- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Running on Your Own Machine
-
+
@@ -600,7 +600,7 @@ Index
@@ -654,7 +654,7 @@ Index
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/notebooks/convective/MUCAPE.html b/notebooks/convective/MUCAPE.html
index 3f13a4b..3982573 100644
--- a/notebooks/convective/MUCAPE.html
+++ b/notebooks/convective/MUCAPE.html
@@ -79,7 +79,7 @@
-
+
@@ -862,19 +862,19 @@ Most-Unstable Convective Available Potential Energy (MUCAPE)latPandasIndexPandasIndex(Index([20.5, 21.5, 22.5, 23.5, 24.5, 25.5, 26.5, 27.5, 28.5, 29.5, 30.5, 31.5,
+ dtype='float64', name='lon'))
latPandasIndexPandasIndex(Index([20.5, 21.5, 22.5, 23.5, 24.5, 25.5, 26.5, 27.5, 28.5, 29.5, 30.5, 31.5,
32.5, 33.5, 34.5, 35.5, 36.5, 37.5, 38.5, 39.5, 40.5, 41.5, 42.5, 43.5,
44.5, 45.5, 46.5, 47.5, 48.5, 49.5, 50.5, 51.5, 52.5, 53.5, 54.5, 55.5,
56.5, 57.5, 58.5, 59.5, 60.5],
- dtype='float64', name='lat')) levPandasIndexPandasIndex(Index([1000.0, 975.0, 950.0, 925.0, 900.0, 875.0, 850.0, 825.0, 800.0,
+ dtype='float64', name='lat'))
levPandasIndexPandasIndex(Index([1000.0, 975.0, 950.0, 925.0, 900.0, 875.0, 850.0, 825.0, 800.0,
775.0, 750.0, 725.0, 700.0, 650.0, 600.0, 550.0, 500.0, 450.0,
400.0, 350.0, 300.0, 250.0, 200.0],
- dtype='float64', name='lev')) - CDI :
- Climate Data Interface version 1.9.8 (https://mpimet.mpg.de/cdi)
- Conventions :
- CF-1
- History :
- Original file generated: Tue Jun 18 21:47:49 2019 GMT
- Comment :
- GMAO filename: d5124_m2_jan10.inst3_3d_asm_Np.20190608.nc4
- Filename :
- MERRA2_400.inst3_3d_asm_Np.20190608.nc4
- Institution :
- NASA Global Modeling and Assimilation Office
- References :
- http://gmao.gsfc.nasa.gov
- Format :
- NetCDF-4/HDF-5
- SpatialCoverage :
- global
- VersionID :
- 5.12.4
- TemporalRange :
- 1980-01-01 -> 2016-12-31
- identifier_product_doi_authority :
- http://dx.doi.org/
- ShortName :
- M2I3NPASM
- GranuleID :
- MERRA2_400.inst3_3d_asm_Np.20190608.nc4
- ProductionDateTime :
- Original file generated: Tue Jun 18 21:47:49 2019 GMT
- LongName :
- MERRA2 inst3_3d_asm_Np: 3d,3-Hourly,Instantaneous,Pressure-Level,Assimilation,Assimilated Meteorological Fields
- Title :
- MERRA2 inst3_3d_asm_Np: 3d,3-Hourly,Instantaneous,Pressure-Level,Assimilation,Assimilated Meteorological Fields
- SouthernmostLatitude :
- -90.0
- NorthernmostLatitude :
- 90.0
- WesternmostLongitude :
- -180.0
- EasternmostLongitude :
- 179.375
- LatitudeResolution :
- 0.5
- LongitudeResolution :
- 0.625
- DataResolution :
- 0.5 x 0.625 (42 pressure levels)
- Contact :
- http://gmao.gsfc.nasa.gov
- identifier_product_doi :
- 10.5067/QBZ6MG944HW0
- RangeBeginningDate :
- 2019-06-08
- RangeBeginningTime :
- 00:00:00.000000
- RangeEndingDate :
- 2019-06-08
- RangeEndingTime :
- 21:00:00.000000
- history_L34RS :
- 'Created by L34RS v1.4.3 @ NASA GES DISC on April 29 2023 20:47:34. Regrid: remapcon GLDAS-2_1. Levels: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23. Variables: H OMEGA PS QV SLP T U V'
- CDO :
- Climate Data Operators version 1.9.8 (https://mpimet.mpg.de/cdo)
- cdo_openmp_thread_number :
- 12
- CDI :
- Climate Data Interface version 1.9.8 (https://mpimet.mpg.de/cdi)
- Conventions :
- CF-1
- History :
- Original file generated: Tue Jun 18 21:47:49 2019 GMT
- Comment :
- GMAO filename: d5124_m2_jan10.inst3_3d_asm_Np.20190608.nc4
- Filename :
- MERRA2_400.inst3_3d_asm_Np.20190608.nc4
- Institution :
- NASA Global Modeling and Assimilation Office
- References :
- http://gmao.gsfc.nasa.gov
- Format :
- NetCDF-4/HDF-5
- SpatialCoverage :
- global
- VersionID :
- 5.12.4
- TemporalRange :
- 1980-01-01 -> 2016-12-31
- identifier_product_doi_authority :
- http://dx.doi.org/
- ShortName :
- M2I3NPASM
- GranuleID :
- MERRA2_400.inst3_3d_asm_Np.20190608.nc4
- ProductionDateTime :
- Original file generated: Tue Jun 18 21:47:49 2019 GMT
- LongName :
- MERRA2 inst3_3d_asm_Np: 3d,3-Hourly,Instantaneous,Pressure-Level,Assimilation,Assimilated Meteorological Fields
- Title :
- MERRA2 inst3_3d_asm_Np: 3d,3-Hourly,Instantaneous,Pressure-Level,Assimilation,Assimilated Meteorological Fields
- SouthernmostLatitude :
- -90.0
- NorthernmostLatitude :
- 90.0
- WesternmostLongitude :
- -180.0
- EasternmostLongitude :
- 179.375
- LatitudeResolution :
- 0.5
- LongitudeResolution :
- 0.625
- DataResolution :
- 0.5 x 0.625 (42 pressure levels)
- Contact :
- http://gmao.gsfc.nasa.gov
- identifier_product_doi :
- 10.5067/QBZ6MG944HW0
- RangeBeginningDate :
- 2019-06-08
- RangeBeginningTime :
- 00:00:00.000000
- RangeEndingDate :
- 2019-06-08
- RangeEndingTime :
- 21:00:00.000000
- history_L34RS :
- 'Created by L34RS v1.4.3 @ NASA GES DISC on April 29 2023 20:47:34. Regrid: remapcon GLDAS-2_1. Levels: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23. Variables: H OMEGA PS QV SLP T U V'
- CDO :
- Climate Data Operators version 1.9.8 (https://mpimet.mpg.de/cdo)
- cdo_openmp_thread_number :
- 12
Most-Unstable Convective Available Potential Energy (MUCAPE)
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1748,7 +1748,7 @@ Most-Unstable Convective Available Potential Energy (MUCAPE)
-
+
@@ -861,19 +861,19 @@ Total Column Precipitable Water (TCPW)
@@ -1308,30 +1308,30 @@ Total Column Precipitable Water (TCPW)
@@ -1701,7 +1701,7 @@ Total Column Precipitable Water (TCPW)
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1755,7 +1755,7 @@ Total Column Precipitable Water (TCPW)
-
+
@@ -703,7 +703,7 @@ Convective Calculations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Convective Calculations
diff --git a/notebooks/convective/miller_composite.html b/notebooks/convective/miller_composite.html
index 7fd107b..0cc3f3d 100644
--- a/notebooks/convective/miller_composite.html
+++ b/notebooks/convective/miller_composite.html
@@ -79,7 +79,7 @@
-
+
@@ -591,9 +591,9 @@ Miller Composite Chart
-/tmp/ipykernel_2455/1703524492.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2444/1703524492.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv_500 = mpcalc.advection(avor_500, u_500, v_500,) * 1e9
-/tmp/ipykernel_2455/1703524492.py:2: UserWarning: Latitude and longitude computed on-demand, which may be an expensive operation. To avoid repeating this computation, assign these coordinates ahead of time with .metpy.assign_latitude_longitude().
+/tmp/ipykernel_2444/1703524492.py:2: UserWarning: Latitude and longitude computed on-demand, which may be an expensive operation. To avoid repeating this computation, assign these coordinates ahead of time with .metpy.assign_latitude_longitude().
vort_adv_500 = mpcalc.advection(avor_500, u_500, v_500,) * 1e9
@@ -1047,7 +1047,7 @@ Miller Composite Chart
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1101,7 +1101,7 @@ Miller Composite Chart
diff --git a/notebooks/declarative/Declarative_300hPa.html b/notebooks/declarative/Declarative_300hPa.html
index 3853219..4920668 100644
--- a/notebooks/declarative/Declarative_300hPa.html
+++ b/notebooks/declarative/Declarative_300hPa.html
@@ -79,7 +79,7 @@
-
+
@@ -885,7 +885,7 @@ Declarative Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -939,7 +939,7 @@ Declarative Plot
-
+
@@ -842,7 +842,7 @@ The Plot
@@ -896,7 +896,7 @@ The Plot
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/notebooks/declarative/index.html b/notebooks/declarative/index.html
index 81ee562..2ded1b6 100644
--- a/notebooks/declarative/index.html
+++ b/notebooks/declarative/index.html
@@ -79,7 +79,7 @@
-
+
@@ -703,7 +703,7 @@ MetPy’s Simplified Plotting Interface
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ MetPy’s Simplified Plotting Interface
-
+
@@ -879,7 +879,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Foundational_Sounding.html b/notebooks/skewt/Foundational_Sounding.html
index dbdf9ef..35f3ce5 100644
--- a/notebooks/skewt/Foundational_Sounding.html
+++ b/notebooks/skewt/Foundational_Sounding.html
@@ -81,7 +81,7 @@
-
+
@@ -1182,7 +1182,7 @@ Resources and references
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1236,7 +1236,7 @@ Resources and references
-
+
@@ -973,7 +973,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Skew-T_Hodograph_Inset.html b/notebooks/skewt/Skew-T_Hodograph_Inset.html
index a144f6a..fdba9ca 100644
--- a/notebooks/skewt/Skew-T_Hodograph_Inset.html
+++ b/notebooks/skewt/Skew-T_Hodograph_Inset.html
@@ -79,7 +79,7 @@
-
+
@@ -854,7 +854,7 @@ Assign Units
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -908,7 +908,7 @@ Assign Units
-
+
@@ -860,7 +860,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -914,7 +914,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Calculations.html b/notebooks/skewt/Sounding_Calculations.html
index afac7c8..5034a8b 100644
--- a/notebooks/skewt/Sounding_Calculations.html
+++ b/notebooks/skewt/Sounding_Calculations.html
@@ -79,7 +79,7 @@
-
+
@@ -1066,7 +1066,7 @@ Assign Units
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1120,7 +1120,7 @@ Assign Units
-
+
@@ -873,7 +873,7 @@ Assign Units
@@ -1269,7 +1269,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1323,7 +1323,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Plotter.html b/notebooks/skewt/Sounding_Plotter.html
index 68a2cf0..398a636 100644
--- a/notebooks/skewt/Sounding_Plotter.html
+++ b/notebooks/skewt/Sounding_Plotter.html
@@ -79,7 +79,7 @@
-
+
@@ -973,7 +973,7 @@ Imports
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Imports
diff --git a/notebooks/skewt/index.html b/notebooks/skewt/index.html
index de668e7..ad9f7fb 100644
--- a/notebooks/skewt/index.html
+++ b/notebooks/skewt/index.html
@@ -81,7 +81,7 @@
-
+
@@ -711,7 +711,7 @@ Skew-T Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -765,7 +765,7 @@ Skew-T Analysis
-
+
@@ -576,7 +576,7 @@ Make the Hovmoller Plot
-
+
@@ -891,7 +891,7 @@ Make the Hovmoller Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -945,7 +945,7 @@ Make the Hovmoller Plot
diff --git a/notebooks/specialty/Observational_Data_Cross_Section.html b/notebooks/specialty/Observational_Data_Cross_Section.html
index a11f208..6d043c9 100644
--- a/notebooks/specialty/Observational_Data_Cross_Section.html
+++ b/notebooks/specialty/Observational_Data_Cross_Section.html
@@ -79,7 +79,7 @@
-
+
@@ -716,7 +716,7 @@ Get Radiosonde Data 495 text))
496 return resp
-HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=OAX
+HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=DNR
Server Error (503: Sorry, the server is too busy to process your request.
Please try again later.
