# Copyright (c) 2022 Cisco and/or its affiliates.
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at:
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Plotly Dash HTML layout override.
"""
import pandas as pd
import dash_bootstrap_components as dbc
from dash import dcc
from dash import html
from dash import callback_context, no_update
from dash import Input, Output, State
from dash.exceptions import PreventUpdate
from yaml import load, FullLoader, YAMLError
from datetime import datetime, timedelta
from copy import deepcopy
from ..data.data import Data
from .graphs import graph_trending, graph_hdrh_latency, \
select_trending_data
class Layout:
"""
"""
NO_GRAPH = {"data": [], "layout": {}, "frames": []}
CL_ALL_DISABLED = [{
"label": "All",
"value": "all",
"disabled": True
}]
CL_ALL_ENABLED = [{
"label": "All",
"value": "all",
"disabled": False
}]
def __init__(self, app, html_layout_file, spec_file, graph_layout_file,
data_spec_file):
"""
"""
# Inputs
self._app = app
self._html_layout_file = html_layout_file
self._spec_file = spec_file
self._graph_layout_file = graph_layout_file
self._data_spec_file = data_spec_file
# Read the data:
data_mrr = Data(
data_spec_file=self._data_spec_file,
debug=True
).read_trending_mrr(days=5)
data_ndrpdr = Data(
data_spec_file=self._data_spec_file,
debug=True
).read_trending_ndrpdr(days=14)
self._data = pd.concat([data_mrr, data_ndrpdr], ignore_index=True)
# Read from files:
self._html_layout = ""
self._spec_tbs = None
self._graph_layout = None
try:
with open(self._html_layout_file, "r") as file_read:
self._html_layout = file_read.read()
except IOError as err:
raise RuntimeError(
f"Not possible to open the file {self._html_layout_file}\n{err}"
)
try:
with open(self._spec_file, "r") as file_read:
self._spec_tbs = load(file_read, Loader=FullLoader)
except IOError as err:
raise RuntimeError(
f"Not possible to open the file {self._spec_file,}\n{err}"
)
except YAMLError as err:
raise RuntimeError(
f"An error occurred while parsing the specification file "
f"{self._spec_file,}\n"
f"{err}"
)
try:
with open(self._graph_layout_file, "r") as file_read:
self._graph_layout = load(file_read, Loader=FullLoader)
except IOError as err:
raise RuntimeError(
f"Not possible to open the file {self._graph_layout_file}\n"
f"{err}"
)
except YAMLError as err:
raise RuntimeError(
f"An error occurred while parsing the specification file "
f"{self._graph_layout_file}\n"
f"{err}"
)
# Callbacks:
if self._app is not None and hasattr(self, 'callbacks'):
self.callbacks(self._app)
@property
def html_layout(self):
return self._html_layout
@property
def spec_tbs(self):
return self._spec_tbs
@property
def data(self):
return self._data
@property
def layout(self):
return self._graph_layout
def add_content(self):
"""
"""
if self.html_layout and self.spec_tbs:
return html.Div(
id="div-main",
children=[
dbc.Row(
id="row-navbar",
class_name="g-0",
children=[
self._add_navbar(),
]
),
dcc.Loading(
dbc.Offcanvas(
id="offcanvas-metadata",
title="Throughput And Latency",
placement="end",
is_open=False,
children=[
dbc.Row(id="metadata-tput-lat"),
dbc.Row(id="metadata-hdrh-graph"),
]
)
),
dbc.Row(
id="row-main",
class_name="g-0",
children=[
dcc.Store(
id="selected-tests"
),
dcc.Store(
id="control-panel"
),
self._add_ctrl_col(),
self._add_plotting_col(),
]
)
]
)
else:
return html.Div(
id="div-main-error",
children=[
dbc.Alert(
[
"An Error Occured",
],
color="danger",
),
]
)
def _add_navbar(self):
"""Add nav element with navigation panel. It is placed on the top.
"""
return dbc.NavbarSimple(
id="navbarsimple-main",
children=[
dbc.NavItem(
dbc.NavLink(
"Continuous Performance Trending",
disabled=True,
external_link=True,
href="#"
)
)
],
brand="Dashboard",
brand_href="/",
brand_external_link=True,
class_name="p-2",
fluid=True,
)
def _add_ctrl_col(self) -> dbc.Col:
"""Add column with controls. It is placed on the left side.
