First draft of pb4covid

LICENSE

 BSD 3-Clause License
 
-Copyright (c) 2020, PhysiCell-Tools
+Copyright (c) 2019, PhysiCell-Tools
 All rights reserved.
 
 Redistribution and use in source and binary forms, with or without

README.md

-# pc4covid19 - COVID19 (SARS-CoV-2) tissue simulator nanoHUB app
-
-**Version:** 3.2
-
-**Release date:** 21 July 2020 
-
-## Overview
-This repository contains code and data for the nanoHUB app https://nanohub.org/tools/pc4covid19.
-Here, we primarily report on changes to the app's GUI.
-
-It is based on the model at https://github.com/pc4covid19/COVID19. Refer to that repository
-for a summary of changes to the model. 
-
-### Caveats and disclaimers: 
-**This model is under active development using rapid prototyping:**
-* It has not been peer reviewed. 
-* It is intended to drive basic scientific research and public education at this stage. 
-* **It cannot be used for public policy decisions.**
-* **It cannot be used for individual medical decisions.**
-
-**This model will be continually refined with input from the community, particularly experts in infectious diseases. The validation state will be updated as this progresses.**
-
-## Release summary: 
-### 3.2:
-Updates to the core model; nothing new in the GUI.
-
-### 3.1:
-Minor updates to `About` text, e.g., explaining nature of stochastic results. Edits to `immune_submodels.cpp` (see details in the core model repository).
-
-### 3.0:
-The major change to the GUI in this release is the addition of a 'Cell Types' tab.
-This allows editing parameters associated with `<cell_definitions>` in the configuration file.
-
-This version also includes a `<style>` block in the Jupyter notebook that fixed an unwanted scrollbar in the lengthy `About` tab.
-
-### 2.0:
-The major change to the GUI in this release is the addition of an 'Animate' tab.
-This allows animation of cells (not substrates) in the tab and the generation of a .mp4
-video that can be downloaded. The animation uses the cells' SVG files.
-
-### 1.0:
-Provides a "standard" PhysiCell-based Jupyter notebook GUI consisting of 5 tabs:
-* About: a description of the model and the app
-* Config Basics: input parameters common to all models (e.g., domain grid, simulation time, choice/frequency of outputs)
-* Microenvironment: microenvironment parameters that are model-specific
-* User Params: user parameters that are model-specific
-* Out: Plots:  output display of cells and substrates

bin/about.py

-from ipywidgets import Output, Tab, Layout
+from ipywidgets import Output
 from IPython.display import display, HTML
 
 class AboutTab(object):
 
     def __init__(self):
-        # self.tab = Output(layout={'height': '900px'})
-        # self.tab = Output(layout={height=’85%’,min_height=’350px’})
-        # self.background = Output(layout={'height': 'auto'})
-        # self.legend = Output(layout={'height': 'auto'})
+        # self.tab = Output(layout={'height': '600px'})
         self.tab = Output(layout={'height': 'auto'})
-
-        # self.tab.append_display_data(HTML(filename='doc/about-good.html'))
-        # self.tab.append_display_data(HTML(filename='doc/about-bad.html'))
-        # self.background.append_display_data(HTML(filename='doc/about_background.html'))
-        # self.legend.append_display_data(HTML(filename='doc/about_legend.html'))
         self.tab.append_display_data(HTML(filename='doc/about.html'))
         
-        # tab_layout = Layout(width='auto',height='auto', overflow_y='scroll',)   # border='2px solid black',
-        # titles = ['Background', 'Legend']
-        # self.tab = Tab(children=[self.background, self.legend],
-        #            _titles={i: t for i, t in enumerate(titles)},
-        #            layout=tab_layout)

bin/animate_tab.py

@@ -72,6 +72,11 @@ class AnimateTab(object):
     #---------------------------
     # callback for the 'Generate video' button
     def gen_button_cb(self, b):
+
+        if shutil.which('ffmpeg') is None:
+            self.feedback.value = 'Error: the program "ffmpeg" cannot be found in your PATH.'
+            return
+
         self.gen_button.description = 'working'
         self.gen_button.button_style = 'warning' # 'success','info','warning','danger' or ''
         self.gen_button.disabled = True