)
@@ -742,14 +742,15 @@ Create Interpolated fieldsCell In[6], line 1
----> 1 xsect = radiosonde_cross_section(stn_list, df)
-Cell In[3], line 68, in radiosonde_cross_section(stns, data, start, end, step)
- 66 for station, loc in zip(stns, range(nstns)):
- 67 if key == 'pressure':
----> 68 lats.append(data[station].latitude[0])
- 69 lons.append(data[station].longitude[0])
- 70 elev.append(data[station].elevation[0])
+Cell In[3], line 59, in radiosonde_cross_section(stns, data, start, end, step)
+ 57 lons = []
+ 58 elev = []
+---> 59 keys = data[stns[0]].keys()[:8]
+ 60 tmp_grid = dict.fromkeys(keys)
+ 62 # Interpolate all variables for each radiosonde observation
+ 63 # Temperature, Dewpoint, U-wind, V-wind
-KeyError: 'OAX'
+KeyError: 'DNR'
@@ -1185,7 +1186,7 @@ Plot Cross Section
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1239,7 +1240,7 @@ Plot Cross Section
-
+
@@ -583,7 +583,7 @@ Smoothing Contours
-
+
@@ -879,7 +879,7 @@ Smoothing Contours
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, "metpy-absolute-vorticity-calculation"]], "MetPy Cookbook": [[0, "metpy-cookbook"]], "MetPy Declarative - 300 hPa": [[5, "metpy-declarative-300-hpa"]], "MetPy Skew-T Cookbook": [[9, "metpy-skew-t-cookbook"]], "MetPy\u2019s Simplified Plotting Interface": [[7, "metpys-simplified-plotting-interface"]], "Miller Composite Chart": [[4, "miller-composite-chart"]], "Most-Unstable Convective Available Potential Energy (MUCAPE)": [[1, "most-unstable-convective-available-potential-energy-mucape"]], "Now make the 500-hPa map": [[36, "now-make-the-500-hpa-map"]], "Now, Let\u2019s Improve the Wind Barbs": [[9, "now-lets-improve-the-wind-barbs"]], "Observation Data": [[33, "observation-data"]], "Obtain Data and Format": [[8, "obtain-data-and-format"], [9, "obtain-data-and-format"], [10, "obtain-data-and-format"], [11, "obtain-data-and-format"], [12, "obtain-data-and-format"], [13, "obtain-data-and-format"], [14, "obtain-data-and-format"]], "Obtain data": [[34, "obtain-data"]], "Optional Step": [[9, "optional-step"]], "Overview": [[9, "overview"]], "Plot Cross Section": [[18, "plot-cross-section"]], "Plot Data": [[25, "plot-data"]], "Plotting Frontogenesis": [[24, "plotting-frontogenesis"]], "Plotting High/Low Symbols": [[33, "plotting-high-low-symbols"]], "Prerequisites": [[9, "prerequisites"]], "QVector Example": [[25, "qvector-example"]], "Radiosonde Observation Interpolation Function": [[18, "radiosonde-observation-interpolation-function"]], "Real Data Cross-Section Example": [[18, "real-data-cross-section-example"]], "Resources and references": [[9, "resources-and-references"]], "Running on Binder": [[0, "running-on-binder"]], "Running on Your Own Machine": [[0, "running-on-your-own-machine"]], "Running the Notebooks": [[0, "running-the-notebooks"]], "Second Query for 850-hPa data": [[34, "second-query-for-850-hpa-data"]], "Simple Sounding with MetPy Test Data": [[9, "simple-sounding-with-metpy-test-data"]], "Skew-T Analysis": [[10, "skew-t-analysis"], [16, "skew-t-analysis"]], "Skew-T with Complex Layout": [[12, "skew-t-with-complex-layout"]], "Smoothing Contours": [[19, "smoothing-contours"]], "Sounding Calculation Examples": [[13, "sounding-calculation-examples"]], "Sounding Plotter": [[15, "sounding-plotter"]], "Sounding as Dataset Example": [[14, "sounding-as-dataset-example"]], "Specialty Plotting": [[20, "specialty-plotting"]], "Station Information": [[33, "station-information"]], "Stations and Time": [[18, "stations-and-time"]], "Structure": [[0, "structure"]], "Subset Observational Data": [[33, "subset-observational-data"]], "Synoptic Analysis": [[35, "synoptic-analysis"]], "The MetPy Example Gallery": [[0, "the-metpy-example-gallery"]], "The Plot": [[6, "the-plot"]], "Total Column Precipitable Water (TCPW)": [[2, "total-column-precipitable-water-tcpw"]], "Using Xarray for Data read and selection": [[36, "using-xarray-for-data-read-and-selection"]], "Vertical Interpolation Function": [[18, "vertical-interpolation-function"]]}, "docnames": ["README", "notebooks/convective/MUCAPE", "notebooks/convective/TCPW", "notebooks/convective/index", "notebooks/convective/miller_composite", "notebooks/declarative/Declarative_300hPa", "notebooks/declarative/declarative_500_hPa", "notebooks/declarative/index", "notebooks/skewt/Advanced_Sounding", "notebooks/skewt/Foundational_Sounding", "notebooks/skewt/Skew-T_Analysis", "notebooks/skewt/Skew-T_Hodograph_Inset", "notebooks/skewt/Skew-T_Layout_Hodograph", "notebooks/skewt/Sounding_Calculations", "notebooks/skewt/Sounding_LCL_Dataset", "notebooks/skewt/Sounding_Plotter", "notebooks/skewt/index", "notebooks/specialty/Hovmoller_Diagram", "notebooks/specialty/Observational_Data_Cross_Section", "notebooks/specialty/Smoothing_Contours", "notebooks/specialty/index", "notebooks/synoptic/250hPa_Hemispheric_Plot", "notebooks/synoptic/500hPa_Absolute_Vorticity_winds", "notebooks/synoptic/500hPa_Vorticity_Advection", "notebooks/synoptic/850hPa_Frontogenesis", 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- Original file generated: Tue Jun 18 21:47:49 2019 GMT
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@@ -1694,7 +1694,7 @@ Most-Unstable Convective Available Potential Energy (MUCAPE)
@@ -1748,7 +1748,7 @@ 
Most-Unstable Convective Available Potential Energy (MUCAPE)
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Most-Unstable Convective Available Potential Energy (MUCAPE)
-
+
@@ -861,19 +861,19 @@ Total Column Precipitable Water (TCPW)
@@ -1308,30 +1308,30 @@ Total Column Precipitable Water (TCPW)
@@ -1701,7 +1701,7 @@ Total Column Precipitable Water (TCPW)
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1755,7 +1755,7 @@ Total Column Precipitable Water (TCPW)
-
+
@@ -703,7 +703,7 @@ Convective Calculations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Convective Calculations
diff --git a/notebooks/convective/miller_composite.html b/notebooks/convective/miller_composite.html
index 7fd107b..0cc3f3d 100644
--- a/notebooks/convective/miller_composite.html
+++ b/notebooks/convective/miller_composite.html
@@ -79,7 +79,7 @@
-
+
@@ -591,9 +591,9 @@ Miller Composite Chart
-/tmp/ipykernel_2455/1703524492.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2444/1703524492.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv_500 = mpcalc.advection(avor_500, u_500, v_500,) * 1e9
-/tmp/ipykernel_2455/1703524492.py:2: UserWarning: Latitude and longitude computed on-demand, which may be an expensive operation. To avoid repeating this computation, assign these coordinates ahead of time with .metpy.assign_latitude_longitude().
+/tmp/ipykernel_2444/1703524492.py:2: UserWarning: Latitude and longitude computed on-demand, which may be an expensive operation. To avoid repeating this computation, assign these coordinates ahead of time with .metpy.assign_latitude_longitude().
vort_adv_500 = mpcalc.advection(avor_500, u_500, v_500,) * 1e9
@@ -1047,7 +1047,7 @@ Miller Composite Chart
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1101,7 +1101,7 @@ Miller Composite Chart
diff --git a/notebooks/declarative/Declarative_300hPa.html b/notebooks/declarative/Declarative_300hPa.html
index 3853219..4920668 100644
--- a/notebooks/declarative/Declarative_300hPa.html
+++ b/notebooks/declarative/Declarative_300hPa.html
@@ -79,7 +79,7 @@
-
+
@@ -885,7 +885,7 @@ Declarative Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -939,7 +939,7 @@ Declarative Plot
-
+
@@ -842,7 +842,7 @@ The Plot
@@ -896,7 +896,7 @@ The Plot
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/notebooks/declarative/index.html b/notebooks/declarative/index.html
index 81ee562..2ded1b6 100644
--- a/notebooks/declarative/index.html
+++ b/notebooks/declarative/index.html
@@ -79,7 +79,7 @@
-
+
@@ -703,7 +703,7 @@ MetPy’s Simplified Plotting Interface
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ MetPy’s Simplified Plotting Interface
-
+
@@ -879,7 +879,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Foundational_Sounding.html b/notebooks/skewt/Foundational_Sounding.html
index dbdf9ef..35f3ce5 100644
--- a/notebooks/skewt/Foundational_Sounding.html
+++ b/notebooks/skewt/Foundational_Sounding.html
@@ -81,7 +81,7 @@
-
+
@@ -1182,7 +1182,7 @@ Resources and references
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1236,7 +1236,7 @@ Resources and references
-
+
@@ -973,7 +973,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Skew-T_Hodograph_Inset.html b/notebooks/skewt/Skew-T_Hodograph_Inset.html
index a144f6a..fdba9ca 100644
--- a/notebooks/skewt/Skew-T_Hodograph_Inset.html
+++ b/notebooks/skewt/Skew-T_Hodograph_Inset.html
@@ -79,7 +79,7 @@
-
+
@@ -854,7 +854,7 @@ Assign Units
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -908,7 +908,7 @@ Assign Units
-
+
@@ -860,7 +860,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -914,7 +914,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Calculations.html b/notebooks/skewt/Sounding_Calculations.html
index afac7c8..5034a8b 100644
--- a/notebooks/skewt/Sounding_Calculations.html
+++ b/notebooks/skewt/Sounding_Calculations.html
@@ -79,7 +79,7 @@
-
+
@@ -1066,7 +1066,7 @@ Assign Units
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1120,7 +1120,7 @@ Assign Units
-
+
@@ -873,7 +873,7 @@ Assign Units
@@ -1269,7 +1269,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1323,7 +1323,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Plotter.html b/notebooks/skewt/Sounding_Plotter.html
index 68a2cf0..398a636 100644
--- a/notebooks/skewt/Sounding_Plotter.html
+++ b/notebooks/skewt/Sounding_Plotter.html
@@ -79,7 +79,7 @@
-
+
@@ -973,7 +973,7 @@ Imports
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Imports
diff --git a/notebooks/skewt/index.html b/notebooks/skewt/index.html
index de668e7..ad9f7fb 100644
--- a/notebooks/skewt/index.html
+++ b/notebooks/skewt/index.html
@@ -81,7 +81,7 @@
-
+
@@ -711,7 +711,7 @@ Skew-T Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -765,7 +765,7 @@ Skew-T Analysis
-
+
@@ -576,7 +576,7 @@ Make the Hovmoller Plot
-
+
@@ -891,7 +891,7 @@ Make the Hovmoller Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -945,7 +945,7 @@ Make the Hovmoller Plot
diff --git a/notebooks/specialty/Observational_Data_Cross_Section.html b/notebooks/specialty/Observational_Data_Cross_Section.html
index a11f208..6d043c9 100644
--- a/notebooks/specialty/Observational_Data_Cross_Section.html
+++ b/notebooks/specialty/Observational_Data_Cross_Section.html
@@ -79,7 +79,7 @@
-
+
@@ -716,7 +716,7 @@ Get Radiosonde Data 495 text))
496 return resp
-HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=OAX
+HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=DNR
Server Error (503: Sorry, the server is too busy to process your request.
Please try again later.
)
@@ -742,14 +742,15 @@ Create Interpolated fieldsCell In[6], line 1
----> 1 xsect = radiosonde_cross_section(stn_list, df)
-Cell In[3], line 68, in radiosonde_cross_section(stns, data, start, end, step)
- 66 for station, loc in zip(stns, range(nstns)):
- 67 if key == 'pressure':
----> 68 lats.append(data[station].latitude[0])
- 69 lons.append(data[station].longitude[0])
- 70 elev.append(data[station].elevation[0])
+Cell In[3], line 59, in radiosonde_cross_section(stns, data, start, end, step)
+ 57 lons = []
+ 58 elev = []
+---> 59 keys = data[stns[0]].keys()[:8]
+ 60 tmp_grid = dict.fromkeys(keys)
+ 62 # Interpolate all variables for each radiosonde observation
+ 63 # Temperature, Dewpoint, U-wind, V-wind
-KeyError: 'OAX'
+KeyError: 'DNR'
@@ -1185,7 +1186,7 @@ Plot Cross Section
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1239,7 +1240,7 @@ Plot Cross Section
-
+
@@ -583,7 +583,7 @@ Smoothing Contours
-
+
@@ -879,7 +879,7 @@ Smoothing Contours
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, "metpy-absolute-vorticity-calculation"]], "MetPy Cookbook": [[0, "metpy-cookbook"]], "MetPy Declarative - 300 hPa": [[5, "metpy-declarative-300-hpa"]], "MetPy Skew-T Cookbook": [[9, "metpy-skew-t-cookbook"]], "MetPy\u2019s Simplified Plotting Interface": [[7, "metpys-simplified-plotting-interface"]], "Miller Composite Chart": [[4, "miller-composite-chart"]], "Most-Unstable Convective Available Potential Energy (MUCAPE)": [[1, "most-unstable-convective-available-potential-energy-mucape"]], "Now make the 500-hPa map": [[36, "now-make-the-500-hpa-map"]], "Now, Let\u2019s Improve the Wind Barbs": [[9, "now-lets-improve-the-wind-barbs"]], "Observation Data": [[33, "observation-data"]], "Obtain Data and Format": [[8, "obtain-data-and-format"], [9, "obtain-data-and-format"], [10, "obtain-data-and-format"], [11, "obtain-data-and-format"], [12, "obtain-data-and-format"], [13, "obtain-data-and-format"], [14, "obtain-data-and-format"]], "Obtain data": [[34, "obtain-data"]], "Optional Step": [[9, "optional-step"]], "Overview": [[9, "overview"]], "Plot Cross Section": [[18, "plot-cross-section"]], "Plot Data": [[25, "plot-data"]], "Plotting Frontogenesis": [[24, "plotting-frontogenesis"]], "Plotting High/Low Symbols": [[33, "plotting-high-low-symbols"]], "Prerequisites": [[9, "prerequisites"]], "QVector Example": [[25, "qvector-example"]], "Radiosonde Observation Interpolation Function": [[18, "radiosonde-observation-interpolation-function"]], "Real Data Cross-Section Example": [[18, "real-data-cross-section-example"]], "Resources and references": [[9, "resources-and-references"]], "Running on Binder": [[0, "running-on-binder"]], "Running on Your Own Machine": [[0, "running-on-your-own-machine"]], "Running the Notebooks": [[0, "running-the-notebooks"]], "Second Query for 850-hPa data": [[34, "second-query-for-850-hpa-data"]], "Simple Sounding with MetPy Test Data": [[9, "simple-sounding-with-metpy-test-data"]], "Skew-T Analysis": [[10, "skew-t-analysis"], [16, "skew-t-analysis"]], "Skew-T with Complex Layout": [[12, "skew-t-with-complex-layout"]], "Smoothing Contours": [[19, "smoothing-contours"]], "Sounding Calculation Examples": [[13, "sounding-calculation-examples"]], "Sounding Plotter": [[15, "sounding-plotter"]], "Sounding as Dataset Example": [[14, "sounding-as-dataset-example"]], "Specialty Plotting": [[20, "specialty-plotting"]], "Station Information": [[33, "station-information"]], "Stations and Time": [[18, "stations-and-time"]], "Structure": [[0, "structure"]], "Subset Observational Data": [[33, "subset-observational-data"]], "Synoptic Analysis": [[35, "synoptic-analysis"]], "The MetPy Example Gallery": [[0, "the-metpy-example-gallery"]], "The Plot": [[6, "the-plot"]], "Total Column Precipitable Water (TCPW)": [[2, "total-column-precipitable-water-tcpw"]], "Using Xarray for Data read and selection": [[36, "using-xarray-for-data-read-and-selection"]], "Vertical Interpolation