"""
return dbc.Col(
id="col-controls",
children=[
self._add_ctrl_panel(),
],
)
def _add_plotting_col(self) -> dbc.Col:
"""Add column with plots and tables. It is placed on the right side.
"""
return dbc.Col(
id="col-plotting-area",
children=[
dbc.Row( # Throughput
id="row-graph-tput",
class_name="g-0 p-2",
children=[
dcc.Loading(
dcc.Graph(id="graph-tput")
)
]
),
dbc.Row( # Latency
id="row-graph-lat",
class_name="g-0 p-2",
children=[
dcc.Loading(
dcc.Graph(id="graph-latency")
)
]
),
dbc.Row( # Download
id="div-download",
class_name="g-0",
children=[
dcc.Loading(children=[
dbc.Button(
id="btn-download-data",
children=["Download Data"]
),
dcc.Download(id="download-data")
])
]
)
],
width=9,
)
def _add_ctrl_panel(self) -> dbc.Row:
"""
"""
return dbc.Row(
id="row-ctrl-panel",
class_name="g-0 p-2",
children=[
dbc.Row(
class_name="gy-1",
children=[
dbc.Label(
"Physical Test Bed Topology, NIC and Driver",
class_name="p-0"
),
dbc.Select(
id="dd-ctrl-phy",
placeholder="Select a Physical Test Bed Topology...",
options=[
{"label": k, "value": k} for k in self.spec_tbs.keys()
],
size="sm",
),
]
),
dbc.Row(
class_name="gy-1",
children=[
dbc.Label(
"Area",
class_name="p-0"
),
dbc.Select(
id="dd-ctrl-area",
placeholder="Select an Area...",
disabled=True,
size="sm",
),
]
),
dbc.Row(
class_name="gy-1",
children=[
dbc.Label(
"Test",
class_name="p-0"
),
dbc.Select(
id="dd-ctrl-test",
placeholder="Select a Test...",
disabled=True,
size="sm",
),
]
),
dbc.Row(
id="row-ctrl-core",
class_name="gy-1",
children=[
dbc.Label(
"Number of Cores",
class_name="p-0"
),
dbc.Col(
children=[
dbc.Checklist(
id="cl-ctrl-core-all",
options=self.CL_ALL_DISABLED,
inline=False,
switch=False
)
],
width=3
),
dbc.Col(
children=[
dbc.Checklist(
id="cl-ctrl-core",
inline=True,
switch=False
)
]
)
]
),
dbc.Row(
id="row-ctrl-framesize",
class_name="gy-1",
children=[
dbc.Label(
"Frame Size",
class_name="p-0"
),
dbc.Col(
children=[
dbc.Checklist(
id="cl-ctrl-framesize-all",
options=self.CL_ALL_DISABLED,
inline=True,
switch=False
),
],
width=3
),
dbc.Col(
children=[
dbc.Checklist(
id="cl-ctrl-framesize",
inline=True,
switch=False
)
]
)
]
),
dbc.Row(
id="row-ctrl-testtype",
class_name="gy-1",
children=[
dbc.Label(
"Test Type",
class_name="p-0"
),
dbc.Col(
children=[
dbc.Checklist(
id="cl-ctrl-testtype-all",
options=self.CL_ALL_DISABLED,
inline=True,
switch=False
),
],
width=3
),
dbc.Col(
children=[
dbc.Checklist(
id="cl-ctrl-testtype",
inline=True,
switch=False
)
]
)
]
),
dbc.Row(
class_name="gy-1",
children=[
dbc.ButtonGroup(
[
dbc.Button(
id="btn-ctrl-add",
children="Add Selected",
color="secondary",
)
],
size="md",
)
]
),
dbc.Row(
class_name="gy-1",
children=[
dcc.DatePickerRange(
id="dpr-period",
min_date_allowed=\
datetime.utcnow()-timedelta(days=180),
max_date_allowed=datetime.utcnow(),
initial_visible_month=datetime.utcnow(),
start_date=datetime.utcnow() - timedelta(days=180),
end_date=datetime.utcnow(),
display_format="D MMMM YY"
)
]
),
dbc.Row(
class_name="gy-1",
children=[
dbc.Card(
class_name="p-0",
children=[
dbc.Label(
"Selected tests",
class_name="p-0"
),
dbc.Checklist(
id="cl-selected",
options=[],
inline=False
)
],
color="light",
outline=True
)
]
),
dbc.Row(
children=[