bin/config.py

@@ -72,12 +72,10 @@ class ConfigTab(object):
             disabled = disable_domain,
             layout=Layout(width=constWidth),
         )
-
-
         self.ydelta = BoundedFloatText(
             min=1.,
             description='dy',
-            disabled = True,
+            disabled = disable_domain,
             layout=Layout(width=constWidth),
         )
         self.zdelta = BoundedFloatText(
@@ -86,16 +84,6 @@ class ConfigTab(object):
             disabled = disable_domain,
             layout=Layout(width=constWidth),
         )
-
-        def xdelta_cb(b):
-            self.ydelta.value = self.xdelta.value
-            self.zdelta.value = 0.5 * (self.xdelta.value + self.ydelta.value)
-            self.zmin.value = -0.5 * self.zdelta.value 
-            self.zmax.value = 0.5 * self.zdelta.value 
-
-        self.xdelta.observe(xdelta_cb)  
-
-
         """
         self.tdelta = BoundedFloatText(
             min=0.01,
@@ -161,14 +149,14 @@ class ConfigTab(object):
         #     description='$T_0$',
         #     layout=Layout(width=constWidth),
         # )
-        self.svg_interval = BoundedIntText(
-            min=1,
+        self.svg_interval = BoundedFloatText(
+            min=0.001,
             max=99999999,   # TODO: set max on all Bounded to avoid unwanted default
             description='every',
             layout=Layout(width='160px'),
         )
-        self.mcds_interval = BoundedIntText(
-            min=1,
+        self.mcds_interval = BoundedFloatText(
+            min=0.001,
             max=99999999,
             description='every',
 #            disabled=True,
@@ -268,14 +256,14 @@ class ConfigTab(object):
             self.toggle_mcds.value = True
         else:
             self.toggle_mcds.value = False
-        self.mcds_interval.value = int(xml_root.find(".//full_data//interval").text)
+        self.mcds_interval.value = float(xml_root.find(".//full_data//interval").text)
 
         # NOTE: do this *after* filling the mcds_interval, directly above, due to the callback/constraints on them
         if xml_root.find(".//SVG//enable").text.lower() == 'true':
             self.toggle_svg.value = True
         else:
             self.toggle_svg.value = False
-        self.svg_interval.value = int(xml_root.find(".//SVG//interval").text)
+        self.svg_interval.value = float(xml_root.find(".//SVG//interval").text)
 
 
     # Read values from the GUI widgets and generate/write a new XML

bin/microenv_params.py

@@ -22,6 +22,7 @@ class MicroenvTab(object):
 
         name_button_layout={'width':'25%'}
         widget_layout = {'width': '15%'}
+        widget2_layout = {'width': '10%'}
         units_button_layout ={'width':'15%'}
         desc_button_layout={'width':'45%'}
 

bin/pc4covid19.py

@@ -18,6 +18,8 @@ except:
 # from svg import SVGTab
 from substrates import SubstrateTab
 from animate_tab import AnimateTab
+from physiboss import PhysiBoSSTab
+from populations import PopulationsTab
 from pathlib import Path
 import platform
 import subprocess
@@ -55,7 +57,9 @@ if xml_root.find('.//cell_definitions'):
     cell_types_tab = CellTypesTab()
 
 # svg = SVGTab()
-sub = SubstrateTab()
+sub = SubstrateTab(cell_types_tab)
+populations = PopulationsTab()
+physiboss = PhysiBoSSTab()
 animate_tab = AnimateTab()
 
 nanoHUB_flag = False
@@ -116,6 +120,7 @@ def read_config_cb(_b):
         # print("read_config_cb():  is_dir True, calling update_params")
         sub.update_params(config_tab, user_tab)
         sub.update(read_config.value)
+        physiboss.update(read_config.value)
     # else:  # may want to distinguish "DEFAULT" from other saved .xml config files
         # FIXME: really need a call to clear the visualizations
         # svg.update('')
@@ -136,18 +141,20 @@ def write_config_file(name):
     config_tab.fill_xml(xml_root)
     microenv_tab.fill_xml(xml_root)
     user_tab.fill_xml(xml_root)
+    if xml_root.find('.//cell_definitions'):
+        cell_types_tab.fill_xml(xml_root)
     tree.write(name)
 
