probfx_plotting.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime\n",
    "from functools import partial\n",
    "from pathlib import Path\n",
    "from importlib import reload\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from solarforecastarbiter import datamodel, pvmodel\n",
    "from solarforecastarbiter.plotting import timeseries, utils\n",
    "from solarforecastarbiter.reports.figures import plotly_figures\n",
    "from solarforecastarbiter.metrics import preprocessing\n",
    "from solarforecastarbiter.reports import main as reports_main"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import plotly.graph_objects as go"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import plotly.io as pio\n",
    "# pio.renderers.default = \"browser\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "latitude = 32.2\n",
    "longitude = -110.9\n",
    "elevation = 700\n",
    "\n",
    "site = datamodel.Site(\n",
    "    name='Tucson, AZ',\n",
    "    latitude=latitude,\n",
    "    longitude=longitude,\n",
    "    elevation=elevation,\n",
    "    timezone='America/Phoenix'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "name = 'OASIS DA GHI'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "variable = 'ghi'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "observation = datamodel.Observation(\n",
    "    name='OASIS GHI', variable=variable,\n",
    "    interval_value_type='mean',\n",
    "    interval_length=pd.Timedelta('1min'),\n",
    "    interval_label='beginning', site=site, uncertainty=1)\n",
    "\n",
    "forecast = datamodel.ProbabilisticForecast(\n",
    "    name='OASIS DA GHI Y',\n",
    "    site=site,\n",
    "    variable=variable,\n",
    "    interval_label='beginning',\n",
    "    interval_value_type='mean',\n",
    "    interval_length=pd.Timedelta('1h'),\n",
    "    issue_time_of_day=datetime.time(hour=0),\n",
    "    run_length=pd.Timedelta('24h'),\n",
    "    lead_time_to_start=pd.Timedelta('0h'),\n",
    "    axis='y',\n",
    "    constant_values=(0, 50, 100)\n",
    ")\n",
    "\n",
    "forecast_cv = datamodel.ProbabilisticForecastConstantValue(\n",
    "    name='OASIS DA GHI CV Y=75',\n",
    "    site=site,\n",
    "    variable=variable,\n",
    "    interval_label='beginning',\n",
    "    interval_value_type='mean',\n",
    "    interval_length=pd.Timedelta('1h'),\n",
    "    issue_time_of_day=datetime.time(hour=0),\n",
    "    run_length=pd.Timedelta('24h'),\n",
    "    lead_time_to_start=pd.Timedelta('0h'),\n",
    "    axis='y',\n",
    "    constant_value=75\n",
    ")\n",
    "\n",
    "forecast_x = datamodel.ProbabilisticForecast(\n",
    "    name='OASIS DA GHI X',\n",
    "    site=site,\n",
    "    variable=variable,\n",
    "    interval_label='beginning',\n",
    "    interval_value_type='mean',\n",
    "    interval_length=pd.Timedelta('1h'),\n",
    "    issue_time_of_day=datetime.time(hour=0),\n",
    "    run_length=pd.Timedelta('24h'),\n",
    "    lead_time_to_start=pd.Timedelta('0h'),\n",
    "    axis='x',\n",
    "    constant_values=(0, 500, 1000)\n",
    ")\n",
    "\n",
    "forecast_cv_x = datamodel.ProbabilisticForecastConstantValue(\n",
    "    name='OASIS DA GHI CV X=750',\n",
    "    site=site,\n",
    "    variable=variable,\n",
    "    interval_label='beginning',\n",
    "    interval_value_type='mean',\n",
    "    interval_length=pd.Timedelta('1h'),\n",
    "    issue_time_of_day=datetime.time(hour=0),\n",
    "    run_length=pd.Timedelta('24h'),\n",
    "    lead_time_to_start=pd.Timedelta('0h'),\n",
    "    axis='x',\n",
    "    constant_value=750\n",
    ")\n",
    "\n",
    "fxobs = datamodel.ForecastObservation(forecast, observation)\n",
    "fxobs_cv = datamodel.ForecastObservation(forecast_cv, observation)\n",
    "\n",
    "fxobs_x = datamodel.ForecastObservation(forecast_x, observation)\n",
    "fxobs_cv_x = datamodel.ForecastObservation(forecast_cv_x, observation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "start = pd.Timestamp('20200519 0700')\n",
    "end = pd.Timestamp('20200520 0700')\n",
    "index = pd.date_range(start=start, end=end, freq='1min', tz='UTC')\n",
    "\n",
    "solar_position = pvmodel.calculate_solar_position(latitude, longitude, elevation, index)\n",
    "\n",
    "cs = pvmodel.calculate_clearsky(latitude, longitude, elevation, solar_position['apparent_zenith'])\n",
    "\n",