dbc.ButtonGroup(
[
dbc.Button(
id="btn-sel-remove-all",
children="Remove All",
class_name="w-100",
color="secondary",
disabled=False
),
dbc.Button(
id="btn-sel-remove",
children="Remove Selected",
class_name="w-100",
color="secondary",
disabled=False
),
dbc.Button(
id="btn-sel-display",
children="Display",
class_name="w-100",
color="secondary",
disabled=False
)
],
size="md",
),
]
),
]
)
class ControlPanel:
def __init__(self, panel: dict) -> None:
CL_ALL_DISABLED = [{
"label": "All",
"value": "all",
"disabled": True
}]
# Defines also the order of keys
self._defaults = {
"dd-ctrl-phy-value": str(),
"dd-ctrl-area-options": list(),
"dd-ctrl-area-disabled": True,
"dd-ctrl-area-value": str(),
"dd-ctrl-test-options": list(),
"dd-ctrl-test-disabled": True,
"dd-ctrl-test-value": str(),
"cl-ctrl-core-options": list(),
"cl-ctrl-core-value": list(),
"cl-ctrl-core-all-value": list(),
"cl-ctrl-core-all-options": CL_ALL_DISABLED,
"cl-ctrl-framesize-options": list(),
"cl-ctrl-framesize-value": list(),
"cl-ctrl-framesize-all-value": list(),
"cl-ctrl-framesize-all-options": CL_ALL_DISABLED,
"cl-ctrl-testtype-options": list(),
"cl-ctrl-testtype-value": list(),
"cl-ctrl-testtype-all-value": list(),
"cl-ctrl-testtype-all-options": CL_ALL_DISABLED,
"btn-ctrl-add-disabled": True,
"cl-selected-options": list(),
}
self._panel = deepcopy(self._defaults)
if panel:
for key in self._defaults:
self._panel[key] = panel[key]
@property
def defaults(self) -> dict:
return self._defaults
@property
def panel(self) -> dict:
return self._panel
def set(self, kwargs: dict) -> None:
for key, val in kwargs.items():
if key in self._panel:
self._panel[key] = val
else:
raise KeyError(f"The key {key} is not defined.")
def get(self, key: str) -> any:
return self._panel[key]
def values(self) -> tuple:
return tuple(self._panel.values())
@staticmethod
def _sync_checklists(opt: list, sel: list, all: list, id: str) -> tuple:
"""
"""
options = {v["value"] for v in opt}
if id =="all":
sel = list(options) if all else list()
else:
all = ["all", ] if set(sel) == options else list()
return sel, all
@staticmethod
def _list_tests(selection: dict) -> list:
"""Display selected tests with checkboxes
"""
if selection:
return [
{"label": v["id"], "value": v["id"]} for v in selection
]
else:
return list()
def callbacks(self, app):
@app.callback(
Output("control-panel", "data"), # Store
Output("selected-tests", "data"), # Store
Output("graph-tput", "figure"),
Output("graph-latency", "figure"),
Output("dd-ctrl-phy", "value"),
Output("dd-ctrl-area", "options"),
Output("dd-ctrl-area", "disabled"),
Output("dd-ctrl-area", "value"),
Output("dd-ctrl-test", "options"),
Output("dd-ctrl-test", "disabled"),
Output("dd-ctrl-test", "value"),
Output("cl-ctrl-core", "options"),
Output("cl-ctrl-core", "value"),
Output("cl-ctrl-core-all", "value"),
Output("cl-ctrl-core-all", "options"),
Output("cl-ctrl-framesize", "options"),
Output("cl-ctrl-framesize", "value"),
Output("cl-ctrl-framesize-all", "value"),
Output("cl-ctrl-framesize-all", "options"),
Output("cl-ctrl-testtype", "options"),
Output("cl-ctrl-testtype", "value"),
Output("cl-ctrl-testtype-all", "value"),
Output("cl-ctrl-testtype-all", "options"),
