diff --git a/notebooks/vertical_skill.ipynb b/notebooks/vertical_skill.ipynb new file mode 100644 index 000000000..48da39d78 --- /dev/null +++ b/notebooks/vertical_skill.ipynb @@ -0,0 +1,311 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "f83c3d95", + "metadata": {}, + "source": [ + "### Considerations and ideas for working with 3D model and vertical observations" + ] + }, + { + "cell_type": "markdown", + "id": "70e8aed9", + "metadata": {}, + "source": [ + "#### Summary of qustionnaire ~40 answers\n", + "\n", + "- People use sigma-layers (some use Mike Wave but I guess it also work with sigma)\n", + "- Most use fixed profile location in time\n", + "- Some use Matlab and excel but most use python and Mike Zero Probably P or M in combination with Mike Zero\n", + "- Most people interpolate model depth to exact obs pos. However, ~1/3 binned the obs to model cells (with or without aggregate)\n", + "- Clear, ready to use visualizations are highly valued: observed vs modelled vertical profiles\n", + "- Vertical profile analysis is a key gap: e.g. depth range stats, and easier profile to profile comparisons. \n", + "- Advanced diagnostic plots are requested: e.g. Hovmöller diagrams\n", + "- Users have example plots and scripts\n", + "\n", + "**What does this mean for Modelskill dev**:\n", + "\n", + "1. Focus on sigma-z layers\n", + "2. Start with x,y fixed profiles\n", + "3. Options to interpolate or bin observations\n", + "4. Need dedicated vertical plots\n", + "5. Vertical profiles stats, e.g. vertical_grid_stats\n" + ] + }, + { + "cell_type": "markdown", + "id": "d63e8d63", + "metadata": {}, + "source": [ + "#### Features needed for minimal version\n", + "\n", + "- Support vertical observations with fixed position and depth coordinates. Time coordinate should support non-equidistant timsteps.\n", + "- Match 3D sigma model to these observations with binning and interpolation. Get a comparerer.\n", + "- Calculate statistics on vertical grids (e.g. rmse with depth)\n", + "- Slice Comparer in vertical (results similar as comaprer with pointObs)\n", + "- Aggregate Comparerer in vertical (results similar as comaprer with pointObs)\n", + "- Plots" + ] + }, + { + "attachments": { + "image-2.png": { + "image/png": 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" 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" 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" 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" + } + }, + "cell_type": "markdown", + "id": "373ffb85", + "metadata": {}, + "source": [ + "#### Usefull plots\n", + "\n", + "**Timeseries of all depth**\n", + "\n", + "As below but raw data not only mod-obs pairs. As timeseries plots today but all depth\n", + "![image.png](attachment:image.png)\n", + "\n", + "\n", + "**Profiles of all times**\n", + "\n", + "So, this is a selected time, could include several profiles \n", + "![image-2.png](attachment:image-2.png)\n", + "\n", + "**Havmöller plots**\n", + "\n", + "![image-3.png](attachment:image-3.png)\n", + "\n", + "**Vertical statistics**\n", + "![image-4.png](attachment:image-4.png)" + ] + }, + { + "cell_type": "markdown", + "id": "8214a066", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "id": "c6eabb43", + "metadata": {}, + "source": [ + "#### Implementation ideas" + ] + }, + { + "cell_type": "markdown", + "id": "dc4649a0", + "metadata": {}, + "source": [ + "**Proposal**\n", + "\n", + "1. VerticalObservation class \n", + " - Stores z coordinate as dimension, x,y as attributes and time\n", + " - Distinguishable from track (x,y coordinates) or point (single x,y,z coordinate)\n", + " - Format for dataframe and dfs\n", + " - Create vertical grid out of all available z\n", + "2. Support sigma-levels\n", + " - Need to consider time when matching mod-obs in depth\n", + " - Need layer boundaries in mikeio calc_zf()\n", + "\n", + "3. Matching for verticalObservation needs implementation\n", + " - interpolate mod to obs \n", + " - or bin obs in model cells\n", + "4. from_matched()\n", + " - Consider dataframe structure for creating vertical obs. Is it enough with a column z? Create vertical grid containing all z.\n", + "\n", + "5. Same comparer as today but add support for VerticalObservation\n", + " - plots same as today for all depth (ignoring z coordinate)\n", + " - to_dataframe() include z\n", + " - sel/slice on vertical coordinate\n", + " - vertical_skill(binds, metric) > SkillProfile (1D in z)\n", + "6. SkillProfile \n", + " - xr.Dataset with dim z, with .plot() or a \n", + " - producing bias/RMSE vs depth\n", + " - Havmöller? or depth/time (would require raw model)\n", + " - model and obs on depth (Profiles) (would require raw model)\n", + "\n", + "Pros: \n", + "- Reduced code modification/additions. \n", + "- Use same plots etc. as today. \n", + "- Need to add vertical_skill and SkillProfile \n", + "\n", + "Cons: \n", + "- The comparer plots we have today does not consider vertical. \n", + "- Most plots above will not be supported (maybe only plots in SkillProfile)\n", + "- No easy way to aggregate depth\n", + "\n", + "Questions: Do we need new 3dModel class?