    "obs_data = pd.DataFrame({'value': cs['ghi'] * 0.75, 'quality_flag': 2})\n",
    "\n",
    "fx_data = pd.DataFrame({cv.constant_value: cs['ghi'] * cv.constant_value/100 for cv in forecast.constant_values}).resample('1h').mean()\n",
    "\n",
    "fx_cv_data = cs['ghi'] * 0.75\n",
    "\n",
    "fx_x_data = pd.DataFrame({0: 0, 500: 0.5, 1000: 1.}, index=fx_data.index)\n",
    "fx_x_data.loc[fx_data.loc[:, 50] == 0] = 0\n",
    "\n",
    "fx_cv_x_data = pd.Series(0.75, index=fx_data.index) * np.random.random(len(fx_data.index)) * 1.2\n",
    "fx_cv_x_data.loc[fx_data.loc[:, 50] == 0] = 0\n",
    "\n",
    "data_dict = {\n",
    "    observation: obs_data,\n",
    "    forecast: fx_data,\n",
    "    forecast_cv: fx_cv_data,\n",
    "    forecast_x: fx_x_data,\n",
    "    forecast_cv_x: fx_cv_x_data\n",
    "}\n",
    "\n",
    "# power = pvmodel.irradiance_to_power(single, solar_position['apparent_zenith'], solar_position['azimuth'], cs['ghi'], cs['dni'], cs['dhi'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x137075908>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fx_cv_x_data.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "qfilter = datamodel.QualityFlagFilter()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "report_params = datamodel.ReportParameters(\n",
    "    name=\"NREL MIDC OASIS GHI Forecast Analysis\",\n",
    "    start=start,\n",
    "    end=end,\n",
    "    object_pairs=(fxobs, fxobs_cv, fxobs_x, fxobs_cv_x),\n",
    "    metrics=(\"crps\", \"bs\"),\n",
    "    categories=(\"total\", \"date\", \"hour\"),\n",
    "    filters=(qfilter,)\n",
    ")\n",
    "report = datamodel.Report(\n",
    "    report_id=\"56c67770-9832-11e9-a535-f4939feddd82\",\n",
    "    report_parameters=report_params\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "preprocessing = reload(preprocessing)\n",
    "reports_main.preprocessing = preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_report = reports_main.create_raw_report_from_data(report, data_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "spec_d = json.loads(raw_report.plots.figures[0].spec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "marker": {
          "color": [
           "#1f77b4",
           "#2ca02c"
          ]
         },
         "type": "bar",
         "x": [
          "OASIS DA GHI Y",
          "OASIS DA GHI X"
         ],
         "y": [
          43.98203368134573,
          540.0078125
         ]
        }
       ],
       "layout": {
        "autosize": true,
        "font": {
         "size": 14
        },
        "margin": {
         "b": 50,
         "l": 50,
         "pad": 4,
         "r": 50,
         "t": 50
        },
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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure(**spec_d)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "report = datamodel.Report(\n",
    "    report_id=\"56c67770-9832-11e9-a535-f4939feddd82\",\n",
    "    report_parameters=report_params,\n",
    "    raw_report=raw_report\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "units = observation.units"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "plotly_figures = reload(plotly_figures)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "timeseries_value_df, timeseries_meta_df = plotly_figures.construct_timeseries_dataframe(report)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "connectgaps": false,
         "legendgroup": "OASIS GHI",
         "line": {
          "shape": "hv"
         },
         "marker": {
          "color": "#000"
         },
         "name": "OASIS GHI",
         "type": "scattergl",
         "visible": true,
         "x": [
          "2020-05-19T00:00:00-07:00",
          "2020-05-19T01:00:00-07:00",
          "2020-05-19T02:00:00-07:00",
          "2020-05-19T03:00:00-07:00",
          "2020-05-19T04:00:00-07:00",
          "2020-05-19T05:00:00-07:00",
          "2020-05-19T06:00:00-07:00",
          "2020-05-19T07:00:00-07:00",
          "2020-05-19T08:00:00-07:00",
          "2020-05-19T09:00:00-07:00",
          "2020-05-19T10:00:00-07:00",
          "2020-05-19T11:00:00-07:00",
          "2020-05-19T12:00:00-07:00",
          "2020-05-19T13:00:00-07:00",
          "2020-05-19T14:00:00-07:00",
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plotly_figures.timeseries(\n",
    "    timeseries_value_df, timeseries_meta_df,\n",
