From 5e0e88724fe232a6a89b0bc029181cad8656febd Mon Sep 17 00:00:00 2001 From: suryadheeshjith Date: Fri, 23 Feb 2024 18:18:43 -0500 Subject: [PATCH 1/2] Fixed links --- src/notebooks/OM4_SE_animation.ipynb | 11 +++------ src/notebooks/pycnocline_depth_mom6.ipynb | 27 ++++++++++++++--------- src/notebooks/xarray_intro.ipynb | 13 ++++------- src/notebooks/xgcm_intro.ipynb | 4 ++-- 4 files changed, 26 insertions(+), 29 deletions(-) diff --git a/src/notebooks/OM4_SE_animation.ipynb b/src/notebooks/OM4_SE_animation.ipynb index 2938a83..43af59a 100644 --- a/src/notebooks/OM4_SE_animation.ipynb +++ b/src/notebooks/OM4_SE_animation.ipynb @@ -4,16 +4,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "# OM4 Animation\n", + "\n", "To run this notebook, you will have to use LEAP-Pangeo hub!\n", "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# OM4 Animation\n", + "\n", "\n", "In this notebook, we will visualize the OM4 data using the `xarray` and `matplotlib` libraries and create an animation of the Surface Kinetic Energy over time. We will explore visualizations in both global and regional scales. \n", "\n", diff --git a/src/notebooks/pycnocline_depth_mom6.ipynb b/src/notebooks/pycnocline_depth_mom6.ipynb index 99488a0..bd1a725 100644 --- a/src/notebooks/pycnocline_depth_mom6.ipynb +++ b/src/notebooks/pycnocline_depth_mom6.ipynb @@ -9,16 +9,16 @@ "\n", "Before we get started, you may choose to run this notebook on LEAP-Pangeo hub or Binder!\n", "\n", - "\n", + "\n", "\n", - "\n", + "\n", "\n", "In this tutorial, we demonstrate how to calculate the zonal-average pycnocline depth in MOM6 data using `xarray` and `xgcm` modules. The codebase is inspired by Dr. Emily Newsom's work in https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2023GL105673." ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 2, "id": "a0564b37-ff8d-4225-ae79-bf4827c911a8", "metadata": {}, "outputs": [], @@ -36,8 +36,7 @@ "from xgcm import Grid\n", "\n", "xr.set_options(display_style=\"html\")\n", - "plt.rcParams[\"figure.figsize\"] = 5, 2.5\n", - "plt.rcParams[\"text.usetex\"] = True" + "plt.rcParams[\"figure.figsize\"] = 5, 2.5" ] }, { @@ -162,7 +161,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -226,8 +225,10 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/shubham/anaconda3/envs/DGM2lines/lib/python3.9/site-packages/xgcm/grid.py:989: FutureWarning: From version 0.8.0 the Axis computation methods will be removed, in favour of using the Grid computation methods instead. i.e. use `Grid.transform` instead of `Axis.transform`\n", - " warnings.warn(\n" + "/Users/suryad/opt/anaconda3/envs/DGM2lines/lib/python3.9/site-packages/xgcm/grid.py:989: FutureWarning: From version 0.8.0 the Axis computation methods will be removed, in favour of using the Grid computation methods instead. i.e. use `Grid.transform` instead of `Axis.transform`\n", + " warnings.warn(\n", + "/Users/suryad/opt/anaconda3/envs/DGM2lines/lib/python3.9/site-packages/numba/np/ufunc/gufunc.py:172: RuntimeWarning: invalid value encountered in _interp_1d_linear\n", + " return self.ufunc(*args, **kwargs)\n" ] } ], @@ -278,13 +279,13 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 9, "id": "ebcf49c7-ffd5-47f9-ad78-6d6c9b487594", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -348,6 +349,12 @@ "\n", "In this notebook, we demonstrate how to load NetCDF files of MOM6 and then using `xarray`, `xgcm` and the work of Dr. Emily Newsom, we are able to extract the pycnocline depth." ] + }, + { + "cell_type": "markdown", + "id": "8dce306e", + "metadata": {}, + "source": [] } ], "metadata": { diff --git a/src/notebooks/xarray_intro.ipynb b/src/notebooks/xarray_intro.ipynb index f4e0c42..82d8343 100644 --- a/src/notebooks/xarray_intro.ipynb +++ b/src/notebooks/xarray_intro.ipynb @@ -4,18 +4,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "# Introduction to Xarray\n", + "\n", "Before we get started, you may choose to run this notebook on LEAP-Pangeo hub or Binder!\n", "\n", - "\n", + "\n", "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Introduction to Xarray\n", + "\n", "\n", "[Xarray](https://github.com/pydata/xarray) is an open source Python package designed to work with lablled multidimensional arrays in an efficient manner. By multidimensional data (also often called N-dimensional), we mean data with many independent dimensions or axes. For example, we might represent Earth’s surface temperature $T$ as a three dimensional variable:\n", "\n", diff --git a/src/notebooks/xgcm_intro.ipynb b/src/notebooks/xgcm_intro.ipynb index 1155044..8158e49 100644 --- a/src/notebooks/xgcm_intro.ipynb +++ b/src/notebooks/xgcm_intro.ipynb @@ -8,9 +8,9 @@ "\n", "Before we get started, you may choose to run this notebook on LEAP-Pangeo hub or Binder!\n", "\n", - "\n", + "\n", "\n", - "\n", + "\n", "\n", "[Xgcm](https://xgcm.readthedocs.io/en/latest/index.html) is a python packge for working with the datasets produced by numerical General Circulation Models (GCMs) and similar gridded datasets that are amenable to finite volume analysis. In these datasets, different variables are located at different positions with respect to a volume or area element (e.g. cell center, cell face, etc.) xgcm solves the problem of how to interpolate and difference these variables from one position to another.\n", "\n", From 4bfce6b487731a6efd56c8b9517da6df42677f11 Mon Sep 17 00:00:00 2001 From: suryadheeshjith Date: Fri, 23 Feb 2024 18:51:45 -0500 Subject: [PATCH 2/2] Removed unnecessary output in cell --- src/notebooks/pycnocline_depth_mom6.ipynb | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/src/notebooks/pycnocline_depth_mom6.ipynb b/src/notebooks/pycnocline_depth_mom6.ipynb index bd1a725..070869f 100644 --- a/src/notebooks/pycnocline_depth_mom6.ipynb +++ b/src/notebooks/pycnocline_depth_mom6.ipynb @@ -217,9 +217,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 19, "id": "eecd8fb4-3674-402b-9db8-567029051b47", - "metadata": {}, + "metadata": { + "tags": [ + "remove-output" + ] + }, "outputs": [ { "name": "stderr",