     # update substrate mesh layout (beware of https://docs.python.org/3/library/functions.html#round)
     sub.update_params(config_tab, user_tab)
     # sub.numx =  math.ceil( (config_tab.xmax.value - config_tab.xmin.value) / config_tab.xdelta.value )
     # sub.numy =  math.ceil( (config_tab.ymax.value - config_tab.ymin.value) / config_tab.ydelta.value )
-    # print("pc4covid19_v3.py: ------- sub.numx, sub.numy = ", sub.numx, sub.numy)
+    # print("pc4covid19.py: ------- sub.numx, sub.numy = ", sub.numx, sub.numy)
 
 
 # callback from write_config_button
 # def write_config_file_cb(b):
-#     path_to_share = os.path.join('~', '.local','share','pc4covid19_v3')
+#     path_to_share = os.path.join('~', '.local','share','pc4covid19')
 #     dirname = os.path.expanduser(path_to_share)
 
 #     val = write_config_box.value
@@ -161,7 +168,7 @@ def write_config_file(name):
 # default & previous config options)
 def get_config_files():
     cf = {'DEFAULT': full_xml_filename}
-    path_to_share = os.path.join('~', '.local','share','pc4covid19_v3')
+    path_to_share = os.path.join('~', '.local','share','pc4covid19')
     dirname = os.path.expanduser(path_to_share)
     try:
         os.makedirs(dirname)
@@ -173,12 +180,12 @@ def get_config_files():
 
     # Find the dir path (full_path) to the cached dirs
     if nanoHUB_flag:
-        full_path = os.path.expanduser("~/data/results/.submit_cache/pc4covid19_v3")  # does Windows like this?
+        full_path = os.path.expanduser("~/data/results/.submit_cache/pc4covid19")  # does Windows like this?
     else:
         # local cache
         try:
             cachedir = os.environ['CACHEDIR']
-            full_path = os.path.join(cachedir, "pc4covid19_v3")
+            full_path = os.path.join(cachedir, "pc4covid19")
         except:
             # print("Exception in get_config_files")
             return cf
@@ -217,6 +224,8 @@ def fill_gui_params(config_file):
     config_tab.fill_gui(xml_root)
     microenv_tab.fill_gui(xml_root)
     user_tab.fill_gui(xml_root)
+    if xml_root.find('.//cell_definitions'):
+        cell_types_tab.fill_gui(xml_root)
 
 
 def run_done_func(s, rdir):
@@ -225,7 +234,7 @@ def run_done_func(s, rdir):
     
     if nanoHUB_flag:
         # Email the user that their job has completed
-        os.system("submit  mail2self -s 'nanoHUB pc4covid19_v3' -t 'Your Run completed.'&")
+        os.system("submit  mail2self -s 'nanoHUB pc4covid19' -t 'Your Run completed.'&")
 
     # save the config file to the cache directory
     shutil.copy('config.xml', rdir)
@@ -245,7 +254,8 @@ def run_done_func(s, rdir):
     # and update visualizations
     # svg.update(rdir)
     sub.update(rdir)
-
+    physiboss.update(rdir)
+    populations.update(rdir)
     animate_tab.gen_button.disabled = False
 
     # with debug_view:
@@ -295,11 +305,12 @@ def run_sim_func(s):
     # svg.update(tdir)
     # sub.update_params(config_tab)
     sub.update(tdir)
+    physiboss.update(tdir)
     # animate_tab.update(tdir)
 
     if nanoHUB_flag:
         if remote_cb.value:
-            s.run(run_name, "-v ncn-hub_M@brown -n 8 -w 1440 pc4covid19_v3-r7 config.xml")   # "-r7" suffix??
+            s.run(run_name, "-v ncn-hub_M@brown -n 8 -w 1440 pc4covid19-r7 config.xml")   # "-r7" suffix??
         else:
             # read_config.index = 0   # reset Dropdown 'Load Config' to 'DEFAULT' when Run interactively
             s.run(run_name, "--local ../bin/myproj config.xml")
@@ -323,6 +334,8 @@ def outcb(s):
         # sub.update('')
         # sub.update_params(config_tab)
         sub.update()
+        physiboss.update()
+        populations.update()
     return s
 
 
@@ -356,7 +369,7 @@ def run_button_cb(s):
     # svg.update(tdir)
     # sub.update_params(config_tab)
     sub.update(tdir)
-
+    physiboss.update(tdir)
     subprocess.Popen(["../bin/myproj", "config.xml"])
 