Function": [[18, "vertical-interpolation-function"]]}, "docnames": ["README", "notebooks/convective/MUCAPE", "notebooks/convective/TCPW", "notebooks/convective/index", "notebooks/convective/miller_composite", "notebooks/declarative/Declarative_300hPa", "notebooks/declarative/declarative_500_hPa", "notebooks/declarative/index", "notebooks/skewt/Advanced_Sounding", "notebooks/skewt/Foundational_Sounding", "notebooks/skewt/Skew-T_Analysis", "notebooks/skewt/Skew-T_Hodograph_Inset", "notebooks/skewt/Skew-T_Layout_Hodograph", "notebooks/skewt/Sounding_Calculations", "notebooks/skewt/Sounding_LCL_Dataset", "notebooks/skewt/Sounding_Plotter", "notebooks/skewt/index", "notebooks/specialty/Hovmoller_Diagram", "notebooks/specialty/Observational_Data_Cross_Section", "notebooks/specialty/Smoothing_Contours", "notebooks/specialty/index", "notebooks/synoptic/250hPa_Hemispheric_Plot", "notebooks/synoptic/500hPa_Absolute_Vorticity_winds", "notebooks/synoptic/500hPa_Vorticity_Advection", "notebooks/synoptic/850hPa_Frontogenesis", "notebooks/synoptic/850hPa_QVectors", "notebooks/synoptic/850hPa_Temperature_Advection", "notebooks/synoptic/Ageostrophic_Wind_Example", "notebooks/synoptic/Analytic_300hPa_Trough", "notebooks/synoptic/Differential_Temperature_Advection", "notebooks/synoptic/Geostrophic_Wind_And_Few_More", "notebooks/synoptic/Isentropic_Interpolation", "notebooks/synoptic/PV_baroclinic_isobaric", "notebooks/synoptic/Upperair_Obs", "notebooks/synoptic/Wind_Shear_Vectors_Example", "notebooks/synoptic/index", "notebooks/synoptic/xarray_500hPa_map"], "envversion": {"sphinx": 61, "sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1}, "filenames": ["README.md", "notebooks/convective/MUCAPE.ipynb", "notebooks/convective/TCPW.ipynb", "notebooks/convective/index.md", 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26, 27, 36], "wyom": [9, 10, 15, 18], "wyomingupperair": [10, 15, 18], "x": [1, 2, 4, 15, 18, 22, 23, 26, 27, 28, 29, 30, 33, 36], "x27": [1, 2, 14, 30], "x_grid": 18, "x_tick_label": 17, "xarrai": [1, 2, 4, 5, 6, 14, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34], "xloc": [8, 14, 15, 33], "xml": [4, 19, 21, 23, 26, 27, 31, 34], "xr": [1, 2, 4, 5, 6, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 36], "xsect": 18, "xtick": 18, "xx": [18, 22, 23], "xy": [27, 34], "y": [4, 6, 9, 10, 15, 17, 18, 22, 23, 26, 27, 28, 29, 31, 33, 34, 36], "y_clip_radiu": 10, "yarrai": [1, 2, 30], "yaxis_invert": 18, "year": [10, 18, 33], "yellow": 4, "yield": 6, "ylgn": 31, "yloc": 33, "ylorrd": 22, "ymax": 18, "ymin": 18, "yml": 0, "you": [0, 1, 2, 5, 9, 10, 21, 22, 26, 27, 30, 31, 32, 33, 34, 36], "your": [9, 10, 18], "yourself": 0, "youtub": 9, "yy": [22, 23], "yyyi": 10, "yyyymmddhh": 15, "z": [4, 23, 26, 28, 29], "z_250": 21, "z_500": 19, "z_850": 26, "zcoordin": [1, 2, 30], "zero": [1, 2, 6], "zip": [1, 5, 17, 18, 27], "zoom": 27, "zoom_500": 27, "zoom_xarrai": 27, "zorder": [4, 18, 33]}, "titles": ["MetPy Cookbook", "Most-Unstable Convective Available Potential Energy (MUCAPE)", "Total Column Precipitable Water (TCPW)", "Convective Calculations", "Miller Composite Chart", "MetPy Declarative - 300 hPa", "Declarative 500-hPa Absolute Vorticity", "MetPy\u2019s Simplified Plotting Interface", "Advanced Sounding", "MetPy Skew-T Cookbook", "Skew-T Analysis", "Hodograph Inset", "Skew-T with Complex Layout", "Sounding Calculation Examples", "Sounding as Dataset Example", "Sounding Plotter", "Skew-T Analysis", "Hovmoller Diagram Example", "Real Data Cross-Section Example", "Smoothing Contours", "Specialty Plotting", "A 250-hPa Hemispheric Map using Python", "500 hPa Geopotential Heights, Absolute Vorticity, and Winds", "500 hPa Vorticity Advection", "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds", "QVector Example", "850 hPa Temperature Advection", "Geostrophic and Ageostrophic Wind", "Analytic 300-hPa Trough", "Differential Temperature Advection with NARR Data", "Geostrophic Wind and Other Calcuations", "Isentropic Analysis", "Baroclinic Potential Vorticity Analysis, Divergence, and Winds", "DIFAX Replication", "Calculating Wind Shear", "Synoptic Analysis", "Using Xarray for Data read and selection"], "titleterms": {"": [7, 9], "250": 21, "300": [5, 28], "500": [6, 22, 23, 36], "850": [24, 26, 34], "A": 21, "The": [0, 6], "absolut": [6, 22], "access": [26, 36], "add": 5, "advanc": 8, "advect": [23, 26, 29], "ageostroph": 27, "analysi": [10, 16, 31, 32, 35], "analyt": 28, "aquisit": 23, "assign": [8, 9, 10, 11, 12, 13, 14], "author": 0, "avail": 1, "barb": 9, "baroclin": 32, "begin": [23, 26], "binder": 0, "calcuat": 30, "calcul": [3, 5, 13, 18, 22, 23, 24, 26, 29, 34], "cell": 9, "chart": 4, "code": 9, "column": 2, "complex": 12, "composit": 4, "comput": [22, 23, 25], "contour": [6, 19], "contributor": 0, "convect": [1, 3], "cookbook": [0, 9], "creat": [8, 9, 10, 12, 14, 18, 26, 33], "creation": [22, 23, 26, 32], "cross": 18, "data": [8, 9, 10, 11, 12, 13, 14, 17, 18, 22, 23, 25, 26, 29, 32, 33, 34, 36], "dataset": [5, 14], "declar": [5, 6], "diagram": 17, "difax": 33, "differenti": 29, "diverg": 32, "earth": [22, 23], "energi": 1, "exampl": [0, 13, 14, 17, 18, 25], "field": 18, "first": 34, "format": [8, 9, 10, 11, 12, 13, 14], "four": 29, "frontogenesi": 24, "function": [18, 22, 23], "galleri": 0, "geopotenti": [22, 24], "geostroph": [27, 30], "get": [17, 18], "grid": 33, "height": [22, 24], "hemispher": 21, "high": 33, "hodograph": 11, "hovmol": 17, "hpa": [5, 6, 21, 22, 23, 24, 26, 28, 34, 36], "import": [8, 9, 10, 11, 12, 13, 14, 15, 34], "improv": 9, "input": 29, "inset": 11, "interfac": 7, "interpol": 18, "interv": 6, "isentrop": 31, "layout": 12, "let": 9, "low": 33, "machin": 0, "make": [17, 29, 36], "manipul": 34, "map": [21, 22, 23, 26, 32, 36], "metpi": [0, 5, 7, 9, 22], "miller": 4, "most": 1, "mslp": 34, "mucap": 1, "narr": 29, "ncss": 26, "necessari": 34, "netcdfsubset": 26, "notebook": 0, "now": [9, 36], "object": 26, "observ": [18, 33], "obtain": [8, 9, 10, 11, 12, 13, 14, 34], "option": 9, "other": 30, "overview": 9, "own": 0, "packag": 34, "panel": 29, "plot": [5, 6, 7, 8, 9, 10, 12, 14, 17, 18, 20, 24, 25, 29, 33], "plotter": 15, "potenti": [1, 32], "precipit": 2, "prerequisit": 9, "previou": 9, "python": 21, "q": 25, "queri": 34, "qvector": 25, "radiosond": 18, "read": 36, "real": 18, "refer": 9, "rel": [22, 23], "replic": 33, "resourc": 9, "retriev": [22, 32], "run": 0, "second": 34, "section": 18, "select": 36, "shear": 34, "simpl": 9, "simplifi": 7, "skew": [9, 10, 12, 16], "smooth": 19, "sound": [8, 9, 10, 12, 13, 14, 15], "specialti": 20, "station": 18, "step": 9, "structur": 0, "subset": 33, "symbol": 33, "synopt": 35, "t": [9, 10, 12, 16], "tcpw": 2, "temperatur": [24, 26, 29], "test": 9, "time": 18, "total": 2, "trough": 28, "unit": [8, 9, 10, 11, 12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
@@ -1308,30 +1308,30 @@ Total Column Precipitable Water (TCPW)
@@ -757,7 +757,7 @@ Total Column Precipitable Water (TCPW)
@@ -1701,7 +1701,7 @@ Total Column Precipitable Water (TCPW)
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1755,7 +1755,7 @@ Total Column Precipitable Water (TCPW)
-
+
@@ -703,7 +703,7 @@ Convective Calculations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Total Column Precipitable Water (TCPW)
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Convective Calculations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Convective Calculations
diff --git a/notebooks/convective/miller_composite.html b/notebooks/convective/miller_composite.html
index 7fd107b..0cc3f3d 100644
--- a/notebooks/convective/miller_composite.html
+++ b/notebooks/convective/miller_composite.html
@@ -79,7 +79,7 @@
-
+
@@ -591,9 +591,9 @@ Miller Composite Chart
-/tmp/ipykernel_2455/1703524492.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2444/1703524492.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv_500 = mpcalc.advection(avor_500, u_500, v_500,) * 1e9
-/tmp/ipykernel_2455/1703524492.py:2: UserWarning: Latitude and longitude computed on-demand, which may be an expensive operation. To avoid repeating this computation, assign these coordinates ahead of time with .metpy.assign_latitude_longitude().
+/tmp/ipykernel_2444/1703524492.py:2: UserWarning: Latitude and longitude computed on-demand, which may be an expensive operation. To avoid repeating this computation, assign these coordinates ahead of time with .metpy.assign_latitude_longitude().
vort_adv_500 = mpcalc.advection(avor_500, u_500, v_500,) * 1e9
@@ -1047,7 +1047,7 @@ Miller Composite Chart
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1101,7 +1101,7 @@ Miller Composite Chart
diff --git a/notebooks/declarative/Declarative_300hPa.html b/notebooks/declarative/Declarative_300hPa.html
index 3853219..4920668 100644
--- a/notebooks/declarative/Declarative_300hPa.html
+++ b/notebooks/declarative/Declarative_300hPa.html
@@ -79,7 +79,7 @@
-
+
@@ -885,7 +885,7 @@ Declarative Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -939,7 +939,7 @@ Declarative Plot
-
+
@@ -842,7 +842,7 @@ The Plot
@@ -896,7 +896,7 @@ The Plot
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/notebooks/declarative/index.html b/notebooks/declarative/index.html
index 81ee562..2ded1b6 100644
--- a/notebooks/declarative/index.html
+++ b/notebooks/declarative/index.html
@@ -79,7 +79,7 @@
-
+
@@ -703,7 +703,7 @@ MetPy’s Simplified Plotting Interface
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ MetPy’s Simplified Plotting Interface
-
+
@@ -879,7 +879,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Foundational_Sounding.html b/notebooks/skewt/Foundational_Sounding.html
index dbdf9ef..35f3ce5 100644
--- a/notebooks/skewt/Foundational_Sounding.html
+++ b/notebooks/skewt/Foundational_Sounding.html
@@ -81,7 +81,7 @@
-
+
@@ -1182,7 +1182,7 @@ Resources and references
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1236,7 +1236,7 @@ Resources and references
-
+
@@ -973,7 +973,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Skew-T_Hodograph_Inset.html b/notebooks/skewt/Skew-T_Hodograph_Inset.html
index a144f6a..fdba9ca 100644
--- a/notebooks/skewt/Skew-T_Hodograph_Inset.html
+++ b/notebooks/skewt/Skew-T_Hodograph_Inset.html
@@ -79,7 +79,7 @@
-
+
@@ -854,7 +854,7 @@ Assign Units
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -908,7 +908,7 @@ Assign Units
-
+
@@ -860,7 +860,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -914,7 +914,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Calculations.html b/notebooks/skewt/Sounding_Calculations.html
index afac7c8..5034a8b 100644
--- a/notebooks/skewt/Sounding_Calculations.html
+++ b/notebooks/skewt/Sounding_Calculations.html
@@ -79,7 +79,7 @@
-
+
@@ -1066,7 +1066,7 @@ Assign Units
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1120,7 +1120,7 @@ Assign Units
-
+
@@ -873,7 +873,7 @@ Assign Units
@@ -1269,7 +1269,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1323,7 +1323,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Plotter.html b/notebooks/skewt/Sounding_Plotter.html
index 68a2cf0..398a636 100644
--- a/notebooks/skewt/Sounding_Plotter.html
+++ b/notebooks/skewt/Sounding_Plotter.html
@@ -79,7 +79,7 @@
-
+
@@ -973,7 +973,7 @@ Imports
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Imports
diff --git a/notebooks/skewt/index.html b/notebooks/skewt/index.html
index de668e7..ad9f7fb 100644
--- a/notebooks/skewt/index.html
+++ b/notebooks/skewt/index.html
@@ -81,7 +81,7 @@
-
+
@@ -711,7 +711,7 @@ Skew-T Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -765,7 +765,7 @@ Skew-T Analysis
-
+
@@ -576,7 +576,7 @@ Make the Hovmoller Plot
-
+
@@ -891,7 +891,7 @@ Make the Hovmoller Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -945,7 +945,7 @@ Make the Hovmoller Plot
diff --git a/notebooks/specialty/Observational_Data_Cross_Section.html b/notebooks/specialty/Observational_Data_Cross_Section.html
index a11f208..6d043c9 100644
--- a/notebooks/specialty/Observational_Data_Cross_Section.html
+++ b/notebooks/specialty/Observational_Data_Cross_Section.html
@@ -79,7 +79,7 @@
-
+
@@ -716,7 +716,7 @@ Get Radiosonde Data 495 text))
496 return resp
-HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=OAX
+HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=DNR
Server Error (503: Sorry, the server is too busy to process your request.
Please try again later.
)
@@ -742,14 +742,15 @@ Create Interpolated fieldsCell In[6], line 1
----> 1 xsect = radiosonde_cross_section(stn_list, df)
-Cell In[3], line 68, in radiosonde_cross_section(stns, data, start, end, step)
- 66 for station, loc in zip(stns, range(nstns)):
- 67 if key == 'pressure':
----> 68 lats.append(data[station].latitude[0])
- 69 lons.append(data[station].longitude[0])
- 70 elev.append(data[station].elevation[0])
+Cell In[3], line 59, in radiosonde_cross_section(stns, data, start, end, step)
+ 57 lons = []
+ 58 elev = []
+---> 59 keys = data[stns[0]].keys()[:8]
+ 60 tmp_grid = dict.fromkeys(keys)
+ 62 # Interpolate all variables for each radiosonde observation
+ 63 # Temperature, Dewpoint, U-wind, V-wind
-KeyError: 'OAX'
+KeyError: 'DNR'
@@ -1185,7 +1186,7 @@ Plot Cross Section
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1239,7 +1240,7 @@ Plot Cross Section
-
+
@@ -583,7 +583,7 @@ Smoothing Contours
-
+
@@ -879,7 +879,7 @@ Smoothing Contours
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, "metpy-absolute-vorticity-calculation"]], "MetPy Cookbook": [[0, "metpy-cookbook"]], "MetPy Declarative - 300 hPa": [[5, "metpy-declarative-300-hpa"]], "MetPy Skew-T Cookbook": [[9, "metpy-skew-t-cookbook"]], "MetPy\u2019s Simplified Plotting Interface": [[7, "metpys-simplified-plotting-interface"]], "Miller Composite Chart": [[4, "miller-composite-chart"]], "Most-Unstable Convective Available Potential Energy (MUCAPE)": [[1, "most-unstable-convective-available-potential-energy-mucape"]], "Now make the 500-hPa map": [[36, "now-make-the-500-hpa-map"]], "Now, Let\u2019s Improve the Wind Barbs": [[9, "now-lets-improve-the-wind-barbs"]], "Observation Data": [[33, "observation-data"]], "Obtain Data and Format": [[8, "obtain-data-and-format"], [9, "obtain-data-and-format"], [10, "obtain-data-and-format"], [11, "obtain-data-and-format"], [12, "obtain-data-and-format"], [13, "obtain-data-and-format"], [14, "obtain-data-and-format"]], "Obtain data": [[34, "obtain-data"]], "Optional Step": [[9, "optional-step"]], "Overview": [[9, "overview"]], "Plot Cross Section": [[18, "plot-cross-section"]], "Plot Data": [[25, "plot-data"]], "Plotting Frontogenesis": [[24, "plotting-frontogenesis"]], "Plotting High/Low Symbols": [[33, "plotting-high-low-symbols"]], "Prerequisites": [[9, "prerequisites"]], "QVector Example": [[25, "qvector-example"]], "Radiosonde Observation Interpolation Function": [[18, "radiosonde-observation-interpolation-function"]], "Real Data Cross-Section Example": [[18, "real-data-cross-section-example"]], "Resources and references": [[9, "resources-and-references"]], "Running on Binder": [[0, "running-on-binder"]], "Running on Your Own Machine": [[0, "running-on-your-own-machine"]], "Running the Notebooks": [[0, "running-the-notebooks"]], "Second Query for 850-hPa data": [[34, "second-query-for-850-hpa-data"]], "Simple Sounding with MetPy Test Data": [[9, "simple-sounding-with-metpy-test-data"]], "Skew-T Analysis": [[10, "skew-t-analysis"], [16, 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\ No newline at end of file
-
@@ -1101,7 +1101,7 @@
diff --git a/notebooks/declarative/Declarative_300hPa.html b/notebooks/declarative/Declarative_300hPa.html
index 3853219..4920668 100644
--- a/notebooks/declarative/Declarative_300hPa.html
+++ b/notebooks/declarative/Declarative_300hPa.html
@@ -79,7 +79,7 @@
-
+
@@ -885,7 +885,7 @@ /tmp/ipykernel_2455/1703524492.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2444/1703524492.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv_500 = mpcalc.advection(avor_500, u_500, v_500,) * 1e9
-/tmp/ipykernel_2455/1703524492.py:2: UserWarning: Latitude and longitude computed on-demand, which may be an expensive operation. To avoid repeating this computation, assign these coordinates ahead of time with .metpy.assign_latitude_longitude().