    "    start, end, units, timezone='UTC')\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "plotly_figures = reload(plotly_figures)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plotly_figures.scatter(timeseries_value_df, timeseries_meta_df, units)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# junk below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "type": "scatter",
         "x": [
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure()\n",
    "go_ = go.Scatter(\n",
    "    x=obs_data.index,\n",
    "    y=obs_data['value']\n",
    ")\n",
    "fig.add_trace(go_)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "import plotly.express as px"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig = go.Figure()\n",
    "go_ = px.imshow(\n",
    "    z=fx_cv_x_data,\n",
    "    y=np.array([np.full_like(fx_cv_x_data, 750), np.zeros_like(fx_cv_x_data)]).T,\n",
    "    x=fx_cv_x_data.index,\n",
    "    colorscale='Electric',\n",
    "    )\n",
    "fig.add_trace(go_)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "alignmentgroup": "True",
         "customdata": [
          [
           68.75,
           11367.16112
          ],
          [
           69.96,
           12489.95006
          ],
          [
           71.3,
           13462.48555
          ],
          [
           72.13,
           16076.58803
          ],
          [
           72.88,
           18970.57086
          ],
          [
           74.21,
           22090.88306
          ],
          [
           75.76,
           22898.79214
          ],
          [
           76.86,
           26626.515030000002
          ],
          [
           77.95,
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          ],
          [
           78.61,
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          ],
          [
           79.77,
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          ],
          [
           80.653,
           36319.235010000004
          ]
         ],
         "hoverlabel": {
          "namelength": 0
         },
         "hovertemplate": "year=%{x}<br>population of Canada=%{y}<br>lifeExp=%{marker.color}<br>gdpPercap=%{customdata[1]}",
         "legendgroup": "",
         "marker": {
          "color": [
           68.75,
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          ],
          "coloraxis": "coloraxis"
         },
         "name": "",
         "offsetgroup": "",
         "orientation": "v",
         "showlegend": false,
         "textposition": "auto",
         "type": "bar",
         "x": [
          1952,
          1957,
          1962,
          1967,
          1972,
          1977,
          1982,
          1987,
          1992,
          1997,
          2002,
          2007
         ],
         "xaxis": "x",
         "y": [
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         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "autosize": true,
        "barmode": "relative",
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "lifeExp"
          }
         },
         "colorscale": [
          [
           0,
           "#0d0887"
          ],
          [
           0.1111111111111111,
           "#46039f"
          ],
          [
           0.2222222222222222,
           "#7201a8"
          ],
          [
           0.3333333333333333,
           "#9c179e"
          ],
          [
           0.4444444444444444,
           "#bd3786"
          ],
          [
           0.5555555555555556,
           "#d8576b"
          ],
          [
           0.6666666666666666,
           "#ed7953"
          ],
          [
           0.7777777777777778,
           "#fb9f3a"
          ],
          [
           0.8888888888888888,
           "#fdca26"
          ],
          [
           1,
           "#f0f921"
          ]
         ]
        },
        "legend": {
         "tracegroupgap": 0
        },
        "margin": {
         "t": 60
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = px.data.gapminder()\n",
    "\n",
    "data_canada = data[data.country == 'Canada']\n",
    "fig = px.bar(data_canada, x='year', y='pop',\n",
    "             hover_data=['lifeExp', 'gdpPercap'], color='lifeExp',\n",
    "             labels={'pop':'population of Canada'}, height=400)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "marker": {
          "color": [
           0,
           0,
           0,
           0,
           0,
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          ]