Output("btn-ctrl-add", "disabled"),
Output("cl-selected", "options"), # User selection
State("control-panel", "data"), # Store
State("selected-tests", "data"), # Store
State("cl-selected", "value"), # User selection
Input("dd-ctrl-phy", "value"),
Input("dd-ctrl-area", "value"),
Input("dd-ctrl-test", "value"),
Input("cl-ctrl-core", "value"),
Input("cl-ctrl-core-all", "value"),
Input("cl-ctrl-framesize", "value"),
Input("cl-ctrl-framesize-all", "value"),
Input("cl-ctrl-testtype", "value"),
Input("cl-ctrl-testtype-all", "value"),
Input("btn-ctrl-add", "n_clicks"),
Input("dpr-period", "start_date"),
Input("dpr-period", "end_date"),
Input("btn-sel-display", "n_clicks"),
Input("btn-sel-remove", "n_clicks"),
Input("btn-sel-remove-all", "n_clicks"),
)
def _update_ctrl_panel(cp_data: dict, store_sel: list, list_sel: list,
dd_phy: str, dd_area: str, dd_test: str, cl_core: list,
cl_core_all: list, cl_framesize: list, cl_framesize_all: list,
cl_testtype: list, cl_testtype_all: list, btn_add: int,
d_start: str, d_end: str, btn_display: int, btn_remove: int,
btn_remove_all: int) -> tuple:
"""
"""
d_start = datetime(int(d_start[0:4]), int(d_start[5:7]),
int(d_start[8:10]))
d_end = datetime(int(d_end[0:4]), int(d_end[5:7]), int(d_end[8:10]))
fig_tput = no_update
fig_lat = no_update
ctrl_panel = self.ControlPanel(cp_data)
trigger_id = callback_context.triggered[0]["prop_id"].split(".")[0]
if trigger_id == "dd-ctrl-phy":
try:
options = [
{"label": self.spec_tbs[dd_phy][v]["label"], "value": v}
for v in [v for v in self.spec_tbs[dd_phy].keys()]
]
disabled = False
except KeyError:
options = list()
disabled = no_update
ctrl_panel.set({
"dd-ctrl-phy-value": dd_phy,
"dd-ctrl-area-value": str(),
"dd-ctrl-area-options": options,
"dd-ctrl-area-disabled": disabled,
"dd-ctrl-test-options": list(),
"dd-ctrl-test-disabled": True,
"cl-ctrl-core-options": list(),
"cl-ctrl-core-value": list(),
"cl-ctrl-core-all-value": list(),
"cl-ctrl-core-all-options": self.CL_ALL_DISABLED,
"cl-ctrl-framesize-options": list(),
"cl-ctrl-framesize-value": list(),
"cl-ctrl-framesize-all-value": list(),
"cl-ctrl-framesize-all-options": self.CL_ALL_DISABLED,
"cl-ctrl-testtype-options": list(),
"cl-ctrl-testtype-value": list(),
"cl-ctrl-testtype-all-value": list(),
"cl-ctrl-testtype-all-options": self.CL_ALL_DISABLED,
"btn-ctrl-add-disabled": True,
})
elif trigger_id == "dd-ctrl-area":
try:
phy = ctrl_panel.get("dd-ctrl-phy-value")
options = [
{"label": v, "value": v}
for v in self.spec_tbs[phy][dd_area]["test"]
]
disabled = False
except KeyError:
options = list()
disabled = True
ctrl_panel.set({
"dd-ctrl-area-value": dd_area,
"dd-ctrl-test-value": str(),
"dd-ctrl-test-options": options,
"dd-ctrl-test-disabled": disabled,
"cl-ctrl-core-options": list(),
"cl-ctrl-core-value": list(),
"cl-ctrl-core-all-value": list(),
"cl-ctrl-core-all-options": self.CL_ALL_DISABLED,
"cl-ctrl-framesize-options": list(),
"cl-ctrl-framesize-value": list(),
"cl-ctrl-framesize-all-value": list(),
"cl-ctrl-framesize-all-options": self.CL_ALL_DISABLED,
"cl-ctrl-testtype-options": list(),
"cl-ctrl-testtype-value": list(),
"cl-ctrl-testtype-all-value": list(),
"cl-ctrl-testtype-all-options": self.CL_ALL_DISABLED,
