plotly express scatter with more than ~34 facet rows breaks #2026

import numpy as np
import pandas as pd
import plotly.express as px
import plotly

# Versions I'm running with
np.__version__ # 1.17.4
pd.__version__ # 0.25.3
plotly.__version__  # 4.4.1


df = pd.DataFrame({
    'x':np.random.rand(10_000), 
    'y':np.random.rand(10_000), 
    'category':np.random.choice(range(35), 10_000)
})

# The following breaks
fig = px.scatter(df, x = 'x', y = 'y', facet_row = 'category')

# Specifying a height seems to change nothing
fig = px.scatter(df, x = 'x', y = 'y', facet_row = 'category', height = 20_000)

---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
<ipython-input-40-f3e17e288c8e> in <module>
----> 1 fig = px.scatter(df, x = 'x', y = 'y', facet_row = 'category', height = 20_000)

~/miniconda3/lib/python3.7/site-packages/plotly/express/_chart_types.py in scatter(data_frame, x, y, color, symbol, size, hover_name, hover_data, custom_data, text, facet_row, facet_col, facet_col_wrap, error_x, error_x_minus, error_y, error_y_minus, animation_frame, animation_group, category_orders, labels, color_discrete_sequence, color_discrete_map, color_continuous_scale, range_color, color_continuous_midpoint, symbol_sequence, symbol_map, opacity, size_max, marginal_x, marginal_y, trendline, trendline_color_override, log_x, log_y, range_x, range_y, render_mode, title, template, width, height)
     53     mark in 2D space.
     54     """
---> 55     return make_figure(args=locals(), constructor=go.Scatter)
     56 
     57 

~/miniconda3/lib/python3.7/site-packages/plotly/express/_core.py in make_figure(args, constructor, trace_patch, layout_patch)
   1358 
   1359     fig = init_figure(
-> 1360         args, subplot_type, frame_list, nrows, ncols, col_labels, row_labels
   1361     )
   1362 

~/miniconda3/lib/python3.7/site-packages/plotly/express/_core.py in init_figure(args, subplot_type, frame_list, nrows, ncols, col_labels, row_labels)
   1464         row_heights=row_heights,
   1465         column_widths=column_widths,
-> 1466         start_cell="bottom-left",
   1467     )
   1468 

~/miniconda3/lib/python3.7/site-packages/plotly/subplots.py in make_subplots(rows, cols, shared_xaxes, shared_yaxes, start_cell, print_grid, horizontal_spacing, vertical_spacing, subplot_titles, column_widths, row_heights, specs, insets, column_titles, row_titles, x_title, y_title, **kwargs)
    683             secondary_y = spec["secondary_y"]
    684             subplot_refs = _init_subplot(
--> 685                 layout, subplot_type, secondary_y, x_domain, y_domain, max_subplot_ids
    686             )
    687             grid_ref[r][c] = subplot_refs

~/miniconda3/lib/python3.7/site-packages/plotly/subplots.py in _init_subplot(layout, subplot_type, secondary_y, x_domain, y_domain, max_subplot_ids)
   1055     if subplot_type == "xy":
   1056         subplot_refs = _init_subplot_xy(
-> 1057             layout, secondary_y, x_domain, y_domain, max_subplot_ids
   1058         )
   1059     elif subplot_type in _single_subplot_types:

~/miniconda3/lib/python3.7/site-packages/plotly/subplots.py in _init_subplot_xy(layout, secondary_y, x_domain, y_domain, max_subplot_ids)
    919 
    920     layout[xaxis_name] = x_axis
--> 921     layout[yaxis_name] = y_axis
    922 
    923     subplot_refs = [

~/miniconda3/lib/python3.7/site-packages/plotly/basedatatypes.py in __setitem__(self, prop, value)
   4435         if match is None:
   4436             # Set as ordinary property
-> 4437             super(BaseLayoutHierarchyType, self).__setitem__(prop, value)
   4438         else:
   4439             # Set as subplotid property

~/miniconda3/lib/python3.7/site-packages/plotly/basedatatypes.py in __setitem__(self, prop, value)
   3480             # ### Handle compound property ###
   3481             if isinstance(validator, CompoundValidator):
-> 3482                 self._set_compound_prop(prop, value)
   3483 
   3484             # ### Handle compound array property ###