\n", + "\n", + "\n", + "Example:\n", + "```Python\n", + "\n", + "# ==============================================\n", + "# Match mod and obs\n", + "# ==============================================\n", + "\n", + "# Create vertical observations\n", + "vobs1 = VerticalObservation(df_1, x=, y=) \n", + "vobs2 = VerticalObservation(df_2, x=, y=) #or dfs1?\n", + "\n", + "# Probably need sigma layers support...current model have support for Dfsu3D, Dfsu2H...check this** \n", + "mr = DfsuModelResult(ds, name=\"HD3D Salinity\") \n", + "\n", + "# Match observations and model results (detects that we use vertical observations)\n", + "cmp = match([vobs1, vobs2], mr) \n", + "\n", + "# ==============================================\n", + "# Slicing comparer\n", + "# ==============================================\n", + "\n", + "# Select depth levels from comparer (notice that we have z-coordinates in observations)\n", + "cmp_sfr = cmp.sel(zmin=0, zmax=15)\n", + "cmp_z30_40 = cmp.sel(z=[30, 40])\n", + "\n", + "# or select from area as with other comparers\n", + "cmp_sfr_area = cmp.sel(area=(650000, 6.52e6, 668000, 6.54e6))\n", + "\n", + "# or with time slicing\n", + "cmp_sfr_time = vcmp.sel(time=slice(\"2022-07-01\", \"2022-08-01\"))\n", + "\n", + "# ==============================================\n", + "# Comparer plots\n", + "# ==============================================\n", + "# All plots we have today in comparer can be applied to vertical data\n", + "# However, no vertical information without slicing the comparer.\n", + "# NOTE: most plots today deal with time, no way of plotting time,depth (e.g. havmöller)\n", + "v.plot.timeseres()\n", + "cmp.plot.box()\n", + "...\n", + "\n", + "# Vertical info\n", + "cmp_20_30 = cmp.sel(z=[30, 40])\n", + "cmp_30_40 = cmp.sel(z=[30, 40])\n", + "cmp_30_40.plot.bar()\n", + "cmp_20_30.plot.bar()\n", + "\n", + "# ==============================================\n", + "# Skill\n", + "# ==============================================\n", + "# Same as today and same problem as above.\n", + "# Comaprer needs to be sliced to get vertical info\n", + "cmp_20_30.skill()\n", + "cmp.skill()\n", + "\n", + "# ==============================================\n", + "# Vertical skill\n", + "# ==============================================\n", + "sp = cmp.vertical_skill() > SkillProfile\n", + "\n", + "sp.metrics\n", + "['n', 'bias', 'rmse', 'urmse', 'mae', 'cc', 'si', 'r2']\n", + "\n", + "#selection\n", + "sp.sel(z = [50:100])\n", + "\n", + "# plots\n", + "sp.plot.profile() # bias, rmse... plots as seen above (y-axis = depth, x-axis=value)\n", + "...\n", + "\n", + "```\n", + "**Option:** \n", + "Add VerticalAccessor on Comparer to allow vertical aggregation and dedicated profile plots** \n", + "\n", + "Reason:\n", + "- Supports more plots\n", + "- Supports aggregation \n", + "- no need for vertical_skill() on comparer. It is now on vertical\n", + "\n", + "VerticalAccessor:\n", + "- vertical.mean(zmin, zmax) > returns collapsed comparer. Ordinary workflow after that\n", + "- vertical.slice(depth) > returns collapsed comparer. Ordinary workflow after that\n", + " - Equivalent to creating per‑depth DataFrames manually today.\n", + "- vertical.skill(mertrics, ) > SkillProfile similar to SkillGrid with xarray dataset and z coord and .plot() for lines \n", + " - Analogous to Comparer.skill() → SkillTable, Comparer.gridded_skill() → SkillGrid (x–y grid)\n", + "- vertical.skill(bins|bin_size) (as gridded_skill() but for z)\n", + " - Analogous to spatial binning (gridded_skill) but in 1D (depth).\n", + "- vertical.plot.profile() - value vs depth for mod and obs\n", + " - Just like plot.timeseries() but operating in depth space.\n", + "\n", + "Example:\n", + "```Python\n", + "# Examples:\n", + "cmp0_15 = cmp.vertical.mean(zmin=0, zmax=15) #(max, min as well)\n", + "cmp0_15.plot.timeseries() #no depth coordinate anymore\n", + "cmp0_15.skill()\n", + "\n", + "cmp5m = cmp.vertical.slice(depth=5)\n", + "cmp5m.plot.timeseries() \n", + "\n", + "sp = cmp.vertical.skill(metrics=[\"rmse\", \"bias\"], bin_size=) #options to bin data\n", + "sp.rmse.plot() # RMSE vs depth\n", + "sp.bias.plot()\n", + "\n", + "cmp.vertical.plot.profile(time=\"2023-07-15T12:00\")\n", + "\n", + "cmp.vertical.plot.skill(metric=\"rmse\")\n", + "\n", + "\n", + "class Comparer:\n", + " ...\n", + " @property\n", + " def vertical(self):\n", + " return VerticalAccessor(self)\n", + "\n", + "\n", + "class VerticalAccessor:\n", + " def __init__(self, cmp):\n", + " self._cmp = cmp\n", + "\n", + " def mean(self, zmin, zmax):\n", + " ds = self._cmp.data\n", + " ds2 = _vertical_mean(ds, zmin, zmax) # returns time-series dataset\n", + " return Comparer.from_matched_dataset(ds2) # uses existing API\n", + "\n", + " def slice(self, depth):\n", + " ds = self._cmp.data\n", + " ds2 = _vertical_interpolate(ds, depth)\n", + " return Comparer.from_matched_dataset(ds2)\n", + "\n", + " def skill(self, metrics=None, bins=None):\n", + " ds = self._cmp.data\n", + " if bins:\n", + " dsb = _vertical_bin(ds, bins)\n", + " else:\n", + " dsb = ds\n", + " sk = _compute_skill_per_depth(dsb, metrics)\n", + " return SkillProfile(sk)\n", + "\n", + " @property\n", + " def plot(self):\n", + " return VerticalPlotAccessor(self._cmp)\n", + "\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "94922ec0", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}