+/tmp/ipykernel_2444/1703524492.py:2: UserWarning: Latitude and longitude computed on-demand, which may be an expensive operation. To avoid repeating this computation, assign these coordinates ahead of time with .metpy.assign_latitude_longitude().
vort_adv_500 = mpcalc.advection(avor_500, u_500, v_500,) * 1e9
@@ -1047,7 +1047,7 @@ Miller Composite Chart
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Miller Composite Chart
Declarative Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -939,7 +939,7 @@ Declarative Plot
-
+
@@ -842,7 +842,7 @@ The Plot
@@ -896,7 +896,7 @@ The Plot
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/notebooks/declarative/index.html b/notebooks/declarative/index.html
index 81ee562..2ded1b6 100644
--- a/notebooks/declarative/index.html
+++ b/notebooks/declarative/index.html
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@@ -703,7 +703,7 @@ MetPy’s Simplified Plotting Interface
- Last updated on 14 June 2024.
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-
+
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diff --git a/notebooks/skewt/Foundational_Sounding.html b/notebooks/skewt/Foundational_Sounding.html
index dbdf9ef..35f3ce5 100644
--- a/notebooks/skewt/Foundational_Sounding.html
+++ b/notebooks/skewt/Foundational_Sounding.html
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- Last updated on 14 June 2024.
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- Last updated on 14 June 2024.
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diff --git a/notebooks/skewt/Skew-T_Hodograph_Inset.html b/notebooks/skewt/Skew-T_Hodograph_Inset.html
index a144f6a..fdba9ca 100644
--- a/notebooks/skewt/Skew-T_Hodograph_Inset.html
+++ b/notebooks/skewt/Skew-T_Hodograph_Inset.html
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- Last updated on 14 June 2024.
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- Last updated on 14 June 2024.
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diff --git a/notebooks/skewt/Sounding_Calculations.html b/notebooks/skewt/Sounding_Calculations.html
index afac7c8..5034a8b 100644
--- a/notebooks/skewt/Sounding_Calculations.html
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- Last updated on 14 June 2024.
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@@ -1269,7 +1269,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
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diff --git a/notebooks/skewt/Sounding_Plotter.html b/notebooks/skewt/Sounding_Plotter.html
index 68a2cf0..398a636 100644
--- a/notebooks/skewt/Sounding_Plotter.html
+++ b/notebooks/skewt/Sounding_Plotter.html
@@ -79,7 +79,7 @@
-
+
@@ -973,7 +973,7 @@ Imports
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Imports
diff --git a/notebooks/skewt/index.html b/notebooks/skewt/index.html
index de668e7..ad9f7fb 100644
--- a/notebooks/skewt/index.html
+++ b/notebooks/skewt/index.html
@@ -81,7 +81,7 @@
-
+
@@ -711,7 +711,7 @@ Skew-T Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -765,7 +765,7 @@ Skew-T Analysis
-
+
@@ -576,7 +576,7 @@ Make the Hovmoller Plot
-
+
@@ -891,7 +891,7 @@ Make the Hovmoller Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -945,7 +945,7 @@ Make the Hovmoller Plot
diff --git a/notebooks/specialty/Observational_Data_Cross_Section.html b/notebooks/specialty/Observational_Data_Cross_Section.html
index a11f208..6d043c9 100644
--- a/notebooks/specialty/Observational_Data_Cross_Section.html
+++ b/notebooks/specialty/Observational_Data_Cross_Section.html
@@ -79,7 +79,7 @@
-
+
@@ -716,7 +716,7 @@ Get Radiosonde Data 495 text))
496 return resp
-HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=OAX
+HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=DNR
Server Error (503: Sorry, the server is too busy to process your request.
Please try again later.
)
@@ -742,14 +742,15 @@ Create Interpolated fieldsCell In[6], line 1
----> 1 xsect = radiosonde_cross_section(stn_list, df)
-Cell In[3], line 68, in radiosonde_cross_section(stns, data, start, end, step)
- 66 for station, loc in zip(stns, range(nstns)):
- 67 if key == 'pressure':
----> 68 lats.append(data[station].latitude[0])
- 69 lons.append(data[station].longitude[0])
- 70 elev.append(data[station].elevation[0])
+Cell In[3], line 59, in radiosonde_cross_section(stns, data, start, end, step)
+ 57 lons = []
+ 58 elev = []
+---> 59 keys = data[stns[0]].keys()[:8]
+ 60 tmp_grid = dict.fromkeys(keys)
+ 62 # Interpolate all variables for each radiosonde observation
+ 63 # Temperature, Dewpoint, U-wind, V-wind
-KeyError: 'OAX'
+KeyError: 'DNR'
@@ -1185,7 +1186,7 @@ Plot Cross Section
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1239,7 +1240,7 @@ Plot Cross Section
-
+
@@ -583,7 +583,7 @@ Smoothing Contours
-
+
@@ -879,7 +879,7 @@ Smoothing Contours
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, "metpy-absolute-vorticity-calculation"]], "MetPy Cookbook": [[0, "metpy-cookbook"]], "MetPy Declarative - 300 hPa": [[5, "metpy-declarative-300-hpa"]], "MetPy Skew-T Cookbook": [[9, "metpy-skew-t-cookbook"]], "MetPy\u2019s Simplified Plotting Interface": [[7, "metpys-simplified-plotting-interface"]], "Miller Composite Chart": [[4, "miller-composite-chart"]], "Most-Unstable Convective Available Potential Energy (MUCAPE)": [[1, "most-unstable-convective-available-potential-energy-mucape"]], "Now make the 500-hPa map": [[36, "now-make-the-500-hpa-map"]], "Now, Let\u2019s Improve the Wind Barbs": [[9, "now-lets-improve-the-wind-barbs"]], "Observation Data": [[33, "observation-data"]], "Obtain Data and Format": [[8, "obtain-data-and-format"], [9, "obtain-data-and-format"], [10, "obtain-data-and-format"], [11, "obtain-data-and-format"], [12, "obtain-data-and-format"], [13, "obtain-data-and-format"], [14, "obtain-data-and-format"]], "Obtain data": [[34, "obtain-data"]], "Optional Step": [[9, "optional-step"]], "Overview": [[9, "overview"]], "Plot Cross Section": [[18, "plot-cross-section"]], "Plot Data": [[25, "plot-data"]], "Plotting Frontogenesis": [[24, "plotting-frontogenesis"]], "Plotting High/Low Symbols": [[33, "plotting-high-low-symbols"]], "Prerequisites": [[9, "prerequisites"]], "QVector Example": [[25, "qvector-example"]], "Radiosonde Observation Interpolation Function": [[18, "radiosonde-observation-interpolation-function"]], "Real Data Cross-Section Example": [[18, "real-data-cross-section-example"]], "Resources and references": [[9, "resources-and-references"]], "Running on Binder": [[0, "running-on-binder"]], "Running on Your Own Machine": [[0, "running-on-your-own-machine"]], "Running the Notebooks": [[0, "running-the-notebooks"]], "Second Query for 850-hPa data": [[34, "second-query-for-850-hpa-data"]], "Simple Sounding with MetPy Test Data": [[9, "simple-sounding-with-metpy-test-data"]], "Skew-T Analysis": [[10, "skew-t-analysis"], [16, "skew-t-analysis"]], "Skew-T with Complex Layout": [[12, "skew-t-with-complex-layout"]], "Smoothing Contours": [[19, "smoothing-contours"]], "Sounding Calculation Examples": [[13, "sounding-calculation-examples"]], "Sounding Plotter": [[15, "sounding-plotter"]], "Sounding as Dataset Example": [[14, "sounding-as-dataset-example"]], "Specialty Plotting": [[20, "specialty-plotting"]], "Station Information": [[33, "station-information"]], "Stations and Time": [[18, "stations-and-time"]], "Structure": [[0, "structure"]], "Subset Observational Data": [[33, "subset-observational-data"]], "Synoptic Analysis": [[35, "synoptic-analysis"]], "The MetPy Example Gallery": [[0, "the-metpy-example-gallery"]], "The Plot": [[6, "the-plot"]], "Total Column Precipitable Water (TCPW)": [[2, "total-column-precipitable-water-tcpw"]], "Using Xarray for Data read and selection": [[36, "using-xarray-for-data-read-and-selection"]], "Vertical Interpolation Function": [[18, "vertical-interpolation-function"]]}, 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\ No newline at end of file
The Plot
@@ -896,7 +896,7 @@ The Plot
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/notebooks/declarative/index.html b/notebooks/declarative/index.html
index 81ee562..2ded1b6 100644
--- a/notebooks/declarative/index.html
+++ b/notebooks/declarative/index.html
@@ -79,7 +79,7 @@
-
+
@@ -703,7 +703,7 @@ MetPy’s Simplified Plotting Interface
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ MetPy’s Simplified Plotting Interface
-
+
@@ -879,7 +879,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Foundational_Sounding.html b/notebooks/skewt/Foundational_Sounding.html
index dbdf9ef..35f3ce5 100644
--- a/notebooks/skewt/Foundational_Sounding.html
+++ b/notebooks/skewt/Foundational_Sounding.html
@@ -81,7 +81,7 @@
-
+
@@ -1182,7 +1182,7 @@ Resources and references
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1236,7 +1236,7 @@ Resources and references
-
+
@@ -973,7 +973,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Skew-T_Hodograph_Inset.html b/notebooks/skewt/Skew-T_Hodograph_Inset.html
index a144f6a..fdba9ca 100644
--- a/notebooks/skewt/Skew-T_Hodograph_Inset.html
+++ b/notebooks/skewt/Skew-T_Hodograph_Inset.html
@@ -79,7 +79,7 @@
-
+
@@ -854,7 +854,7 @@ Assign Units
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -908,7 +908,7 @@ Assign Units
-
+
@@ -860,7 +860,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -914,7 +914,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Calculations.html b/notebooks/skewt/Sounding_Calculations.html
index afac7c8..5034a8b 100644
--- a/notebooks/skewt/Sounding_Calculations.html
+++ b/notebooks/skewt/Sounding_Calculations.html
@@ -79,7 +79,7 @@
-
+
@@ -1066,7 +1066,7 @@ Assign Units
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1120,7 +1120,7 @@ Assign Units
-
+
@@ -873,7 +873,7 @@ Assign Units
@@ -1269,7 +1269,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1323,7 +1323,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Plotter.html b/notebooks/skewt/Sounding_Plotter.html
index 68a2cf0..398a636 100644
--- a/notebooks/skewt/Sounding_Plotter.html
+++ b/notebooks/skewt/Sounding_Plotter.html
@@ -79,7 +79,7 @@
-
+
@@ -973,7 +973,7 @@ Imports
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Imports
diff --git a/notebooks/skewt/index.html b/notebooks/skewt/index.html
index de668e7..ad9f7fb 100644
--- a/notebooks/skewt/index.html
+++ b/notebooks/skewt/index.html
@@ -81,7 +81,7 @@
-
+
@@ -711,7 +711,7 @@ Skew-T Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -765,7 +765,7 @@ Skew-T Analysis
-
+
@@ -576,7 +576,7 @@ Make the Hovmoller Plot
-
+
@@ -891,7 +891,7 @@ Make the Hovmoller Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -945,7 +945,7 @@ Make the Hovmoller Plot
diff --git a/notebooks/specialty/Observational_Data_Cross_Section.html b/notebooks/specialty/Observational_Data_Cross_Section.html
index a11f208..6d043c9 100644
--- a/notebooks/specialty/Observational_Data_Cross_Section.html
+++ b/notebooks/specialty/Observational_Data_Cross_Section.html
@@ -79,7 +79,7 @@
-
+
@@ -716,7 +716,7 @@ Get Radiosonde Data 495 text))
496 return resp
-HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=OAX
+HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=DNR
Server Error (503: Sorry, the server is too busy to process your request.
Please try again later.