 
@@ -365,14 +378,14 @@ if nanoHUB_flag:
     run_button = Submit(label='Run',
                        start_func=run_sim_func,
                         done_func=run_done_func,
-                        cachename='pc4covid19_v3',
+                        cachename='pc4covid19',
                         showcache=False,
                         outcb=outcb)
 else:
     if (hublib_flag):
         run_button = RunCommand(start_func=run_sim_func,
                             done_func=run_done_func,
-                            cachename='pc4covid19_v3',
+                            cachename='pc4covid19',
                             showcache=False,
                             outcb=outcb)  
     else:
@@ -394,24 +407,22 @@ if nanoHUB_flag or hublib_flag:
     read_config.observe(read_config_cb, names='value') 
 
 tab_height = 'auto'
-#tab_layout = widgets.Layout(width='auto',height=tab_height, overflow_y='scroll',)   # border='2px solid black',
-tab_layout = widgets.Layout(width='auto',height=tab_height)   # border='2px solid black',
+tab_layout = widgets.Layout(width='auto',height=tab_height, overflow_y='scroll',)   # border='2px solid black',
 
 if xml_root.find('.//cell_definitions'):
-    titles = ['About', 'Config Basics', 'Microenvironment', 'User Params', 'Cell Types', 'Out: Plots', 'Animate']
-    tabs = widgets.Tab(children=[about_tab.tab, config_tab.tab, microenv_tab.tab, user_tab.tab, cell_types_tab.tab, sub.tab, animate_tab.tab],
-                   _titles={i: t for i, t in enumerate(titles)})
-#                   layout=tab_layout)
+    titles = ['About', 'Config Basics', 'Microenvironment', 'User Params', 'Cell Types', 'Out: Plots', 'Out: Populations', 'Out: PhysiBoSS', 'Animate']
+    tabs = widgets.Tab(children=[about_tab.tab, config_tab.tab, microenv_tab.tab, user_tab.tab, cell_types_tab.tab, sub.tab, populations.tab, physiboss.tab, animate_tab.tab],
+                   _titles={i: t for i, t in enumerate(titles)},
+                   layout=tab_layout)
 else:
-    titles = ['About', 'Config Basics', 'Microenvironment', 'User Params', 'Out: Plots', 'Animate']
-    tabs = widgets.Tab(children=[about_tab.tab, config_tab.tab, microenv_tab.tab, user_tab.tab, sub.tab, animate_tab.tab],
+    titles = ['About', 'Config Basics', 'Microenvironment', 'User Params', 'Out: Plots', 'Out: Populations', 'Out: PhysiBoSS', 'Animate']
+    tabs = widgets.Tab(children=[about_tab.tab, config_tab.tab, microenv_tab.tab, user_tab.tab, sub.tab,  populations.tab, physiboss.tab, animate_tab.tab],
                    _titles={i: t for i, t in enumerate(titles)},
                    layout=tab_layout)
 
 homedir = os.getcwd()
 
-# tool_title = widgets.Label(r'\(\textbf{pc4covid19_v3}\)')
-tool_title = widgets.Label(r'\(\textbf{PhysiCell model for SARS-CoV-2}\)')
+tool_title = widgets.Label(r'\(\textbf{pc4covid19}\)')
 if nanoHUB_flag or hublib_flag:
     # define this, but don't use (yet)
     remote_cb = widgets.Checkbox(indent=False, value=False, description='Submit as Batch Job to Clusters/Grid')

