median area_um': 63.3, 'mean area_um': 64.1, 'sd area_um': 5.68,\n",
    "                     'median deform': 0.0319, 'mean deform': 0.0378, 'sd deform': 0.017}"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Plot results with gates from brighntess plot (created 20200521)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [],
   "source": [
    "lympho_ctrl_medians = {'area_um': 37.88789749145508,\n",
    "                       'deform': 0.04369187355041504,\n",
    "                       'emodulus': 0.7527109307300333}\n",
    "myelo_ctrl_medians = {'area_um': 64.04239654541016,\n",
    "                      'deform': 0.08041012287139893,\n",
    "                      'emodulus': 0.7098496091718063}"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "source": [
    "def plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize= 28, figsize=(8,6)):\n",
    "\n",
    "    flow_rate = 0.08\n",
    "\n",
    "    linewidth = 6\n",
    "    markersize = 15\n",
    "    #errorbar formatting\n",
    "    errbar_width = 8\n",
    "\n",
    "    color_dict = {'VS': 'C0', 'VL': 'C1', 'RS': 'C2',\n",
    "                  'KM': 'C3', 'LM': 'C4'}\n",
    "\n",
    "    if cell_type == \"lymphos\":\n",
    "        plot_title = \"Lymphocytes\"\n",
    "        ctrl_value = lympho_ctrl_medians[y_value]\n",
    "    elif cell_type == \"myelos\":\n",
    "        plot_title = \"Myelocytes\"\n",
    "        ctrl_value = myelo_ctrl_medians[y_value]\n",
    "\n",
    "    with sns.axes_style('darkgrid'):\n",
    "        fig = plt.figure(0, figsize)\n",
    "        ax1 = plt.subplot(111)\n",
    "\n",
    "        ax_xlabel = \"Day since treatment start\"\n",
    "        ax_ylabel = dclab.dfn.feature_name2label[y_value]\n",
    "\n",
    "        ax1.set_xlabel(ax_xlabel, fontsize=fontsize)\n",
    "        ax1.set_ylabel(ax_ylabel, fontsize=fontsize)\n",
    "\n",
    "        ax1.axhline(ctrl_value, c='darkgray', alpha=.75, ls='--', lw=1.5*linewidth, label='CTRL')\n",
    "\n",
    "        for ind, patient in enumerate(patients):\n",
    "\n",
    "            result_file = \"20200522_results_\" + patient + \"_\" + cell_type + \".tsv\"\n",
    "            result_path = os.path.join(result_folder, result_file)\n",
    "\n",
    "            df = pd.read_csv(result_path, sep='\\t')\n",
    "\n",
    "            if y_value=='emodulus':\n",
    "                emod = dclab.features.emodulus.get_emodulus(area_um=df['area_um'],\n",
    "                                                            deform=df['deform'],\n",
    "                                                            medium=\"CellCarrier\",\n",
    "                                                            channel_width=20.0,\n",
    "                                                            flow_rate=flow_rate)\n",
    "                df['emodulus'] = emod\n",
    "\n",
    "            df_date_grouped_mean = df.groupby(['date', 'flow rate']).median().reset_index()\n",
    "            if err_type=='std':\n",
    "                df_date_grouped_std = df.groupby(['date', 'flow rate']).std().reset_index()\n",
    "            if err_type=='sem':\n",
    "                df_date_grouped_sem = df.groupby(['date', 'flow rate']).sem().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",
    "            if err_type=='std':\n",
    "                df_date_grouped_std['delta_days'] = time.dt.days\n",
    "            if err_type=='sem':\n",
    "                df_date_grouped_sem['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",
    "            if err_type=='std':\n",
    "                yerr = df_date_grouped_std[y_value][ii]\n",
    "            if err_type=='sem':\n",
    "                yerr = df_date_grouped_sem[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",
    "                if cell_type == 'lymphos':\n",
    "                    dict_LM_9w = data_LM_9w_lympho\n",
    "                if cell_type == 'myelos':\n",
    "                    dict_LM_9w = data_LM_9w_myelo\n",
    "\n",
    "                date_LM_9w = pd.to_datetime(dict_LM_9w['date'])\n",
    "                time_LM_9w = (date_LM_9w - day0).days\n",
    "\n",
    "                if y_value=='emodulus':\n",
    "                    area = dict_LM_9w['median area_um']\n",
    "                    deform = dict_LM_9w['median deform']\n",
    "                    y_LM_9w = dclab.features.emodulus.get_emodulus(area_um=area,\n",
    "                                                                   deform=deform,\n",
    "                                                                   medium=\"CellCarrier\",\n",
    "                                                                   channel_width=20.0,\n",
    "                                                                   flow_rate=flow_rate)\n",
    "                    yerr_LM_9w = 0\n",
    "                else:\n",
    "                    y_LM_9w = dict_LM_9w['median ' + y_value]\n",
    "\n",
    "                    if err_type=='std':\n",
    "                        yerr_LM_9w = dict_LM_9w['sd ' + y_value]\n",