)
@@ -742,14 +742,15 @@ Create Interpolated fieldsCell In[6], line 1
----> 1 xsect = radiosonde_cross_section(stn_list, df)
-Cell In[3], line 68, in radiosonde_cross_section(stns, data, start, end, step)
- 66 for station, loc in zip(stns, range(nstns)):
- 67 if key == 'pressure':
----> 68 lats.append(data[station].latitude[0])
- 69 lons.append(data[station].longitude[0])
- 70 elev.append(data[station].elevation[0])
+Cell In[3], line 59, in radiosonde_cross_section(stns, data, start, end, step)
+ 57 lons = []
+ 58 elev = []
+---> 59 keys = data[stns[0]].keys()[:8]
+ 60 tmp_grid = dict.fromkeys(keys)
+ 62 # Interpolate all variables for each radiosonde observation
+ 63 # Temperature, Dewpoint, U-wind, V-wind
-KeyError: 'OAX'
+KeyError: 'DNR'
@@ -1185,7 +1186,7 @@ Plot Cross Section
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1239,7 +1240,7 @@ Plot Cross Section
-
+
@@ -583,7 +583,7 @@ Smoothing Contours
-
+
@@ -879,7 +879,7 @@ Smoothing Contours
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, "metpy-absolute-vorticity-calculation"]], "MetPy Cookbook": [[0, "metpy-cookbook"]], "MetPy Declarative - 300 hPa": [[5, "metpy-declarative-300-hpa"]], "MetPy Skew-T Cookbook": [[9, "metpy-skew-t-cookbook"]], "MetPy\u2019s Simplified Plotting Interface": [[7, "metpys-simplified-plotting-interface"]], "Miller Composite Chart": [[4, "miller-composite-chart"]], "Most-Unstable Convective Available Potential Energy (MUCAPE)": [[1, "most-unstable-convective-available-potential-energy-mucape"]], "Now make the 500-hPa map": [[36, "now-make-the-500-hpa-map"]], "Now, Let\u2019s Improve the Wind Barbs": [[9, "now-lets-improve-the-wind-barbs"]], "Observation Data": [[33, "observation-data"]], "Obtain Data and Format": [[8, "obtain-data-and-format"], [9, "obtain-data-and-format"], [10, "obtain-data-and-format"], [11, "obtain-data-and-format"], [12, "obtain-data-and-format"], [13, "obtain-data-and-format"], [14, "obtain-data-and-format"]], "Obtain data": [[34, "obtain-data"]], "Optional Step": [[9, "optional-step"]], "Overview": [[9, "overview"]], "Plot Cross Section": [[18, "plot-cross-section"]], "Plot Data": [[25, "plot-data"]], "Plotting Frontogenesis": [[24, "plotting-frontogenesis"]], "Plotting High/Low Symbols": [[33, "plotting-high-low-symbols"]], "Prerequisites": [[9, "prerequisites"]], "QVector Example": [[25, "qvector-example"]], "Radiosonde Observation Interpolation Function": [[18, "radiosonde-observation-interpolation-function"]], "Real Data Cross-Section Example": [[18, "real-data-cross-section-example"]], "Resources and references": [[9, "resources-and-references"]], "Running on Binder": [[0, "running-on-binder"]], "Running on Your Own Machine": [[0, "running-on-your-own-machine"]], "Running the Notebooks": [[0, "running-the-notebooks"]], "Second Query for 850-hPa data": [[34, "second-query-for-850-hpa-data"]], "Simple Sounding with MetPy Test Data": [[9, "simple-sounding-with-metpy-test-data"]], "Skew-T Analysis": [[10, "skew-t-analysis"], [16, "skew-t-analysis"]], "Skew-T with Complex Layout": [[12, "skew-t-with-complex-layout"]], "Smoothing Contours": [[19, "smoothing-contours"]], "Sounding Calculation Examples": [[13, "sounding-calculation-examples"]], "Sounding Plotter": [[15, "sounding-plotter"]], "Sounding as Dataset Example": [[14, "sounding-as-dataset-example"]], "Specialty Plotting": [[20, "specialty-plotting"]], "Station Information": [[33, "station-information"]], "Stations and Time": [[18, "stations-and-time"]], "Structure": [[0, "structure"]], "Subset Observational Data": [[33, "subset-observational-data"]], "Synoptic Analysis": [[35, "synoptic-analysis"]], "The MetPy Example Gallery": [[0, "the-metpy-example-gallery"]], "The Plot": [[6, "the-plot"]], "Total Column Precipitable Water (TCPW)": [[2, "total-column-precipitable-water-tcpw"]], "Using Xarray for Data read and selection": [[36, "using-xarray-for-data-read-and-selection"]], "Vertical Interpolation Function": [[18, "vertical-interpolation-function"]]}, "docnames": ["README", "notebooks/convective/MUCAPE", "notebooks/convective/TCPW", "notebooks/convective/index", "notebooks/convective/miller_composite", "notebooks/declarative/Declarative_300hPa", "notebooks/declarative/declarative_500_hPa", "notebooks/declarative/index", "notebooks/skewt/Advanced_Sounding", "notebooks/skewt/Foundational_Sounding", "notebooks/skewt/Skew-T_Analysis", "notebooks/skewt/Skew-T_Hodograph_Inset", "notebooks/skewt/Skew-T_Layout_Hodograph", "notebooks/skewt/Sounding_Calculations", "notebooks/skewt/Sounding_LCL_Dataset", "notebooks/skewt/Sounding_Plotter", "notebooks/skewt/index", "notebooks/specialty/Hovmoller_Diagram", "notebooks/specialty/Observational_Data_Cross_Section", "notebooks/specialty/Smoothing_Contours", "notebooks/specialty/index", "notebooks/synoptic/250hPa_Hemispheric_Plot", "notebooks/synoptic/500hPa_Absolute_Vorticity_winds", "notebooks/synoptic/500hPa_Vorticity_Advection", "notebooks/synoptic/850hPa_Frontogenesis", 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\ No newline at end of file
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"zero": [1, 2, 6], "zip": [1, 5, 17, 18, 27], "zoom": 27, "zoom_500": 27, "zoom_xarrai": 27, "zorder": [4, 18, 33]}, "titles": ["MetPy Cookbook", "Most-Unstable Convective Available Potential Energy (MUCAPE)", "Total Column Precipitable Water (TCPW)", "Convective Calculations", "Miller Composite Chart", "MetPy Declarative - 300 hPa", "Declarative 500-hPa Absolute Vorticity", "MetPy\u2019s Simplified Plotting Interface", "Advanced Sounding", "MetPy Skew-T Cookbook", "Skew-T Analysis", "Hodograph Inset", "Skew-T with Complex Layout", "Sounding Calculation Examples", "Sounding as Dataset Example", "Sounding Plotter", "Skew-T Analysis", "Hovmoller Diagram Example", "Real Data Cross-Section Example", "Smoothing Contours", "Specialty Plotting", "A 250-hPa Hemispheric Map using Python", "500 hPa Geopotential Heights, Absolute Vorticity, and Winds", "500 hPa Vorticity Advection", "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds", "QVector Example", "850 hPa Temperature Advection", "Geostrophic and Ageostrophic Wind", "Analytic 300-hPa Trough", "Differential Temperature Advection with NARR Data", "Geostrophic Wind and Other Calcuations", "Isentropic Analysis", "Baroclinic Potential Vorticity Analysis, Divergence, and Winds", "DIFAX Replication", "Calculating Wind Shear", "Synoptic Analysis", "Using Xarray for Data read and selection"], "titleterms": {"": [7, 9], "250": 21, "300": [5, 28], "500": [6, 22, 23, 36], "850": [24, 26, 34], "A": 21, "The": [0, 6], "absolut": [6, 22], "access": [26, 36], "add": 5, "advanc": 8, "advect": [23, 26, 29], "ageostroph": 27, "analysi": [10, 16, 31, 32, 35], "analyt": 28, "aquisit": 23, "assign": [8, 9, 10, 11, 12, 13, 14], "author": 0, "avail": 1, "barb": 9, "baroclin": 32, "begin": [23, 26], "binder": 0, "calcuat": 30, "calcul": [3, 5, 13, 18, 22, 23, 24, 26, 29, 34], "cell": 9, "chart": 4, "code": 9, "column": 2, "complex": 12, "composit": 4, "comput": [22, 23, 25], "contour": [6, 19], "contributor": 0, "convect": [1, 3], "cookbook": [0, 9], "creat": [8, 9, 10, 12, 14, 18, 26, 33], "creation": [22, 23, 26, 32], "cross": 18, "data": [8, 9, 10, 11, 12, 13, 14, 17, 18, 22, 23, 25, 26, 29, 32, 33, 34, 36], "dataset": [5, 14], "declar": [5, 6], "diagram": 17, "difax": 33, "differenti": 29, "diverg": 32, "earth": [22, 23], "energi": 1, "exampl": [0, 13, 14, 17, 18, 25], "field": 18, "first": 34, "format": [8, 9, 10, 11, 12, 13, 14], "four": 29, "frontogenesi": 24, "function": [18, 22, 23], "galleri": 0, "geopotenti": [22, 24], "geostroph": [27, 30], "get": [17, 18], "grid": 33, "height": [22, 24], "hemispher": 21, "high": 33, "hodograph": 11, "hovmol": 17, "hpa": [5, 6, 21, 22, 23, 24, 26, 28, 34, 36], "import": [8, 9, 10, 11, 12, 13, 14, 15, 34], "improv": 9, "input": 29, "inset": 11, "interfac": 7, "interpol": 18, "interv": 6, "isentrop": 31, "layout": 12, "let": 9, "low": 33, "machin": 0, "make": [17, 29, 36], "manipul": 34, "map": [21, 22, 23, 26, 32, 36], "metpi": [0, 5, 7, 9, 22], "miller": 4, "most": 1, "mslp": 34, "mucap": 1, "narr": 29, "ncss": 26, "necessari": 34, "netcdfsubset": 26, "notebook": 0, "now": [9, 36], "object": 26, "observ": [18, 33], "obtain": [8, 9, 10, 11, 12, 13, 14, 34], "option": 9, "other": 30, "overview": 9, "own": 0, "packag": 34, "panel": 29, "plot": [5, 6, 7, 8, 9, 10, 12, 14, 17, 18, 20, 24, 25, 29, 33], "plotter": 15, "potenti": [1, 32], "precipit": 2, "prerequisit": 9, "previou": 9, "python": 21, "q": 25, "queri": 34, "qvector": 25, "radiosond": 18, "read": 36, "real": 18, "refer": 9, "rel": [22, 23], "replic": 33, "resourc": 9, "retriev": [22, 32], "run": 0, "second": 34, "section": 18, "select": 36, "shear": 34, "simpl": 9, "simplifi": 7, "skew": [9, 10, 12, 16], "smooth": 19, "sound": [8, 9, 10, 12, 13, 14, 15], "specialti": 20, "station": 18, "step": 9, "structur": 0, "subset": 33, "symbol": 33, "synopt": 35, "t": [9, 10, 12, 16], "tcpw": 2, "temperatur": [24, 26, 29], "test": 9, "time": 18, "total": 2, "trough": 28, "unit": [8, 9, 10, 11, 12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
MetPy’s Simplified Plotting Interface
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ MetPy’s Simplified Plotting Interface
-
+
@@ -879,7 +879,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Foundational_Sounding.html b/notebooks/skewt/Foundational_Sounding.html
index dbdf9ef..35f3ce5 100644
--- a/notebooks/skewt/Foundational_Sounding.html
+++ b/notebooks/skewt/Foundational_Sounding.html
@@ -81,7 +81,7 @@
-
+
@@ -1182,7 +1182,7 @@ Resources and references
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1236,7 +1236,7 @@ Resources and references
-
+
@@ -973,7 +973,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Skew-T_Hodograph_Inset.html b/notebooks/skewt/Skew-T_Hodograph_Inset.html
index a144f6a..fdba9ca 100644
--- a/notebooks/skewt/Skew-T_Hodograph_Inset.html
+++ b/notebooks/skewt/Skew-T_Hodograph_Inset.html
@@ -79,7 +79,7 @@
-
+
@@ -854,7 +854,7 @@ Assign Units
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -908,7 +908,7 @@ Assign Units
-
+
@@ -860,7 +860,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -914,7 +914,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Calculations.html b/notebooks/skewt/Sounding_Calculations.html
index afac7c8..5034a8b 100644
--- a/notebooks/skewt/Sounding_Calculations.html
+++ b/notebooks/skewt/Sounding_Calculations.html
@@ -79,7 +79,7 @@
-
+
@@ -1066,7 +1066,7 @@ Assign Units
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1120,7 +1120,7 @@ Assign Units
-
+
@@ -873,7 +873,7 @@ Assign Units
@@ -1269,7 +1269,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1323,7 +1323,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Plotter.html b/notebooks/skewt/Sounding_Plotter.html
index 68a2cf0..398a636 100644
--- a/notebooks/skewt/Sounding_Plotter.html
+++ b/notebooks/skewt/Sounding_Plotter.html
@@ -79,7 +79,7 @@
-
+
@@ -973,7 +973,7 @@ Imports
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Imports
diff --git a/notebooks/skewt/index.html b/notebooks/skewt/index.html
index de668e7..ad9f7fb 100644
--- a/notebooks/skewt/index.html
+++ b/notebooks/skewt/index.html
@@ -81,7 +81,7 @@
-
+
@@ -711,7 +711,7 @@ Skew-T Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -765,7 +765,7 @@ Skew-T Analysis
-
+
@@ -576,7 +576,7 @@ Make the Hovmoller Plot
-
+
@@ -891,7 +891,7 @@ Make the Hovmoller Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -945,7 +945,7 @@ Make the Hovmoller Plot
diff --git a/notebooks/specialty/Observational_Data_Cross_Section.html b/notebooks/specialty/Observational_Data_Cross_Section.html
index a11f208..6d043c9 100644
--- a/notebooks/specialty/Observational_Data_Cross_Section.html
+++ b/notebooks/specialty/Observational_Data_Cross_Section.html
@@ -79,7 +79,7 @@
-
+
@@ -716,7 +716,7 @@ Get Radiosonde Data 495 text))
496 return resp
-HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=OAX
+HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=DNR
Server Error (503: Sorry, the server is too busy to process your request.
Please try again later.
)
@@ -742,14 +742,15 @@ Create Interpolated fieldsCell In[6], line 1
----> 1 xsect = radiosonde_cross_section(stn_list, df)
-Cell In[3], line 68, in radiosonde_cross_section(stns, data, start, end, step)
- 66 for station, loc in zip(stns, range(nstns)):
- 67 if key == 'pressure':
----> 68 lats.append(data[station].latitude[0])
- 69 lons.append(data[station].longitude[0])
- 70 elev.append(data[station].elevation[0])
+Cell In[3], line 59, in radiosonde_cross_section(stns, data, start, end, step)
+ 57 lons = []
+ 58 elev = []
+---> 59 keys = data[stns[0]].keys()[:8]
+ 60 tmp_grid = dict.fromkeys(keys)
+ 62 # Interpolate all variables for each radiosonde observation
+ 63 # Temperature, Dewpoint, U-wind, V-wind
-KeyError: 'OAX'
+KeyError: 'DNR'
@@ -1185,7 +1186,7 @@ Plot Cross Section
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1239,7 +1240,7 @@ Plot Cross Section
-
+
@@ -583,7 +583,7 @@ Smoothing Contours
-
+
@@ -879,7 +879,7 @@ Smoothing Contours