bin/physiboss.py

+# PhysiBoSS Tab
+import os
+from ipywidgets import Layout, Label, Text, Checkbox, Button, HBox, VBox, Box, \
+    FloatText, BoundedIntText, BoundedFloatText, HTMLMath, Dropdown, interactive, Output
+from collections import deque, Counter
+import xml.etree.ElementTree as ET
+import matplotlib.pyplot as plt
+from matplotlib.collections import PatchCollection
+import matplotlib.colors as mplc
+import numpy as np
+import glob
+import platform
+import numpy as np
+import csv
+import itertools
+import copy
+import scipy
+
+# from debug import debug_view
+
+
+class PhysiBoSSTab(object):
+
+    def __init__(self):
+        # tab_height = '520px'
+        # tab_layout = Layout(width='900px',   # border='2px solid black',
+        #                     height=tab_height, overflow_y='scroll')
+
+        self.output_dir = '.'
+
+        constWidth = '180px'
+
+#        self.fig = plt.figure(figsize=(6, 6))
+        # self.fig = plt.figure(figsize=(7, 7))
+
+        config_file = "data/PhysiCell_settings.xml"
+    
+        self.cell_lines = {}
+        self.cell_lines_by_name = {}
+        self.cell_lines_array = ["All"]
+        
+        if os.path.isfile(config_file):
+            
+            try:
+                tree = ET.parse(config_file)
+            except:
+                print("Cannot parse",config_file, "- check it's XML syntax.")
+                return
+
+            root = tree.getroot()
+            uep = root.find('.//cell_definitions')  # find unique entry point (uep) 
+            for child in uep.findall('cell_definition'):
+                self.cell_lines[int(child.attrib["ID"])] = child.attrib["name"]
+                self.cell_lines_by_name[child.attrib["name"]] = int(child.attrib["ID"])
+                self.cell_lines_array.append(child.attrib["name"])
+                    # print(child.attrib['name'])
+        else:
+            print("config.xml does not exist")
+
+        max_frames = 0
+        self.svg_plot = interactive(self.create_area_chart, frame=(0, max_frames), percentage=(0.0, 10.0), total=False, cell_line=self.cell_lines_array, continuous_update=False)
+        plot_size = '500px'  # small: controls the size of the tab height, not the plot (rf. figsize for that)
+        plot_size = '700px'  # medium
+        plot_size = '750px'  # medium
+        self.svg_plot.layout.width = '1000px'
+        self.svg_plot.layout.height = '700px'
+        self.use_defaults = True
+        
+        self.axes_min = 0.0
+        self.axes_max = 2000   # hmm, this can change (TODO?)
+
+        self.max_frames = BoundedIntText(
+            min=0, max=99999, value=max_frames,
+            description='Max',
+            layout=Layout(width='160px'),
+#            layout=Layout(flex='1 1 auto', width='auto'),  #Layout(width='160px'),
+        )
+        self.max_frames.observe(self.update_max_frames)
+
+        items_auto = [Label('select slider: drag or left/right arrows'), 
+            self.max_frames, 
+        ]
+
+        box_layout = Layout(display='flex',
+                    flex_flow='row',
+                    align_items='stretch',
+                    width='70%')
+        row1 = Box(children=items_auto, layout=box_layout)
+
+        self.tab = VBox([row1, self.svg_plot])
+        self.count_dict = {}
+        self.file_dict = {}
+
+    def update(self, rdir=''):
+        # with debug_view:
+        #     print("SVG: update rdir=", rdir)        
+
+        if rdir:
+            self.output_dir = rdir
+
+        all_files = sorted(glob.glob(os.path.join(self.output_dir, 'snapshot*.svg')))
+        if len(all_files) > 0:
+            last_file = all_files[-1]
+            self.max_frames.value = int(last_file[-12:-4])  # assumes naming scheme: "snapshot%08d.svg"
+
+        # self.create_dict(self.max_frames.value, self.output_dir)
+        # self.state_counter(self.max_frames.value)
+        
+        # with debug_view:
+        #     print("SVG: added %s files" % len(all_files))
+
+
+    def update_max_frames(self,_b):
+        self.svg_plot.children[0].max = self.max_frames.value
+
+    #-------------------------
+    def plot_states(self, frame):
+        # global current_idx, axes_max
+        global current_frame
+        current_frame = frame
+        fname = "snapshot%08d.svg" % frame
+        full_fname = os.path.join(self.output_dir, fname)
+        
+        if not os.path.isfile(full_fname):
+            print("Once output files are generated, click the slider.")   
+            return
+            
+        tree = ET.parse(full_fname)
+        root = tree.getroot()
+        
+        numChildren = 0
+        for child in root:
+        
+            if self.use_defaults and ('width' in child.attrib.keys()):
+                self.axes_max = float(child.attrib['width'])
+        
+            if child.text and "Current time" in child.text:
+                svals = child.text.split()
+                title_str = svals[2] + "d, " + svals[4] + "h, " + svals[7] + "m"
+
+        title_str += " (" + str(num_cells) + " agents)"
+        self.fig = plt.figure(figsize=(15, 15))
+