    "                    if err_type=='sem':\n",
    "                        yerr_LM_9w = dict_LM_9w['sd ' + y_value]/np.sqrt(dict_LM_9w['events'])\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",
    "            if patient=='LM':\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",
    "        if 'LM' in patients:\n",
    "            ax1.legend(fontsize=fontsize-4, ncol=1)\n",
    "        else:\n",
    "            ax1.legend(fontsize=fontsize-4, ncol=2)\n",
    "        ax1.tick_params(axis='both', labelsize=fontsize-2)\n",
    "        plt.title(plot_title, fontsize=fontsize+2)\n",
    "\n",
    "        #set alpha of errorbars\n",
    "        for collection in ax1.collections:\n",
    "            collection.set_alpha(.25)\n",
    "\n",
    "        plt.tight_layout()\n",
    "\n",
    "    return fig, ax1"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "execution_count": 6,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "## C"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(36.625, 0.5, 'Projected area [µm$^2$]')"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 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",
    "cell_type = \"lymphos\"\n",
    "y_value = 'area_um'\n",
    "\n",
    "fontsize=24\n",
    "fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
    "plt.ylabel(r\"Projected area [µm$^2$]\", fontsize=fontsize)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [],
   "source": [
    "save_name = \"lympho_dasatinib_area\"\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\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": 9,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 576x432 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",
    "cell_type = \"lymphos\"\n",
    "y_value = 'deform'\n",
    "\n",
    "fontsize=24\n",
    "fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [],
   "source": [
    "save_name = \"lympho_dasatinib_deform\"\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\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": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(36.625, 0.5, 'Projected area [µm$^2$]')"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 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",
    "cell_type = \"myelos\"\n",
    "y_value = 'area_um'\n",
    "\n",
    "fontsize=24\n",
    "fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
    "plt.ylabel(r\"Projected area [µm$^2$]\", fontsize=fontsize)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [],
   "source": [
    "save_name = \"myelo_dasatinib_area\"\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\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": 13,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 576x432 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",
    "cell_type = \"myelos\"\n",
    "y_value = 'deform'\n",
    "\n",
    "fontsize=24\n",
    "fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [
    "save_name = \"myelo_dasatinib_deform\"\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\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": [
    "## D"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(36.5, 0.5, 'Projected area [µm$^2$]')"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['LM', 'KM']\n",
    "labels = ['P4', 'P5']\n",
    "cell_type = \"lymphos\"\n",
    "y_value = 'area_um'\n",
    "\n",
    "fontsize=24\n",
    "fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
    "plt.ylabel(r\"Projected area [µm$^2$]\", fontsize=fontsize)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [],
   "source": [
    "save_name = \"lympho_lithium_area\"\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\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": 17,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['LM', 'KM']\n",
    "labels = ['P4', 'P5']\n",
    "cell_type = \"lymphos\"\n",
    "y_value = 'deform'\n",
    "\n",
    "fontsize=24\n",
    "fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [],
   "source": [
    "save_name = \"lympho_lithium_deform\"\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\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": 19,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(36.625, 0.5, 'Projected area [µm$^2$]')"
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['LM', 'KM']\n",
    "labels = ['P4', 'P5']\n",
    "cell_type = \"myelos\"\n",
    "y_value = 'area_um'\n",
    "\n",
    "fontsize=24\n",
    "fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
    "plt.ylabel(r\"Projected area [µm$^2$]\", fontsize=fontsize)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [],
   "source": [
    "save_name = \"myelo_lithium_area\"\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\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": 21,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['LM', 'KM']\n",
    "labels = ['P4', 'P5']\n",
    "cell_type = \"myelos\"\n",
    "y_value = 'deform'\n",
    "\n",
    "fontsize=24\n",
    "fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
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