~/miniconda3/lib/python3.7/site-packages/plotly/basedatatypes.py in _set_compound_prop(self, prop, val)
   3834         # ------------
   3835         validator = self._validators.get(prop)
-> 3836         val = validator.validate_coerce(val, skip_invalid=self._skip_invalid)
   3837 
   3838         # Save deep copies of current and new states

~/miniconda3/lib/python3.7/site-packages/_plotly_utils/basevalidators.py in validate_coerce(self, v, skip_invalid)
   2442 
   2443         elif isinstance(v, dict):
-> 2444             v = self.data_class(v, skip_invalid=skip_invalid)
   2445 
   2446         elif isinstance(v, self.data_class):

~/miniconda3/lib/python3.7/site-packages/plotly/graph_objs/layout/__init__.py in __init__(self, arg, anchor, automargin, autorange, calendar, categoryarray, categoryarraysrc, categoryorder, color, constrain, constraintoward, dividercolor, dividerwidth, domain, dtick, exponentformat, fixedrange, gridcolor, gridwidth, hoverformat, layer, linecolor, linewidth, matches, mirror, nticks, overlaying, position, range, rangemode, scaleanchor, scaleratio, separatethousands, showdividers, showexponent, showgrid, showline, showspikes, showticklabels, showtickprefix, showticksuffix, side, spikecolor, spikedash, spikemode, spikesnap, spikethickness, tick0, tickangle, tickcolor, tickfont, tickformat, tickformatstops, tickformatstopdefaults, ticklen, tickmode, tickprefix, ticks, tickson, ticksuffix, ticktext, ticktextsrc, tickvals, tickvalssrc, tickwidth, title, titlefont, type, uirevision, visible, zeroline, zerolinecolor, zerolinewidth, **kwargs)
   3053         self["dividerwidth"] = dividerwidth if dividerwidth is not None else _v
   3054         _v = arg.pop("domain", None)
-> 3055         self["domain"] = domain if domain is not None else _v
   3056         _v = arg.pop("dtick", None)
   3057         self["dtick"] = dtick if dtick is not None else _v

~/miniconda3/lib/python3.7/site-packages/plotly/basedatatypes.py in __setitem__(self, prop, value)
   3488             # ### Handle simple property ###
   3489             else:
-> 3490                 self._set_prop(prop, value)
   3491 
   3492         # Handle non-scalar case

~/miniconda3/lib/python3.7/site-packages/plotly/basedatatypes.py in _set_prop(self, prop, val)
   3775                 return
   3776             else:
-> 3777                 raise err
   3778 
   3779         # val is None

~/miniconda3/lib/python3.7/site-packages/plotly/basedatatypes.py in _set_prop(self, prop, val)
   3770         validator = self._validators.get(prop)
   3771         try:
-> 3772             val = validator.validate_coerce(val)
   3773         except ValueError as err:
   3774             if self._skip_invalid:

~/miniconda3/lib/python3.7/site-packages/_plotly_utils/basevalidators.py in validate_coerce(self, v)
   2170             for i, (el, validator) in enumerate(zip(v, self.item_validators)):
   2171                 # Validate coerce elements
-> 2172                 v[i] = validator.validate_coerce(el)
   2173 
   2174         return v

~/miniconda3/lib/python3.7/site-packages/_plotly_utils/basevalidators.py in validate_coerce(self, v)
    785             if self.has_min_max:
    786                 if not (self.min_val <= v <= self.max_val):
--> 787                     self.raise_invalid_val(v)
    788         return v
    789 

~/miniconda3/lib/python3.7/site-packages/_plotly_utils/basevalidators.py in raise_invalid_val(self, v, inds)
    281                 typ=type_str(v),
    282                 v=repr(v),
--> 283                 valid_clr_desc=self.description(),
    284             )
    285         )

ValueError: 
    Invalid value of type 'builtins.float' received for the 'domain[1]' property of layout.yaxis
        Received value: -0.0005714285714285719

    The 'domain[1]' property is a number and may be specified as:
      - An int or float in the interval [0, 1]