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, "metpy-absolute-vorticity-calculation"]], "MetPy Cookbook": [[0, "metpy-cookbook"]], "MetPy Declarative - 300 hPa": [[5, "metpy-declarative-300-hpa"]], "MetPy Skew-T Cookbook": [[9, "metpy-skew-t-cookbook"]], "MetPy\u2019s Simplified Plotting Interface": [[7, "metpys-simplified-plotting-interface"]], "Miller Composite Chart": [[4, "miller-composite-chart"]], "Most-Unstable Convective Available Potential Energy (MUCAPE)": [[1, "most-unstable-convective-available-potential-energy-mucape"]], "Now make the 500-hPa map": [[36, "now-make-the-500-hpa-map"]], "Now, Let\u2019s Improve the Wind Barbs": [[9, "now-lets-improve-the-wind-barbs"]], "Observation Data": [[33, "observation-data"]], "Obtain Data and Format": [[8, "obtain-data-and-format"], [9, "obtain-data-and-format"], [10, "obtain-data-and-format"], [11, "obtain-data-and-format"], [12, "obtain-data-and-format"], [13, "obtain-data-and-format"], [14, "obtain-data-and-format"]], "Obtain data": [[34, "obtain-data"]], "Optional Step": [[9, "optional-step"]], "Overview": [[9, "overview"]], "Plot Cross Section": [[18, "plot-cross-section"]], "Plot Data": [[25, "plot-data"]], "Plotting Frontogenesis": [[24, "plotting-frontogenesis"]], "Plotting High/Low Symbols": [[33, "plotting-high-low-symbols"]], "Prerequisites": [[9, "prerequisites"]], "QVector Example": [[25, "qvector-example"]], "Radiosonde Observation Interpolation Function": [[18, "radiosonde-observation-interpolation-function"]], "Real Data Cross-Section Example": [[18, "real-data-cross-section-example"]], "Resources and references": [[9, "resources-and-references"]], "Running on Binder": [[0, "running-on-binder"]], "Running on Your Own Machine": [[0, "running-on-your-own-machine"]], "Running the Notebooks": [[0, "running-the-notebooks"]], "Second Query for 850-hPa data": [[34, "second-query-for-850-hpa-data"]], "Simple Sounding with MetPy Test Data": [[9, "simple-sounding-with-metpy-test-data"]], "Skew-T Analysis": [[10, "skew-t-analysis"], [16, "skew-t-analysis"]], "Skew-T with Complex Layout": [[12, "skew-t-with-complex-layout"]], "Smoothing Contours": [[19, "smoothing-contours"]], "Sounding Calculation Examples": [[13, "sounding-calculation-examples"]], "Sounding Plotter": [[15, "sounding-plotter"]], "Sounding as Dataset Example": [[14, "sounding-as-dataset-example"]], "Specialty Plotting": [[20, "specialty-plotting"]], "Station Information": [[33, "station-information"]], "Stations and Time": [[18, "stations-and-time"]], "Structure": [[0, "structure"]], "Subset Observational Data": [[33, "subset-observational-data"]], "Synoptic Analysis": [[35, "synoptic-analysis"]], "The MetPy Example Gallery": [[0, "the-metpy-example-gallery"]], "The Plot": [[6, "the-plot"]], "Total Column Precipitable Water (TCPW)": [[2, "total-column-precipitable-water-tcpw"]], "Using Xarray for Data read and selection": [[36, "using-xarray-for-data-read-and-selection"]], "Vertical Interpolation Function": [[18, "vertical-interpolation-function"]]}, 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14, 15, 19, 21, 27, 31, 33, 34, 36], "weather": [3, 10, 13, 16, 18], "websit": 9, "weight": 17, "well": [17, 19, 21, 33], "west": [18, 21, 22, 23, 26, 27, 34], "west_lon": [21, 31], "what": [9, 15, 22, 32, 36], "when": [8, 9, 11, 12, 13, 14], "where": [4, 9, 15, 18, 31, 33], "whether": [15, 33], "which": [0, 4, 5, 18, 29], "white": [27, 33, 34, 36], "why": 9, "width": 30, "wind": [4, 5, 8, 10, 11, 12, 13, 14, 15, 17, 18, 19, 21, 26, 28, 29, 31, 33, 36], "wind_compon": [8, 9, 11, 12, 13, 14, 15, 28], "wind_dir": [8, 9, 10, 11, 12, 13, 14, 15], "wind_direct": 28, "wind_slic": [22, 23, 24, 25, 26, 28, 29, 31, 32, 36], "wind_spe": [4, 5, 8, 9, 10, 11, 12, 13, 14, 15, 19, 21, 28], "windspe": 4, "wish": 33, "with_scal": [17, 21, 22, 24, 25, 29, 32, 33], "within": [4, 19, 22, 23, 26, 27, 32, 33], "without": 27, "won": 18, "work": [0, 9, 13, 33], "workflow": 0, "would": 9, "wslice": 34, "wspace": 29, "wspd": 5, "wspd250": 21, "wspd_300": 4, "wspd_500": 4, "wspd_850": 4, "www": [4, 6, 17, 23, 26, 27, 36], "wyom": [9, 10, 15, 18], "wyomingupperair": [10, 15, 18], "x": [1, 2, 4, 15, 18, 22, 23, 26, 27, 28, 29, 30, 33, 36], "x27": [1, 2, 14, 30], "x_grid": 18, "x_tick_label": 17, "xarrai": [1, 2, 4, 5, 6, 14, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34], "xloc": [8, 14, 15, 33], "xml": [4, 19, 21, 23, 26, 27, 31, 34], "xr": [1, 2, 4, 5, 6, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 36], "xsect": 18, "xtick": 18, "xx": [18, 22, 23], "xy": [27, 34], "y": [4, 6, 9, 10, 15, 17, 18, 22, 23, 26, 27, 28, 29, 31, 33, 34, 36], "y_clip_radiu": 10, "yarrai": [1, 2, 30], "yaxis_invert": 18, "year": [10, 18, 33], "yellow": 4, "yield": 6, "ylgn": 31, "yloc": 33, "ylorrd": 22, "ymax": 18, "ymin": 18, "yml": 0, "you": [0, 1, 2, 5, 9, 10, 21, 22, 26, 27, 30, 31, 32, 33, 34, 36], "your": [9, 10, 18], "yourself": 0, "youtub": 9, "yy": [22, 23], "yyyi": 10, "yyyymmddhh": 15, "z": [4, 23, 26, 28, 29], "z_250": 21, "z_500": 19, "z_850": 26, "zcoordin": [1, 2, 30], "zero": [1, 2, 6], "zip": [1, 5, 17, 18, 27], "zoom": 27, "zoom_500": 27, "zoom_xarrai": 27, "zorder": [4, 18, 33]}, "titles": ["MetPy Cookbook", "Most-Unstable Convective Available Potential Energy (MUCAPE)", "Total Column Precipitable Water (TCPW)", "Convective Calculations", "Miller Composite Chart", "MetPy Declarative - 300 hPa", "Declarative 500-hPa Absolute Vorticity", "MetPy\u2019s Simplified Plotting Interface", "Advanced Sounding", "MetPy Skew-T Cookbook", "Skew-T Analysis", "Hodograph Inset", "Skew-T with Complex Layout", "Sounding Calculation Examples", "Sounding as Dataset Example", "Sounding Plotter", "Skew-T Analysis", "Hovmoller Diagram Example", "Real Data Cross-Section Example", "Smoothing Contours", "Specialty Plotting", "A 250-hPa Hemispheric Map using Python", "500 hPa Geopotential Heights, Absolute Vorticity, and Winds", "500 hPa Vorticity Advection", "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds", "QVector Example", "850 hPa Temperature Advection", "Geostrophic and Ageostrophic Wind", "Analytic 300-hPa Trough", "Differential Temperature Advection with NARR Data", "Geostrophic Wind and Other Calcuations", "Isentropic Analysis", "Baroclinic Potential Vorticity Analysis, Divergence, and Winds", "DIFAX Replication", "Calculating Wind Shear", "Synoptic Analysis", "Using Xarray for Data read and selection"], "titleterms": {"": [7, 9], "250": 21, "300": [5, 28], "500": [6, 22, 23, 36], "850": [24, 26, 34], "A": 21, "The": [0, 6], "absolut": [6, 22], "access": [26, 36], "add": 5, "advanc": 8, "advect": [23, 26, 29], "ageostroph": 27, "analysi": [10, 16, 31, 32, 35], "analyt": 28, "aquisit": 23, "assign": [8, 9, 10, 11, 12, 13, 14], "author": 0, "avail": 1, "barb": 9, "baroclin": 32, "begin": [23, 26], "binder": 0, "calcuat": 30, "calcul": [3, 5, 13, 18, 22, 23, 24, 26, 29, 34], "cell": 9, "chart": 4, "code": 9, "column": 2, "complex": 12, "composit": 4, "comput": [22, 23, 25], "contour": [6, 19], "contributor": 0, "convect": [1, 3], "cookbook": [0, 9], "creat": [8, 9, 10, 12, 14, 18, 26, 33], "creation": [22, 23, 26, 32], "cross": 18, "data": [8, 9, 10, 11, 12, 13, 14, 17, 18, 22, 23, 25, 26, 29, 32, 33, 34, 36], "dataset": [5, 14], "declar": [5, 6], "diagram": 17, "difax": 33, "differenti": 29, "diverg": 32, "earth": [22, 23], "energi": 1, "exampl": [0, 13, 14, 17, 18, 25], "field": 18, "first": 34, "format": [8, 9, 10, 11, 12, 13, 14], "four": 29, "frontogenesi": 24, "function": [18, 22, 23], "galleri": 0, "geopotenti": [22, 24], "geostroph": [27, 30], "get": [17, 18], "grid": 33, "height": [22, 24], "hemispher": 21, "high": 33, "hodograph": 11, "hovmol": 17, "hpa": [5, 6, 21, 22, 23, 24, 26, 28, 34, 36], "import": [8, 9, 10, 11, 12, 13, 14, 15, 34], "improv": 9, "input": 29, "inset": 11, "interfac": 7, "interpol": 18, "interv": 6, "isentrop": 31, "layout": 12, "let": 9, "low": 33, "machin": 0, "make": [17, 29, 36], "manipul": 34, "map": [21, 22, 23, 26, 32, 36], "metpi": [0, 5, 7, 9, 22], "miller": 4, "most": 1, "mslp": 34, "mucap": 1, "narr": 29, "ncss": 26, "necessari": 34, "netcdfsubset": 26, "notebook": 0, "now": [9, 36], "object": 26, "observ": [18, 33], "obtain": [8, 9, 10, 11, 12, 13, 14, 34], "option": 9, "other": 30, "overview": 9, "own": 0, "packag": 34, "panel": 29, "plot": [5, 6, 7, 8, 9, 10, 12, 14, 17, 18, 20, 24, 25, 29, 33], "plotter": 15, "potenti": [1, 32], "precipit": 2, "prerequisit": 9, "previou": 9, "python": 21, "q": 25, "queri": 34, "qvector": 25, "radiosond": 18, "read": 36, "real": 18, "refer": 9, "rel": [22, 23], "replic": 33, "resourc": 9, "retriev": [22, 32], "run": 0, "second": 34, "section": 18, "select": 36, "shear": 34, "simpl": 9, "simplifi": 7, "skew": [9, 10, 12, 16], "smooth": 19, "sound": [8, 9, 10, 12, 13, 14, 15], "specialti": 20, "station": 18, "step": 9, "structur": 0, "subset": 33, "symbol": 33, "synopt": 35, "t": [9, 10, 12, 16], "tcpw": 2, "temperatur": [24, 26, 29], "test": 9, "time": 18, "total": 2, "trough": 28, "unit": [8, 9, 10, 11, 12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Foundational_Sounding.html b/notebooks/skewt/Foundational_Sounding.html
index dbdf9ef..35f3ce5 100644
--- a/notebooks/skewt/Foundational_Sounding.html
+++ b/notebooks/skewt/Foundational_Sounding.html
@@ -81,7 +81,7 @@
-
+
@@ -1182,7 +1182,7 @@ Resources and references
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1236,7 +1236,7 @@ Resources and references
-
+
@@ -973,7 +973,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Skew-T_Hodograph_Inset.html b/notebooks/skewt/Skew-T_Hodograph_Inset.html
index a144f6a..fdba9ca 100644
--- a/notebooks/skewt/Skew-T_Hodograph_Inset.html
+++ b/notebooks/skewt/Skew-T_Hodograph_Inset.html
@@ -79,7 +79,7 @@
-
+
@@ -854,7 +854,7 @@ Assign Units
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -908,7 +908,7 @@ Assign Units
-
+
@@ -860,7 +860,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -914,7 +914,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Calculations.html b/notebooks/skewt/Sounding_Calculations.html
index afac7c8..5034a8b 100644
--- a/notebooks/skewt/Sounding_Calculations.html
+++ b/notebooks/skewt/Sounding_Calculations.html
@@ -79,7 +79,7 @@
-
+
@@ -1066,7 +1066,7 @@ Assign Units
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1120,7 +1120,7 @@ Assign Units
-
+
@@ -873,7 +873,7 @@ Assign Units
@@ -1269,7 +1269,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1323,7 +1323,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Plotter.html b/notebooks/skewt/Sounding_Plotter.html
index 68a2cf0..398a636 100644
--- a/notebooks/skewt/Sounding_Plotter.html
+++ b/notebooks/skewt/Sounding_Plotter.html
@@ -79,7 +79,7 @@
-
+
@@ -973,7 +973,7 @@ Imports
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Imports
diff --git a/notebooks/skewt/index.html b/notebooks/skewt/index.html
index de668e7..ad9f7fb 100644
--- a/notebooks/skewt/index.html
+++ b/notebooks/skewt/index.html
@@ -81,7 +81,7 @@
-
+
@@ -711,7 +711,7 @@ Skew-T Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -765,7 +765,7 @@ Skew-T Analysis
-
+
@@ -576,7 +576,7 @@ Make the Hovmoller Plot
-
+
@@ -891,7 +891,7 @@ Make the Hovmoller Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -945,7 +945,7 @@ Make the Hovmoller Plot
diff --git a/notebooks/specialty/Observational_Data_Cross_Section.html b/notebooks/specialty/Observational_Data_Cross_Section.html
index a11f208..6d043c9 100644
--- a/notebooks/specialty/Observational_Data_Cross_Section.html
+++ b/notebooks/specialty/Observational_Data_Cross_Section.html
@@ -79,7 +79,7 @@
-
+
@@ -716,7 +716,7 @@ Get Radiosonde Data 495 text))
496 return resp
-HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=OAX
+HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=DNR
Server Error (503: Sorry, the server is too busy to process your request.
Please try again later.
)
@@ -742,14 +742,15 @@ Create Interpolated fieldsCell In[6], line 1
----> 1 xsect = radiosonde_cross_section(stn_list, df)
-Cell In[3], line 68, in radiosonde_cross_section(stns, data, start, end, step)
- 66 for station, loc in zip(stns, range(nstns)):
- 67 if key == 'pressure':
----> 68 lats.append(data[station].latitude[0])
- 69 lons.append(data[station].longitude[0])
- 70 elev.append(data[station].elevation[0])
+Cell In[3], line 59, in radiosonde_cross_section(stns, data, start, end, step)
+ 57 lons = []
+ 58 elev = []
+---> 59 keys = data[stns[0]].keys()[:8]
+ 60 tmp_grid = dict.fromkeys(keys)
+ 62 # Interpolate all variables for each radiosonde observation
+ 63 # Temperature, Dewpoint, U-wind, V-wind
-KeyError: 'OAX'
+KeyError: 'DNR'
@@ -1185,7 +1186,7 @@ Plot Cross Section
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1239,7 +1240,7 @@ Plot Cross Section
-
+
@@ -583,7 +583,7 @@ Smoothing Contours
-
+
@@ -879,7 +879,7 @@ Smoothing Contours
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, "metpy-absolute-vorticity-calculation"]], "MetPy Cookbook": [[0, "metpy-cookbook"]], "MetPy Declarative - 300 hPa": [[5, "metpy-declarative-300-hpa"]], "MetPy Skew-T Cookbook": [[9, "metpy-skew-t-cookbook"]], "MetPy\u2019s Simplified Plotting Interface": [[7, "metpys-simplified-plotting-interface"]], "Miller Composite Chart": [[4, "miller-composite-chart"]], "Most-Unstable Convective Available Potential Energy (MUCAPE)": [[1, "most-unstable-convective-available-potential-energy-mucape"]], "Now make the 500-hPa map": [[36, "now-make-the-500-hpa-map"]], "Now, Let\u2019s Improve the Wind Barbs": [[9, "now-lets-improve-the-wind-barbs"]], "Observation Data": [[33, "observation-data"]], "Obtain Data and Format": [[8, "obtain-data-and-format"], [9, "obtain-data-and-format"], [10, "obtain-data-and-format"], [11, "obtain-data-and-format"], [12, "obtain-data-and-format"], [13, "obtain-data-and-format"], [14, "obtain-data-and-format"]], "Obtain data": [[34, "obtain-data"]], "Optional Step": [[9, "optional-step"]], "Overview": [[9, "overview"]], "Plot Cross Section": [[18, "plot-cross-section"]], "Plot Data": [[25, "plot-data"]], "Plotting Frontogenesis": [[24, "plotting-frontogenesis"]], "Plotting High/Low Symbols": [[33, "plotting-high-low-symbols"]], "Prerequisites": [[9, "prerequisites"]], "QVector Example": [[25, "qvector-example"]], "Radiosonde Observation Interpolation Function": [[18, "radiosonde-observation-interpolation-function"]], "Real Data Cross-Section Example": [[18, "real-data-cross-section-example"]], "Resources and references": [[9, "resources-and-references"]], "Running on Binder": [[0, "running-on-binder"]], "Running on Your Own Machine": [[0, "running-on-your-own-machine"]], "Running the Notebooks": [[0, "running-the-notebooks"]], "Second Query for 850-hPa data": [[34, "second-query-for-850-hpa-data"]], "Simple Sounding with MetPy Test Data": [[9, "simple-sounding-with-metpy-test-data"]], "Skew-T Analysis": [[10, "skew-t-analysis"], [16, "skew-t-analysis"]], "Skew-T with Complex Layout": [[12, "skew-t-with-complex-layout"]], "Smoothing Contours": [[19, "smoothing-contours"]], "Sounding Calculation Examples": [[13, "sounding-calculation-examples"]], "Sounding Plotter": [[15, "sounding-plotter"]], "Sounding as Dataset Example": [[14, "sounding-as-dataset-example"]], "Specialty Plotting": [[20, "specialty-plotting"]], "Station Information": [[33, "station-information"]], "Stations and Time": [[18, "stations-and-time"]], "Structure": [[0, "structure"]], "Subset Observational Data": [[33, "subset-observational-data"]], "Synoptic Analysis": [[35, "synoptic-analysis"]], "The MetPy Example Gallery": [[0, "the-metpy-example-gallery"]], "The Plot": [[6, "the-plot"]], "Total Column Precipitable Water (TCPW)": [[2, "total-column-precipitable-water-tcpw"]], "Using Xarray for Data read and