"btn-ctrl-add-disabled": True,
})
elif trigger_id == "dd-ctrl-test":
core_opts = list()
framesize_opts = list()
testtype_opts = list()
phy = ctrl_panel.get("dd-ctrl-phy-value")
area = ctrl_panel.get("dd-ctrl-area-value")
if phy and area and dd_test:
core_opts = [
{"label": v, "value": v}
for v in self.spec_tbs[phy][area]["core"]
]
framesize_opts = [
{"label": v, "value": v}
for v in self.spec_tbs[phy][area]["frame-size"]
]
testtype_opts = [
{"label": v, "value": v}
for v in self.spec_tbs[phy][area]["test-type"]
]
ctrl_panel.set({
"dd-ctrl-test-value": dd_test,
"cl-ctrl-core-options": core_opts,
"cl-ctrl-core-value": list(),
"cl-ctrl-core-all-value": list(),
"cl-ctrl-core-all-options": self.CL_ALL_ENABLED,
"cl-ctrl-framesize-options": framesize_opts,
"cl-ctrl-framesize-value": list(),
"cl-ctrl-framesize-all-value": list(),
"cl-ctrl-framesize-all-options": self.CL_ALL_ENABLED,
"cl-ctrl-testtype-options": testtype_opts,
"cl-ctrl-testtype-value": list(),
"cl-ctrl-testtype-all-value": list(),
"cl-ctrl-testtype-all-options": self.CL_ALL_ENABLED,
"btn-ctrl-add-disabled": False,
})
elif trigger_id == "cl-ctrl-core":
val_sel, val_all = self._sync_checklists(
opt=ctrl_panel.get("cl-ctrl-core-options"),
sel=cl_core,
all=list(),
id=""
)
ctrl_panel.set({
"cl-ctrl-core-value": val_sel,
"cl-ctrl-core-all-value": val_all,
})
elif trigger_id == "cl-ctrl-core-all":
val_sel, val_all = self._sync_checklists(
opt = ctrl_panel.get("cl-ctrl-core-options"),
sel=list(),
all=cl_core_all,
id="all"
)
ctrl_panel.set({
"cl-ctrl-core-value": val_sel,
"cl-ctrl-core-all-value": val_all,
})
elif trigger_id == "cl-ctrl-framesize":
val_sel, val_all = self._sync_checklists(
opt = ctrl_panel.get("cl-ctrl-framesize-options"),
sel=cl_framesize,
all=list(),
id=""
)
ctrl_panel.set({
"cl-ctrl-framesize-value": val_sel,
"cl-ctrl-framesize-all-value": val_all,
})
elif trigger_id == "cl-ctrl-framesize-all":
val_sel, val_all = self._sync_checklists(
opt = ctrl_panel.get("cl-ctrl-framesize-options"),
sel=list(),
all=cl_framesize_all,
id="all"
)
ctrl_panel.set({
"cl-ctrl-framesize-value": val_sel,
"cl-ctrl-framesize-all-value": val_all,
})
elif trigger_id == "cl-ctrl-testtype":
val_sel, val_all = self._sync_checklists(
opt = ctrl_panel.get("cl-ctrl-testtype-options"),
sel=cl_testtype,
all=list(),
id=""
)
ctrl_panel.set({
"cl-ctrl-testtype-value": val_sel,
"cl-ctrl-testtype-all-value": val_all,
})
elif trigger_id == "cl-ctrl-testtype-all":
val_sel, val_all = self._sync_checklists(
opt = ctrl_panel.get("cl-ctrl-testtype-options"),
sel=list(),
all=cl_testtype_all,
id="all"
)
ctrl_panel.set({
"cl-ctrl-testtype-value": val_sel,
"cl-ctrl-testtype-all-value": val_all,
})
elif trigger_id == "btn-ctrl-add":
_ = btn_add
phy = ctrl_panel.get("dd-ctrl-phy-value")
area = ctrl_panel.get("dd-ctrl-area-value")
test = ctrl_panel.get("dd-ctrl-test-value")
cores = ctrl_panel.get("cl-ctrl-core-value")
framesizes = ctrl_panel.get("cl-ctrl-framesize-value")
testtypes = ctrl_panel.get("cl-ctrl-testtype-value")
# Add selected test to the list of tests in store:
if phy and area and test and cores and framesizes and testtypes:
if store_sel is None:
store_sel = list()
for core in cores:
for framesize in framesizes:
for ttype in testtypes:
tid = (
f"{phy.replace('af_xdp', 'af-xdp')}-"
f"{area}-"
f"{framesize.lower()}-"
f"{core.lower()}-"
f"{test}-"
f"{ttype.lower()}"
)
if tid not in [itm["id"] for itm in store_sel]:
store_sel.append({
"id": tid,
"phy": phy,
"area": area,
"test": test,
"framesize": framesize.lower(),
"core": core.lower(),
"testtype": ttype.lower()
})
ctrl_panel.set(ctrl_panel.defaults)
ctrl_panel.set({
"cl-selected-options": self._list_tests(store_sel)
})
elif trigger_id in ("btn-sel-display", "dpr-period"):
_ = btn_display
fig_tput, fig_lat = graph_trending(
self.data, store_sel, self.layout, d_start, d_end
)
fig_tput = fig_tput if fig_tput else self.NO_GRAPH
fig_lat = fig_lat if fig_lat else self.NO_GRAPH
elif trigger_id == "btn-sel-remove-all":
_ = btn_remove_all
fig_tput = self.NO_GRAPH
fig_lat = self.NO_GRAPH
store_sel = list()
ctrl_panel.set({
"cl-selected-options": list()
})
elif trigger_id == "btn-sel-remove":
_ = btn_remove
if list_sel:
new_store_sel = list()
for item in store_sel:
if item["id"] not in list_sel:
new_store_sel.append(item)
store_sel = new_store_sel
if store_sel:
fig_tput, fig_lat = graph_trending(
self.data, store_sel, self.layout, d_start, d_end
)
fig_tput = fig_tput if fig_tput else self.NO_GRAPH
fig_lat = fig_lat if fig_lat else self.NO_GRAPH
ctrl_panel.set({
"cl-selected-options": self._list_tests(store_sel)
})
else:
fig_tput = self.NO_GRAPH
fig_lat = self.NO_GRAPH
store_sel = list()
ctrl_panel.set({
"cl-selected-options": list()
})
ret_val = [ctrl_panel.panel, store_sel, fig_tput, fig_lat]
ret_val.extend(ctrl_panel.values())
return ret_val
@app.callback(
Output("metadata-tput-lat", "children"),
Output("metadata-hdrh-graph", "children"),
Output("offcanvas-metadata", "is_open"),
Input("graph-tput", "clickData"),
Input("graph-latency", "clickData")
)
def _show_metadata_from_graphs(
tput_data: dict, lat_data: dict) -> tuple:
"""
"""
if not (tput_data or lat_data):
raise PreventUpdate
metadata = no_update
graph = list()
trigger_id = callback_context.triggered[0]["prop_id"].split(".")[0]
if trigger_id == "graph-tput":
title = "Throughput"
txt = tput_data["points"][0]["text"].replace("
", "\n")
elif trigger_id == "graph-latency":
title = "Latency"
txt = lat_data["points"][0]["text"].replace("
", "\n")
hdrh_data = lat_data["points"][0].get("customdata", None)
if hdrh_data:
graph = [dcc.Graph(
id="hdrh-latency-graph",
figure=graph_hdrh_latency(hdrh_data, self.layout)
), ]
metadata = [
dbc.Card(
class_name="g-0",
children=[
dbc.CardHeader(children=[
dcc.Clipboard(
target_id="tput-lat-metadata",
title="Copy",
style={"display": "inline-block"}
),
title
]),
dbc.CardBody(
id="tput-lat-metadata",
children=[txt]
)
]
)
]
return metadata, graph, True
@app.callback(
Output("download-data", "data"),
State("selected-tests", "data"),
Input("btn-download-data", "n_clicks"),
prevent_initial_call=True
)
def _download_data(store_sel, n_clicks):
"""
"""
if not n_clicks:
raise PreventUpdate
df = pd.DataFrame()
for itm in store_sel:
sel_data = select_trending_data(self.data, itm)
if sel_data is None:
continue
df = pd.concat([df, sel_data], ignore_index=True)
return dcc.send_data_frame(df.to_csv, "trending_data.csv")