+        plt.xlim(self.axes_min, self.axes_max)
+        plt.ylim(self.axes_min, self.axes_max)
+
+        plt.title(title_str)
+
+
+
+
+    def create_dict(self, number_of_files, folder, cells_indexes):
+        "create a dictionary with the states file in the folder 'output', half of the dict is used to calculate the percentage of the node, the other half is for the states"
+        # if not os.path.isfile("%sstates_00000000.csv" % folder):
+        #     return
+            
+        self.file_dict = {}
+        if number_of_files > 0:
+            for i in range (0, number_of_files):
+                nodes_dict = {}
+                states_dict = {}
+                with open(os.path.join(self.output_dir, 'states_%08u.csv' % i), newline='') as csvfile:
+                    states_reader = csv.reader(csvfile, delimiter=',')
+                
+                    for row in states_reader:
+                        if row[0] != 'ID' and (cells_indexes is None or int(row[0]) in cells_indexes):
+                            states_dict[row[0]] = row[1]
+                            nodes_dict[row[0]] = row[1].replace("--", "").split()
+                self.file_dict["node_step{0}".format(i)] = nodes_dict
+                self.file_dict["state_step{0}".format(i)] = states_dict
+
+                # print(self.file_dict)
+            # return file_dict
+
+
+    def state_counter(self, number_of_files, percentage):
+        "create a dict with the states of the network, it can be used to print states pie chart"
+        self.count_dict = {}
+        temp_dict = {}
+        max_cell = 0
+        if number_of_files > 0:
+            for i in range (0, number_of_files):
+                state_list = []
+                for key in self.file_dict["state_step{0}".format(i)]:
+                    state_list.append(self.file_dict["state_step{0}".format(i)][key])
+                state_counts = Counter(state_list)
+                max_cell = max_cell + sum(state_counts.values())
+                #fix_count_dict = {}
+                #for key, group in itertools.groupby(state_counts, lambda k: 'others' if (state_counts[k]<(0.01* (len(self.file_dict["state_step%s" %(i)])))) else k):
+                    #fix_count_dict[key] = sum([state_counts[k] for k in list(group)])
+                temp_dict["state_count{0}".format(i)] = state_counts
+            self.count_dict = self.filter_states(max_cell, temp_dict, percentage)
+            # return self.count_dict
+
+    def create_area_chart(self, frame=None, total=False, percentage=(0.0, 100.0), cell_line="All"):
+        "plot an area chart with the evolution of the network states during the simulation"
+
+        cells_indexes = None
+        if cell_line != "All":
+            cells_indexes = set()
+            for i in range(0, frame):
+                fname = "output%08d_cells_physicell.mat" % i
+                full_fname = os.path.join(self.output_dir, fname)
+                
+                if not os.path.isfile(full_fname):
+                    print("Once output files are generated, click the slider.")  # No:  output00000000_microenvironment0.mat
+                    return
+
+                info_dict = {}
+                scipy.io.loadmat(full_fname, info_dict)
+
+                M = info_dict['cells'][[0,5], :].astype(int)
+                    
+                
+                
+                cell_line_index = self.cell_lines_by_name[cell_line]
+                indexes = np.where(M[1, :] == cell_line_index)
+                cells_indexes = cells_indexes.union(set(M[0, indexes][0]))
+
+            cells_indexes = list(cells_indexes)
+            
+            if len(cells_indexes) == 0:
+                print("There are no %s cells." % cell_line)
+                return
+                        
+        self.create_dict(frame, self.output_dir, cells_indexes)
+        self.state_counter(frame, percentage)
+        
+        state_list = []
+        all_state = []
+        a = []
+        for k in self.count_dict:
+            state_list.append(list(self.count_dict[k].keys()))
+            for l in state_list:
+                for state in l:
+                    all_state.append(state)
+        all_state = list(dict.fromkeys(all_state))
+        
+        for state_count in self.count_dict:
+            b = []
+            for states in all_state:
+                try:
+                    b.append(self.count_dict[state_count][states])
+                except:
+                    b.append(0)
+            a.append(b)
+        a = np.array(a)
+        #print(a)
+        a = np.transpose(a)
+        if not total:
+            percent = a /  a.sum(axis=0).astype(float) * 100
+        else:
+            percent = a
+        x = np.arange(len(self.count_dict))
+        self.fig = plt.figure(figsize=(10,5), dpi=200)
+        ax = self.fig.add_subplot(111)
+        ax.stackplot(x, percent, labels=all_state)
+        ax.legend(labels=all_state, loc='upper center', bbox_to_anchor=(0.5, -0.05),shadow=True, ncol=2)
+        # ax.legend(labels=all_state, bbox_to_anchor=(1.05, 1), loc='lower center', borderaxespad=0.)