diff --git a/.nojekyll b/.nojekyll index e6d94a7..bddacdb 100644 --- a/.nojekyll +++ b/.nojekyll @@ -1 +1 @@ -8e718c54 \ No newline at end of file +39518771 \ No newline at end of file diff --git a/epss265/hw02.html b/epss265/hw02.html new file mode 100644 index 0000000..1f9d39a --- /dev/null +++ b/epss265/hw02.html @@ -0,0 +1,535 @@ + + + + + + + + + +beforerr - Homework 02 + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ +
+ +
+ + + + +
+ +
+
+

Homework 02

+
+ + + +
+ + + + +
+ + +
+ +

::: {.cell 0=‘h’ 1=‘i’ 2=‘d’ 3=‘e’}

+
%load_ext autoreload
+%autoreload 2
+

:::

+

::: {.cell 0=‘h’ 1=‘i’ 2=‘d’ 3=‘e’ execution_count=32}

+
import pyspedas
+from pytplot import tplot, get_data, store_data, options
+

:::

+
+

Question 1

+

Obtain FGM data from THM (Level 1) or MMS (L2) or from ground based magnetometers (gmags) and plot it using SPEDAS (cmd line or gui, IDL or python).

+

If you are unsure which date to pick you can use:

+
    +
  • For THEMIS data: 2008-02-26/04-06 UT (P3-5 or D,E,A) [see plots here]
  • +
  • For ground-based magnetometer data: same as above (e.g., stations Gillam, or Carson City, NV) [plots here]
  • +
  • For MMS data: 2015-10-16/08-14 UT (MMS1-4) [see plot here]
  • +
+
+
trange = ['2008-02-26T04:00', '2008-02-26T06:00']
+probes = ['d', 'e', 'a']
+
+pyspedas.themis.fgm(trange=trange, probe=probes, level='l1', time_clip=True)
+
+
24-Oct-23 12:41:51: Downloading remote index: http://themis.ssl.berkeley.edu/data/themis/thd/l1/fgm/2008/
+24-Oct-23 12:41:51: File is current: /Users/zijin/data/themis/thd/l1/fgm/2008/thd_l1_fgm_20080226_v01.cdf
+24-Oct-23 12:41:51: Downloading remote index: http://themis.ssl.berkeley.edu/data/themis/the/l1/fgm/2008/
+24-Oct-23 12:41:51: File is current: /Users/zijin/data/themis/the/l1/fgm/2008/the_l1_fgm_20080226_v01.cdf
+24-Oct-23 12:41:51: Downloading remote index: http://themis.ssl.berkeley.edu/data/themis/tha/l1/fgm/2008/
+24-Oct-23 12:41:51: File is current: /Users/zijin/data/themis/tha/l1/fgm/2008/tha_l1_fgm_20080226_v01.cdf
+24-Oct-23 12:41:56: Problem time clipping: tha_fge
+24-Oct-23 12:41:56: Time clip was applied to: tha_fgl
+24-Oct-23 12:41:56: Problem time clipping: tha_fgh
+24-Oct-23 12:41:56: Time clip returns empty data.
+24-Oct-23 12:41:56: Time clip was applied to: thd_fgl
+24-Oct-23 12:41:57: Time clip was applied to: thd_fgh
+24-Oct-23 12:41:57: Time clip returns empty data.
+24-Oct-23 12:41:57: Time clip was applied to: the_fgl
+24-Oct-23 12:41:57: Time clip was applied to: the_fgh
+
+
+
['tha_fge',
+ 'tha_fgl',
+ 'tha_fgh',
+ 'thd_fge',
+ 'thd_fgl',
+ 'thd_fgh',
+ 'the_fge',
+ 'the_fgl',
+ 'the_fgh']
+
+
+
+
from pipe import select
+
+
+
datatype = 'fgl'
+tvar_format = "th{probe}_{datatype}"
+tvars =  list(probes | select(lambda x: tvar_format.format(probe=x, datatype=datatype)))
+
+tplot(tvars)
+
+

+
+
+
+
+

Question 2

+

Process your data: compute the total field from its components and plot it in the same panel as the three components using colors b/g/r/black for x/y/z/t.

+
+
from xarray_einstats import linalg
+from pytplot import split_vec, join_vec
+
+def _tvectot(tvar: str, new_name: str, join_component: bool):
+    data = get_data(tvar, xarray=True)
+    new_data = linalg.norm(data, dims="v_dim")
+    store_data(new_name, new_data, xarray=True)
+    
+    if join_vec:
+        join_vec(split_vec(tvar)+[new_name], new_name)
+        options(new_name, 'legend_names', ['x', 'y', 'z', 'Magnitude'])
+    else:
+        options(new_name, 'legend_names', 'Magnitude')
+    return new_name
+
+def tvectot(tvars: str | list[str], newnames: str | list[str] = None, suffix="_mag", join_component=False) -> str | list[str]:
+    """
+    Computes the magnitude of a vector time series.
+
+    Parameters
+    ----------
+    - tvars : Names of the tplot variables.
+    - new_names: Names for the resultant magnitude tplot variables. If not provided, it appends the suffix to `tvars`.
+    - suffix: The suffix to append to tensor_names to form new_names if new_names is not provided.
+    - join_component: If True, the magnitude tplot variable is joined with the component tplot variables.
+
+    Returns
+    -------
+    Names of the magnitude tplot variables.
+    """
+    tvars_type = type(tvars)
+    if tvars_type == str:
+        tvars = [tvars]
+    if join_vec:
+        suffix = "_tot"
+
+    if newnames is None:
+        newnames = [tvar + suffix for tvar in tvars]
+
+    for tvar, newname in zip(tvars, newnames):
+        _tvectot(tvar, newname, join_component)
+    
+    if tvars_type == str:
+        return newnames[0]
+    else:
+        return newnames
+
+
+
tvar_tots = tvectot(tvars, join_component=True)
+tplot(tvar_tots)
+
+
+
+

Question 3

+

Show the locations of the spacecraft or the ground-based station you used above in relevant geophysical coordinates (GSE, GSM, MAG, …) from a webbased tool (tipsod or other) or plot it in SPEDAS (you can find cribs for that).

+

+ + +
+ +
+ +
+ + + + \ No newline at end of file diff --git a/epss265/hw02_files/figure-html/cell-6-output-1.png b/epss265/hw02_files/figure-html/cell-6-output-1.png new file mode 100644 index 0000000..57c5b96 Binary files /dev/null and b/epss265/hw02_files/figure-html/cell-6-output-1.png differ diff --git a/robots.txt b/robots.txt index 7b3c406..b41ca6e 100644 --- a/robots.txt +++ b/robots.txt @@ -1 +1 @@ -Sitemap: https://github.com/Beforerr/beforerr/sitemap.xml +Sitemap: https://Beforerr.github.io/beforerr/sitemap.xml diff --git a/site_libs/bootstrap/bootstrap.min.css b/site_libs/bootstrap/bootstrap.min.css index 0abcaa3..d255a3f 100644 --- a/site_libs/bootstrap/bootstrap.min.css +++ b/site_libs/bootstrap/bootstrap.min.css @@ -7,4 +7,4 @@ * * ansi colors from IPython notebook's * 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