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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",
"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",
"result_folder = r\"data\\RTfDC\\RBC\"\n",
"\n",
"# folder to save all panels for figure #\n",
"savefolder = r\"plots\\fig4\""
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"outputs": [],
"source": [
"color_dict = {'VS': 'C0', 'VL': 'C1', 'RS': 'C2',\n",
" 'KM': 'C3', 'LM': 'C4'}"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"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",
"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 = \"Day since treatment start\"\n",
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" 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",
"outputs": [
{
"data": {
"text/plain": "<Figure size 864x576 with 1 Axes>",
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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",
"save_name = \"fig4A_RBC_dasatinib_deform\"\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",
"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",
"save_name = \"fig4B_RBC_dasatinib_area\"\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",
"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",
"linealpha = 1\n",
"\n",
"#format the reticulocyte control region\n",
"ctrl_clr = 'darkslategray'\n",
"\n",
"with sns.axes_style('darkgrid'):\n",
" plt.figure(0,(12,8))\n",
" ax1 = plt.subplot(111)\n",
"\n",
" ax_xlabel = \"Day since treatment start\"\n",
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" ax_ylabel = \"% Reticulocytes\"\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",
" 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=ctrl_clr, zorder=0)\n",
" ax1.axhline(2.5, ls='--', lw=.5, c=ctrl_clr, 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",
" 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",
" savename = r\"fig4C_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",
"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",
"y_value = 'deform'\n",
"\n",
"fontsize=24\n",
"\n",
"with sns.axes_style('darkgrid'):\n",
" fig, ax=plot_errbars(patients, labels, y_value, fontsize=fontsize)\n",
" plt.xlabel('Day since treatment start', fontsize=fontsize+2)\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",
"save_name = \"fig4D_RBC_lithium_deform\"\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",
"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",
"y_value = 'area_um'\n",
"fontsize=24\n",
"\n",
"with sns.axes_style('darkgrid'):\n",
" fig, ax = plot_errbars(patients, labels, y_value, fontsize=fontsize)\n",
" plt.xlabel('Day 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",
"save_name = \"fig4E_RBC_lithium_area\"\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",
"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",
"#format the reticulocyte control region\n",
"ctrl_clr = 'darkslategray'\n",
"\n",
"with sns.axes_style('darkgrid'):\n",
" plt.figure(0,(12,8))\n",
" ax1 = plt.subplot(111)\n",
"\n",
" ax_xlabel = \"Day since treatment start\"\n",
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" ax_ylabel = \"% Reticulocytes\"\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",
" 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=ctrl_clr, zorder=0)\n",
" ax1.axhline(2.5, ls='--', lw=.5, c=ctrl_clr, 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",
" 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",
" savename = r\"fig4F_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"
}
}
{
"cell_type": "markdown",
"source": [
"### Extra plot for reviewer requests"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
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"execution_count": 20,
"outputs": [],
"source": [
"flow_rate = 0.02\n",
"linewidth = 8\n",
"markersize = 18\n",
"#errorbar formatting\n",
"errbar_width = 8\n",
"\n",
"patients = ['VS', 'VL', 'RS']\n",
"labels = ['P1', 'P2', 'P3']\n",
"\n",
"y_value = 'area_um'\n",
"fontsize= 20\n",
"\n",
"# create dataframe with all patients combined\n",
"df_all = pd.DataFrame()\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 = pd.to_datetime(df.reset_index()['date'])\n",
" day0 = dates[0]\n",
"\n",
" time = dates - day0\n",
"\n",
" df['delta_days'] = time.dt.days #convert datetime in ns to days\n",
" df['delta_days'] = time.dt.days\n",
"\n",
" df_all = df_all.append(df, ignore_index=True)\n",
"\n",
"\n",
"# with sns.axes_style('darkgrid'):\n",
"# fig = plt.figure(0,(12,8))\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+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)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 30,
"outputs": [
{
"data": {
"text/plain": "<Figure size 1152x648 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style('darkgrid'):\n",
" plt.figure(0, (16,9))\n",
" sns.stripplot(x='delta_days', y='deform', data=df_all, hue='patient', dodge=True, alpha=.01)\n",
" sns.boxplot(x='delta_days', y='deform', data=df_all, hue='patient',\n",
" #color='w',\n",
" boxprops={'facecolor': 'None'},\n",
" showfliers=False)#, inner='quartile')\n",
" plt.legend(bbox_to_anchor=[1,1])"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 35,
"outputs": [
{
"data": {
"text/plain": "<Figure size 1152x648 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style('darkgrid'):\n",
" plt.figure(0, (16,9))\n",
" sns.stripplot(x='delta_days', y='deform', data=df_all, hue='patient', dodge=True, alpha=.01)\n",
" sns.violinplot(x='delta_days', y='deform', data=df_all, hue='patient',\n",
" color='w',\n",
" inner='box')\n",
" plt.legend(bbox_to_anchor=[1,1])"
],
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