selection": [[36, "using-xarray-for-data-read-and-selection"]], "Vertical Interpolation Function": [[18, "vertical-interpolation-function"]]}, 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26, 27, 36], "wyom": [9, 10, 15, 18], "wyomingupperair": [10, 15, 18], "x": [1, 2, 4, 15, 18, 22, 23, 26, 27, 28, 29, 30, 33, 36], "x27": [1, 2, 14, 30], "x_grid": 18, "x_tick_label": 17, "xarrai": [1, 2, 4, 5, 6, 14, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34], "xloc": [8, 14, 15, 33], "xml": [4, 19, 21, 23, 26, 27, 31, 34], "xr": [1, 2, 4, 5, 6, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 36], "xsect": 18, "xtick": 18, "xx": [18, 22, 23], "xy": [27, 34], "y": [4, 6, 9, 10, 15, 17, 18, 22, 23, 26, 27, 28, 29, 31, 33, 34, 36], "y_clip_radiu": 10, "yarrai": [1, 2, 30], "yaxis_invert": 18, "year": [10, 18, 33], "yellow": 4, "yield": 6, "ylgn": 31, "yloc": 33, "ylorrd": 22, "ymax": 18, "ymin": 18, "yml": 0, "you": [0, 1, 2, 5, 9, 10, 21, 22, 26, 27, 30, 31, 32, 33, 34, 36], "your": [9, 10, 18], "yourself": 0, "youtub": 9, "yy": [22, 23], "yyyi": 10, "yyyymmddhh": 15, "z": [4, 23, 26, 28, 29], "z_250": 21, "z_500": 19, "z_850": 26, "zcoordin": [1, 2, 30], "zero": [1, 2, 6], "zip": [1, 5, 17, 18, 27], "zoom": 27, "zoom_500": 27, "zoom_xarrai": 27, "zorder": [4, 18, 33]}, "titles": ["MetPy Cookbook", "Most-Unstable Convective Available Potential Energy (MUCAPE)", "Total Column Precipitable Water (TCPW)", "Convective Calculations", "Miller Composite Chart", "MetPy Declarative - 300 hPa", "Declarative 500-hPa Absolute Vorticity", "MetPy\u2019s Simplified Plotting Interface", "Advanced Sounding", "MetPy Skew-T Cookbook", "Skew-T Analysis", "Hodograph Inset", "Skew-T with Complex Layout", "Sounding Calculation Examples", "Sounding as Dataset Example", "Sounding Plotter", "Skew-T Analysis", "Hovmoller Diagram Example", "Real Data Cross-Section Example", "Smoothing Contours", "Specialty Plotting", "A 250-hPa Hemispheric Map using Python", "500 hPa Geopotential Heights, Absolute Vorticity, and Winds", "500 hPa Vorticity Advection", "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds", "QVector Example", "850 hPa Temperature Advection", "Geostrophic and Ageostrophic Wind", "Analytic 300-hPa Trough", "Differential Temperature Advection with NARR Data", "Geostrophic Wind and Other Calcuations", "Isentropic Analysis", "Baroclinic Potential Vorticity Analysis, Divergence, and Winds", "DIFAX Replication", "Calculating Wind Shear", "Synoptic Analysis", "Using Xarray for Data read and selection"], "titleterms": {"": [7, 9], "250": 21, "300": [5, 28], "500": [6, 22, 23, 36], "850": [24, 26, 34], "A": 21, "The": [0, 6], "absolut": [6, 22], "access": [26, 36], "add": 5, "advanc": 8, "advect": [23, 26, 29], "ageostroph": 27, "analysi": [10, 16, 31, 32, 35], "analyt": 28, "aquisit": 23, "assign": [8, 9, 10, 11, 12, 13, 14], "author": 0, "avail": 1, "barb": 9, "baroclin": 32, "begin": [23, 26], "binder": 0, "calcuat": 30, "calcul": [3, 5, 13, 18, 22, 23, 24, 26, 29, 34], "cell": 9, "chart": 4, "code": 9, "column": 2, "complex": 12, "composit": 4, "comput": [22, 23, 25], "contour": [6, 19], "contributor": 0, "convect": 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"most": 1, "mslp": 34, "mucap": 1, "narr": 29, "ncss": 26, "necessari": 34, "netcdfsubset": 26, "notebook": 0, "now": [9, 36], "object": 26, "observ": [18, 33], "obtain": [8, 9, 10, 11, 12, 13, 14, 34], "option": 9, "other": 30, "overview": 9, "own": 0, "packag": 34, "panel": 29, "plot": [5, 6, 7, 8, 9, 10, 12, 14, 17, 18, 20, 24, 25, 29, 33], "plotter": 15, "potenti": [1, 32], "precipit": 2, "prerequisit": 9, "previou": 9, "python": 21, "q": 25, "queri": 34, "qvector": 25, "radiosond": 18, "read": 36, "real": 18, "refer": 9, "rel": [22, 23], "replic": 33, "resourc": 9, "retriev": [22, 32], "run": 0, "second": 34, "section": 18, "select": 36, "shear": 34, "simpl": 9, "simplifi": 7, "skew": [9, 10, 12, 16], "smooth": 19, "sound": [8, 9, 10, 12, 13, 14, 15], "specialti": 20, "station": 18, "step": 9, "structur": 0, "subset": 33, "symbol": 33, "synopt": 35, "t": [9, 10, 12, 16], "tcpw": 2, "temperatur": [24, 26, 29], "test": 9, "time": 18, "total": 2, "trough": 28, "unit": [8, 9, 10, 11, 12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
Resources and references
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1236,7 +1236,7 @@ Resources and references
-
+
@@ -973,7 +973,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Skew-T_Hodograph_Inset.html b/notebooks/skewt/Skew-T_Hodograph_Inset.html
index a144f6a..fdba9ca 100644
--- a/notebooks/skewt/Skew-T_Hodograph_Inset.html
+++ b/notebooks/skewt/Skew-T_Hodograph_Inset.html
@@ -79,7 +79,7 @@
-
+
@@ -854,7 +854,7 @@ Assign Units
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -908,7 +908,7 @@ Assign Units
-
+
@@ -860,7 +860,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -914,7 +914,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Calculations.html b/notebooks/skewt/Sounding_Calculations.html
index afac7c8..5034a8b 100644
--- a/notebooks/skewt/Sounding_Calculations.html
+++ b/notebooks/skewt/Sounding_Calculations.html
@@ -79,7 +79,7 @@
-
+
@@ -1066,7 +1066,7 @@ Assign Units
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1120,7 +1120,7 @@ Assign Units
-
+
@@ -873,7 +873,7 @@ Assign Units
@@ -1269,7 +1269,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1323,7 +1323,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Plotter.html b/notebooks/skewt/Sounding_Plotter.html
index 68a2cf0..398a636 100644
--- a/notebooks/skewt/Sounding_Plotter.html
+++ b/notebooks/skewt/Sounding_Plotter.html
@@ -79,7 +79,7 @@
-
+
@@ -973,7 +973,7 @@ Imports
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Imports
diff --git a/notebooks/skewt/index.html b/notebooks/skewt/index.html
index de668e7..ad9f7fb 100644
--- a/notebooks/skewt/index.html
+++ b/notebooks/skewt/index.html
@@ -81,7 +81,7 @@
-
+
@@ -711,7 +711,7 @@ Skew-T Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -765,7 +765,7 @@ Skew-T Analysis
-
+
@@ -576,7 +576,7 @@ Make the Hovmoller Plot
-
+
@@ -891,7 +891,7 @@ Make the Hovmoller Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -945,7 +945,7 @@ Make the Hovmoller Plot
diff --git a/notebooks/specialty/Observational_Data_Cross_Section.html b/notebooks/specialty/Observational_Data_Cross_Section.html
index a11f208..6d043c9 100644
--- a/notebooks/specialty/Observational_Data_Cross_Section.html
+++ b/notebooks/specialty/Observational_Data_Cross_Section.html
@@ -79,7 +79,7 @@
-
+
@@ -716,7 +716,7 @@ Get Radiosonde Data 495 text))
496 return resp
-HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=OAX
+HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=DNR
Server Error (503: Sorry, the server is too busy to process your request.
Please try again later.
)
@@ -742,14 +742,15 @@ Create Interpolated fieldsCell In[6], line 1
----> 1 xsect = radiosonde_cross_section(stn_list, df)
-Cell In[3], line 68, in radiosonde_cross_section(stns, data, start, end, step)
- 66 for station, loc in zip(stns, range(nstns)):
- 67 if key == 'pressure':
----> 68 lats.append(data[station].latitude[0])
- 69 lons.append(data[station].longitude[0])
- 70 elev.append(data[station].elevation[0])
+Cell In[3], line 59, in radiosonde_cross_section(stns, data, start, end, step)
+ 57 lons = []
+ 58 elev = []
+---> 59 keys = data[stns[0]].keys()[:8]
+ 60 tmp_grid = dict.fromkeys(keys)
+ 62 # Interpolate all variables for each radiosonde observation
+ 63 # Temperature, Dewpoint, U-wind, V-wind
-KeyError: 'OAX'
+KeyError: 'DNR'
@@ -1185,7 +1186,7 @@ Plot Cross Section
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1239,7 +1240,7 @@ Plot Cross Section
-
+
@@ -583,7 +583,7 @@ Smoothing Contours
-
+
@@ -879,7 +879,7 @@ Smoothing Contours
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, 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\ No newline at end of file
Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Skew-T_Hodograph_Inset.html b/notebooks/skewt/Skew-T_Hodograph_Inset.html
index a144f6a..fdba9ca 100644
--- a/notebooks/skewt/Skew-T_Hodograph_Inset.html
+++ b/notebooks/skewt/Skew-T_Hodograph_Inset.html
@@ -79,7 +79,7 @@
-
+
@@ -854,7 +854,7 @@ Assign Units
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -908,7 +908,7 @@ Assign Units
-
+
@@ -860,7 +860,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -914,7 +914,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Calculations.html b/notebooks/skewt/Sounding_Calculations.html
index afac7c8..5034a8b 100644
--- a/notebooks/skewt/Sounding_Calculations.html
+++ b/notebooks/skewt/Sounding_Calculations.html
@@ -79,7 +79,7 @@
-
+
@@ -1066,7 +1066,7 @@ Assign Units
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1120,7 +1120,7 @@ Assign Units
-
+
@@ -873,7 +873,7 @@ Assign Units
@@ -1269,7 +1269,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1323,7 +1323,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Plotter.html b/notebooks/skewt/Sounding_Plotter.html
index 68a2cf0..398a636 100644
--- a/notebooks/skewt/Sounding_Plotter.html
+++ b/notebooks/skewt/Sounding_Plotter.html
@@ -79,7 +79,7 @@
-
+
@@ -973,7 +973,7 @@ Imports
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Imports
diff --git a/notebooks/skewt/index.html b/notebooks/skewt/index.html
index de668e7..ad9f7fb 100644
--- a/notebooks/skewt/index.html
+++ b/notebooks/skewt/index.html
@@ -81,7 +81,7 @@
-
+
@@ -711,7 +711,7 @@ Skew-T Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -765,7 +765,7 @@ Skew-T Analysis
-
+
@@ -576,7 +576,7 @@ Make the Hovmoller Plot
-
+
@@ -891,7 +891,7 @@ Make the Hovmoller Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -945,7 +945,7 @@ Make the Hovmoller Plot
diff --git a/notebooks/specialty/Observational_Data_Cross_Section.html b/notebooks/specialty/Observational_Data_Cross_Section.html
index a11f208..6d043c9 100644
--- a/notebooks/specialty/Observational_Data_Cross_Section.html
+++ b/notebooks/specialty/Observational_Data_Cross_Section.html
@@ -79,7 +79,7 @@
-
+
@@ -716,7 +716,7 @@ Get Radiosonde Data 495 text))
496 return resp
-HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=OAX
+HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=DNR
Server Error (503: Sorry, the server is too busy to process your request.
Please try again later.
)
@@ -742,14 +742,15 @@ Create Interpolated fieldsCell In[6], line 1
----> 1 xsect = radiosonde_cross_section(stn_list, df)
-Cell In[3], line 68, in radiosonde_cross_section(stns, data, start, end, step)
- 66 for station, loc in zip(stns, range(nstns)):
- 67 if key == 'pressure':
----> 68 lats.append(data[station].latitude[0])
- 69 lons.append(data[station].longitude[0])
- 70 elev.append(data[station].elevation[0])
+Cell In[3], line 59, in radiosonde_cross_section(stns, data, start, end, step)
+ 57 lons = []
+ 58 elev = []
+---> 59 keys = data[stns[0]].keys()[:8]
+ 60 tmp_grid = dict.fromkeys(keys)
+ 62 # Interpolate all variables for each radiosonde observation
+ 63 # Temperature, Dewpoint, U-wind, V-wind
-KeyError: 'OAX'
+KeyError: 'DNR'
@@ -1185,7 +1186,7 @@ Plot Cross Section
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1239,7 +1240,7 @@ Plot Cross Section
-
+
@@ -583,7 +583,7 @@ Smoothing Contours
-
+
@@ -879,7 +879,7 @@ Smoothing Contours
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, "metpy-absolute-vorticity-calculation"]], "MetPy Cookbook": [[0, "metpy-cookbook"]], "MetPy Declarative - 300 hPa": [[5, "metpy-declarative-300-hpa"]], "MetPy Skew-T Cookbook": [[9, "metpy-skew-t-cookbook"]], "MetPy\u2019s Simplified Plotting Interface": [[7, "metpys-simplified-plotting-interface"]], "Miller Composite Chart": [[4, "miller-composite-chart"]], "Most-Unstable Convective Available Potential Energy (MUCAPE)": [[1, "most-unstable-convective-available-potential-energy-mucape"]], "Now make the 500-hPa map": [[36, "now-make-the-500-hpa-map"]], "Now, Let\u2019s Improve the Wind Barbs": [[9, "now-lets-improve-the-wind-barbs"]], "Observation Data": [[33, "observation-data"]], "Obtain Data and Format": [[8, "obtain-data-and-format"], [9, "obtain-data-and-format"], [10, "obtain-data-and-format"], [11, "obtain-data-and-format"], [12, "obtain-data-and-format"], [13, "obtain-data-and-format"], [14, "obtain-data-and-format"]], "Obtain data": [[34, "obtain-data"]], "Optional Step": [[9, "optional-step"]], "Overview": [[9, "overview"]], "Plot Cross Section": [[18, "plot-cross-section"]], "Plot Data": [[25, "plot-data"]], "Plotting Frontogenesis": [[24, "plotting-frontogenesis"]], "Plotting High/Low Symbols": [[33, "plotting-high-low-symbols"]], "Prerequisites": [[9, "prerequisites"]], "QVector Example": [[25, "qvector-example"]], "Radiosonde Observation Interpolation Function": [[18, "radiosonde-observation-interpolation-function"]], "Real Data Cross-Section Example": [[18, "real-data-cross-section-example"]], "Resources and references": [[9, "resources-and-references"]], "Running on Binder": [[0, "running-on-binder"]], "Running on Your Own Machine": [[0, "running-on-your-own-machine"]], "Running the Notebooks": [[0, "running-the-notebooks"]], "Second Query for 850-hPa data": [[34, "second-query-for-850-hpa-data"]], "Simple Sounding with MetPy Test Data": [[9, "simple-sounding-with-metpy-test-data"]], "Skew-T Analysis": [[10, "skew-t-analysis"], [16, "skew-t-analysis"]], "Skew-T with Complex Layout": [[12, "skew-t-with-complex-layout"]], "Smoothing Contours": [[19, "smoothing-contours"]], "Sounding Calculation Examples": [[13, "sounding-calculation-examples"]], "Sounding Plotter": [[15, "sounding-plotter"]], "Sounding as Dataset Example": [[14, "sounding-as-dataset-example"]], "Specialty Plotting": [[20, "specialty-plotting"]], "Station Information": [[33, "station-information"]], "Stations and Time": [[18, "stations-and-time"]], "Structure": [[0, "structure"]], "Subset Observational Data": [[33, "subset-observational-data"]], "Synoptic Analysis": [[35, "synoptic-analysis"]], "The MetPy Example Gallery": [[0, "the-metpy-example-gallery"]], "The Plot": [[6, "the-plot"]], "Total Column Precipitable Water (TCPW)": [[2, "total-column-precipitable-water-tcpw"]], "Using Xarray for Data read and selection": [[36, "using-xarray-for-data-read-and-selection"]], "Vertical Interpolation Function": [[18, "vertical-interpolation-function"]]}, 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\ No newline at end of file