         },
         "type": "bar",
         "x": [
          "2020-05-19T07:00:00+00:00",
          "2020-05-19T08:00:00+00:00",
          "2020-05-19T09:00:00+00:00",
          "2020-05-19T10:00:00+00:00",
          "2020-05-19T11:00:00+00:00",
          "2020-05-19T12:00:00+00:00",
          "2020-05-19T13:00:00+00:00",
          "2020-05-19T14:00:00+00:00",
          "2020-05-19T15:00:00+00:00",
          "2020-05-19T16:00:00+00:00",
          "2020-05-19T17:00:00+00:00",
          "2020-05-19T18:00:00+00:00",
          "2020-05-19T19:00:00+00:00",
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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure()\n",
    "go_ = go.Bar(\n",
    "    marker_color=fx_cv_x_data,\n",
    "    y=np.full_like(fx_cv_x_data, 750),\n",
    "    x=fx_cv_x_data.index,\n",
    "    )\n",
    "fig.add_trace(go_)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "type": "scatter",
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure()\n",
    "go_ = go.Scatter(\n",
    "    x=obs_data.index,\n",
    "    y=obs_data['value']\n",
    ")\n",
    "fig.add_trace(go_)\n",
    "go_ = go.Bar(\n",
    "    marker_color=fx_cv_x_data,\n",
    "    y=np.full_like(fx_cv_x_data, 750),\n",
    "    x=fx_cv_x_data.index,\n",
    "    )\n",
    "fig.add_trace(go_)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "plotly_figures = reload(plotly_figures)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "timeseries_value_df, timeseries_meta_df = plotly_figures.construct_timeseries_dataframe(report)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "units = observation.units"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "connectgaps": false,
         "legendgroup": "OASIS GHI",
         "line": {
          "shape": "hv"
         },
         "marker": {
          "color": "#000"
         },
         "name": "OASIS GHI",
         "type": "scattergl",
         "visible": "legendonly",
         "x": [
          "2020-05-19T00:00:00-07:00",
          "2020-05-19T01:00:00-07:00",
          "2020-05-19T02:00:00-07:00",
          "2020-05-19T03:00:00-07:00",
          "2020-05-19T04:00:00-07:00",
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           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
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            "ticks": "",
            "zerolinecolor": "white"
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           "zaxis": {
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            "gridwidth": 2,
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          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
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          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
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            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
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           "zerolinewidth": 2
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         }
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        "xaxis": {
         "autorange": true,
         "gridcolor": "#CCC",
         "gridwidth": 1,
         "linecolor": "black",
         "linewidth": 1,
         "range": [
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          "2020-05-19 02:30"
         ],
         "showgrid": true,
         "showline": true,
         "ticks": "outside",
         "title": {
          "text": "Time (UTC)"
         },
         "type": "date"
        },
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         "fixedrange": true,
         "gridcolor": "#CCC",
         "gridwidth": 1,
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         "showgrid": true,
         "showline": true,
         "ticks": "outside",
         "title": {
          "text": "Data (W/m^2)"
         },
         "type": "linear"
        }
       }
      },
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plotly_figures.timeseries(\n",
    "    timeseries_value_df, timeseries_meta_df,\n",
    "    start, end, units, timezone='UTC')\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.7.2 64-bit ('sfacore': conda)",
   "language": "python",
   "name": "python37264bitsfacoreconda43cb1d66aff140cd8828af27b3cde11e"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}

separate_probability_plot.ipynb

test_xy_prob.html