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"zero": [1, 2, 6], "zip": [1, 5, 17, 18, 27], "zoom": 27, "zoom_500": 27, "zoom_xarrai": 27, "zorder": [4, 18, 33]}, "titles": ["MetPy Cookbook", "Most-Unstable Convective Available Potential Energy (MUCAPE)", "Total Column Precipitable Water (TCPW)", "Convective Calculations", "Miller Composite Chart", "MetPy Declarative - 300 hPa", "Declarative 500-hPa Absolute Vorticity", "MetPy\u2019s Simplified Plotting Interface", "Advanced Sounding", "MetPy Skew-T Cookbook", "Skew-T Analysis", "Hodograph Inset", "Skew-T with Complex Layout", "Sounding Calculation Examples", "Sounding as Dataset Example", "Sounding Plotter", "Skew-T Analysis", "Hovmoller Diagram Example", "Real Data Cross-Section Example", "Smoothing Contours", "Specialty Plotting", "A 250-hPa Hemispheric Map using Python", "500 hPa Geopotential Heights, Absolute Vorticity, and Winds", "500 hPa Vorticity Advection", "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds", "QVector Example", "850 hPa Temperature Advection", "Geostrophic and Ageostrophic Wind", "Analytic 300-hPa Trough", "Differential Temperature Advection with NARR Data", "Geostrophic Wind and Other Calcuations", "Isentropic Analysis", "Baroclinic Potential Vorticity Analysis, Divergence, and Winds", "DIFAX Replication", "Calculating Wind Shear", "Synoptic Analysis", "Using Xarray for Data read and selection"], "titleterms": {"": [7, 9], "250": 21, "300": [5, 28], "500": [6, 22, 23, 36], "850": [24, 26, 34], "A": 21, "The": [0, 6], "absolut": [6, 22], "access": [26, 36], "add": 5, "advanc": 8, "advect": [23, 26, 29], "ageostroph": 27, "analysi": [10, 16, 31, 32, 35], "analyt": 28, "aquisit": 23, "assign": [8, 9, 10, 11, 12, 13, 14], "author": 0, "avail": 1, "barb": 9, "baroclin": 32, "begin": [23, 26], "binder": 0, "calcuat": 30, "calcul": [3, 5, 13, 18, 22, 23, 24, 26, 29, 34], "cell": 9, "chart": 4, "code": 9, "column": 2, "complex": 12, "composit": 4, "comput": [22, 23, 25], "contour": [6, 19], "contributor": 0, "convect": [1, 3], "cookbook": [0, 9], "creat": [8, 9, 10, 12, 14, 18, 26, 33], "creation": [22, 23, 26, 32], "cross": 18, "data": [8, 9, 10, 11, 12, 13, 14, 17, 18, 22, 23, 25, 26, 29, 32, 33, 34, 36], "dataset": [5, 14], "declar": [5, 6], "diagram": 17, "difax": 33, "differenti": 29, "diverg": 32, "earth": [22, 23], "energi": 1, "exampl": [0, 13, 14, 17, 18, 25], "field": 18, "first": 34, "format": [8, 9, 10, 11, 12, 13, 14], "four": 29, "frontogenesi": 24, "function": [18, 22, 23], "galleri": 0, "geopotenti": [22, 24], "geostroph": [27, 30], "get": [17, 18], "grid": 33, "height": [22, 24], "hemispher": 21, "high": 33, "hodograph": 11, "hovmol": 17, "hpa": [5, 6, 21, 22, 23, 24, 26, 28, 34, 36], "import": [8, 9, 10, 11, 12, 13, 14, 15, 34], "improv": 9, "input": 29, "inset": 11, "interfac": 7, "interpol": 18, "interv": 6, "isentrop": 31, "layout": 12, "let": 9, "low": 33, "machin": 0, "make": [17, 29, 36], "manipul": 34, "map": [21, 22, 23, 26, 32, 36], "metpi": [0, 5, 7, 9, 22], "miller": 4, "most": 1, "mslp": 34, "mucap": 1, "narr": 29, "ncss": 26, "necessari": 34, "netcdfsubset": 26, "notebook": 0, "now": [9, 36], "object": 26, "observ": [18, 33], "obtain": [8, 9, 10, 11, 12, 13, 14, 34], "option": 9, "other": 30, "overview": 9, "own": 0, "packag": 34, "panel": 29, "plot": [5, 6, 7, 8, 9, 10, 12, 14, 17, 18, 20, 24, 25, 29, 33], "plotter": 15, "potenti": [1, 32], "precipit": 2, "prerequisit": 9, "previou": 9, "python": 21, "q": 25, "queri": 34, "qvector": 25, "radiosond": 18, "read": 36, "real": 18, "refer": 9, "rel": [22, 23], "replic": 33, "resourc": 9, "retriev": [22, 32], "run": 0, "second": 34, "section": 18, "select": 36, "shear": 34, "simpl": 9, "simplifi": 7, "skew": [9, 10, 12, 16], "smooth": 19, "sound": [8, 9, 10, 12, 13, 14, 15], "specialti": 20, "station": 18, "step": 9, "structur": 0, "subset": 33, "symbol": 33, "synopt": 35, "t": [9, 10, 12, 16], "tcpw": 2, "temperatur": [24, 26, 29], "test": 9, "time": 18, "total": 2, "trough": 28, "unit": [8, 9, 10, 11, 12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
Assign Units
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -908,7 +908,7 @@ Assign Units
-
+
@@ -860,7 +860,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -914,7 +914,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Calculations.html b/notebooks/skewt/Sounding_Calculations.html
index afac7c8..5034a8b 100644
--- a/notebooks/skewt/Sounding_Calculations.html
+++ b/notebooks/skewt/Sounding_Calculations.html
@@ -79,7 +79,7 @@
-
+
@@ -1066,7 +1066,7 @@ Assign Units
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1120,7 +1120,7 @@ Assign Units
-
+
@@ -873,7 +873,7 @@ Assign Units
@@ -1269,7 +1269,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1323,7 +1323,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Plotter.html b/notebooks/skewt/Sounding_Plotter.html
index 68a2cf0..398a636 100644
--- a/notebooks/skewt/Sounding_Plotter.html
+++ b/notebooks/skewt/Sounding_Plotter.html
@@ -79,7 +79,7 @@
-
+
@@ -973,7 +973,7 @@ Imports
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Imports
diff --git a/notebooks/skewt/index.html b/notebooks/skewt/index.html
index de668e7..ad9f7fb 100644
--- a/notebooks/skewt/index.html
+++ b/notebooks/skewt/index.html
@@ -81,7 +81,7 @@
-
+
@@ -711,7 +711,7 @@ Skew-T Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -765,7 +765,7 @@ Skew-T Analysis
-
+
@@ -576,7 +576,7 @@ Make the Hovmoller Plot
-
+
@@ -891,7 +891,7 @@ Make the Hovmoller Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -945,7 +945,7 @@ Make the Hovmoller Plot
diff --git a/notebooks/specialty/Observational_Data_Cross_Section.html b/notebooks/specialty/Observational_Data_Cross_Section.html
index a11f208..6d043c9 100644
--- a/notebooks/specialty/Observational_Data_Cross_Section.html
+++ b/notebooks/specialty/Observational_Data_Cross_Section.html
@@ -79,7 +79,7 @@
-
+
@@ -716,7 +716,7 @@ Get Radiosonde Data 495 text))
496 return resp
-HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=OAX
+HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=DNR
Server Error (503: Sorry, the server is too busy to process your request.
Please try again later.
)
@@ -742,14 +742,15 @@ Create Interpolated fieldsCell In[6], line 1
----> 1 xsect = radiosonde_cross_section(stn_list, df)
-Cell In[3], line 68, in radiosonde_cross_section(stns, data, start, end, step)
- 66 for station, loc in zip(stns, range(nstns)):
- 67 if key == 'pressure':
----> 68 lats.append(data[station].latitude[0])
- 69 lons.append(data[station].longitude[0])
- 70 elev.append(data[station].elevation[0])
+Cell In[3], line 59, in radiosonde_cross_section(stns, data, start, end, step)
+ 57 lons = []
+ 58 elev = []
+---> 59 keys = data[stns[0]].keys()[:8]
+ 60 tmp_grid = dict.fromkeys(keys)
+ 62 # Interpolate all variables for each radiosonde observation
+ 63 # Temperature, Dewpoint, U-wind, V-wind
-KeyError: 'OAX'
+KeyError: 'DNR'
@@ -1185,7 +1186,7 @@ Plot Cross Section
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1239,7 +1240,7 @@ Plot Cross Section
-
+
@@ -583,7 +583,7 @@ Smoothing Contours
-
+
@@ -879,7 +879,7 @@ Smoothing Contours
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, "metpy-absolute-vorticity-calculation"]], "MetPy Cookbook": [[0, "metpy-cookbook"]], "MetPy Declarative - 300 hPa": [[5, "metpy-declarative-300-hpa"]], "MetPy Skew-T Cookbook": [[9, "metpy-skew-t-cookbook"]], "MetPy\u2019s Simplified Plotting Interface": [[7, "metpys-simplified-plotting-interface"]], "Miller Composite Chart": [[4, "miller-composite-chart"]], "Most-Unstable Convective Available Potential Energy (MUCAPE)": [[1, "most-unstable-convective-available-potential-energy-mucape"]], "Now make the 500-hPa map": [[36, "now-make-the-500-hpa-map"]], "Now, Let\u2019s Improve the Wind Barbs": [[9, "now-lets-improve-the-wind-barbs"]], "Observation Data": [[33, "observation-data"]], "Obtain Data and Format": [[8, "obtain-data-and-format"], [9, "obtain-data-and-format"], [10, "obtain-data-and-format"], [11, "obtain-data-and-format"], [12, "obtain-data-and-format"], [13, "obtain-data-and-format"], [14, "obtain-data-and-format"]], "Obtain data": [[34, "obtain-data"]], "Optional Step": [[9, "optional-step"]], "Overview": [[9, "overview"]], "Plot Cross Section": [[18, "plot-cross-section"]], "Plot Data": [[25, "plot-data"]], "Plotting Frontogenesis": [[24, "plotting-frontogenesis"]], "Plotting High/Low Symbols": [[33, "plotting-high-low-symbols"]], "Prerequisites": [[9, "prerequisites"]], "QVector Example": [[25, "qvector-example"]], "Radiosonde Observation Interpolation Function": [[18, "radiosonde-observation-interpolation-function"]], "Real Data Cross-Section Example": [[18, "real-data-cross-section-example"]], "Resources and references": [[9, "resources-and-references"]], "Running on Binder": [[0, "running-on-binder"]], "Running on Your Own Machine": [[0, "running-on-your-own-machine"]], "Running the Notebooks": [[0, "running-the-notebooks"]], "Second Query for 850-hPa data": [[34, "second-query-for-850-hpa-data"]], "Simple Sounding with MetPy Test Data": [[9, "simple-sounding-with-metpy-test-data"]], "Skew-T Analysis": [[10, "skew-t-analysis"], [16, "skew-t-analysis"]], "Skew-T with Complex Layout": [[12, "skew-t-with-complex-layout"]], "Smoothing Contours": [[19, "smoothing-contours"]], "Sounding Calculation Examples": [[13, "sounding-calculation-examples"]], "Sounding Plotter": [[15, "sounding-plotter"]], "Sounding as Dataset Example": [[14, "sounding-as-dataset-example"]], "Specialty Plotting": [[20, "specialty-plotting"]], "Station Information": [[33, "station-information"]], "Stations and Time": [[18, "stations-and-time"]], "Structure": [[0, "structure"]], "Subset Observational Data": [[33, "subset-observational-data"]], "Synoptic Analysis": [[35, "synoptic-analysis"]], "The MetPy Example Gallery": [[0, "the-metpy-example-gallery"]], "The Plot": [[6, "the-plot"]], "Total Column Precipitable Water (TCPW)": [[2, "total-column-precipitable-water-tcpw"]], "Using Xarray for Data read and selection": [[36, "using-xarray-for-data-read-and-selection"]], "Vertical Interpolation Function": [[18, "vertical-interpolation-function"]]}, 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14, 15, 19, 21, 27, 31, 33, 34, 36], "weather": [3, 10, 13, 16, 18], "websit": 9, "weight": 17, "well": [17, 19, 21, 33], "west": [18, 21, 22, 23, 26, 27, 34], "west_lon": [21, 31], "what": [9, 15, 22, 32, 36], "when": [8, 9, 11, 12, 13, 14], "where": [4, 9, 15, 18, 31, 33], "whether": [15, 33], "which": [0, 4, 5, 18, 29], "white": [27, 33, 34, 36], "why": 9, "width": 30, "wind": [4, 5, 8, 10, 11, 12, 13, 14, 15, 17, 18, 19, 21, 26, 28, 29, 31, 33, 36], "wind_compon": [8, 9, 11, 12, 13, 14, 15, 28], "wind_dir": [8, 9, 10, 11, 12, 13, 14, 15], "wind_direct": 28, "wind_slic": [22, 23, 24, 25, 26, 28, 29, 31, 32, 36], "wind_spe": [4, 5, 8, 9, 10, 11, 12, 13, 14, 15, 19, 21, 28], "windspe": 4, "wish": 33, "with_scal": [17, 21, 22, 24, 25, 29, 32, 33], "within": [4, 19, 22, 23, 26, 27, 32, 33], "without": 27, "won": 18, "work": [0, 9, 13, 33], "workflow": 0, "would": 9, "wslice": 34, "wspace": 29, "wspd": 5, "wspd250": 21, "wspd_300": 4, "wspd_500": 4, "wspd_850": 4, "www": [4, 6, 17, 23, 26, 27, 36], "wyom": [9, 10, 15, 18], "wyomingupperair": [10, 15, 18], "x": [1, 2, 4, 15, 18, 22, 23, 26, 27, 28, 29, 30, 33, 36], "x27": [1, 2, 14, 30], "x_grid": 18, "x_tick_label": 17, "xarrai": [1, 2, 4, 5, 6, 14, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34], "xloc": [8, 14, 15, 33], "xml": [4, 19, 21, 23, 26, 27, 31, 34], "xr": [1, 2, 4, 5, 6, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 36], "xsect": 18, "xtick": 18, "xx": [18, 22, 23], "xy": [27, 34], "y": [4, 6, 9, 10, 15, 17, 18, 22, 23, 26, 27, 28, 29, 31, 33, 34, 36], "y_clip_radiu": 10, "yarrai": [1, 2, 30], "yaxis_invert": 18, "year": [10, 18, 33], "yellow": 4, "yield": 6, "ylgn": 31, "yloc": 33, "ylorrd": 22, "ymax": 18, "ymin": 18, "yml": 0, "you": [0, 1, 2, 5, 9, 10, 21, 22, 26, 27, 30, 31, 32, 33, 34, 36], "your": [9, 10, 18], "yourself": 0, "youtub": 9, "yy": [22, 23], "yyyi": 10, "yyyymmddhh": 15, "z": [4, 23, 26, 28, 29], "z_250": 21, "z_500": 19, "z_850": 26, "zcoordin": [1, 2, 30], "zero": [1, 2, 6], "zip": [1, 5, 17, 18, 27], "zoom": 27, "zoom_500": 27, "zoom_xarrai": 27, "zorder": [4, 18, 33]}, "titles": ["MetPy Cookbook", "Most-Unstable Convective Available Potential Energy (MUCAPE)", "Total Column Precipitable Water (TCPW)", "Convective Calculations", "Miller Composite Chart", "MetPy Declarative - 300 hPa", "Declarative 500-hPa Absolute Vorticity", "MetPy\u2019s Simplified Plotting Interface", "Advanced Sounding", "MetPy Skew-T Cookbook", "Skew-T Analysis", "Hodograph Inset", "Skew-T with Complex Layout", "Sounding Calculation Examples", "Sounding as Dataset Example", "Sounding Plotter", "Skew-T Analysis", "Hovmoller Diagram Example", "Real Data Cross-Section Example", "Smoothing Contours", "Specialty Plotting", "A 250-hPa Hemispheric Map using Python", "500 hPa Geopotential Heights, Absolute Vorticity, and Winds", "500 hPa Vorticity Advection", "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds", "QVector Example", "850 hPa Temperature Advection", "Geostrophic and Ageostrophic Wind", "Analytic 300-hPa Trough", "Differential Temperature Advection with NARR Data", "Geostrophic Wind and Other Calcuations", "Isentropic Analysis", "Baroclinic Potential Vorticity Analysis, Divergence, and Winds", "DIFAX Replication", "Calculating Wind Shear", "Synoptic Analysis", "Using Xarray for Data read and selection"], "titleterms": {"": [7, 9], "250": 21, "300": [5, 28], "500": [6, 22, 23, 36], "850": [24, 26, 34], "A": 21, "The": [0, 6], "absolut": [6, 22], "access": [26, 36], "add": 5, "advanc": 8, "advect": [23, 26, 29], "ageostroph": 27, "analysi": [10, 16, 31, 32, 35], "analyt": 28, "aquisit": 23, "assign": [8, 9, 10, 11, 12, 13, 14], "author": 0, "avail": 1, "barb": 9, "baroclin": 32, "begin": [23, 26], "binder": 0, "calcuat": 30, "calcul": [3, 5, 13, 18, 22, 23, 24, 26, 29, 34], "cell": 9, "chart": 4, "code": 9, "column": 2, "complex": 12, "composit": 4, "comput": [22, 23, 25], "contour": [6, 19], "contributor": 0, "convect": [1, 3], "cookbook": [0, 9], "creat": [8, 9, 10, 12, 14, 18, 26, 33], "creation": [22, 23, 26, 32], "cross": 18, "data": [8, 9, 10, 11, 12, 13, 14, 17, 18, 22, 23, 25, 26, 29, 32, 33, 34, 36], "dataset": [5, 14], "declar": [5, 6], "diagram": 17, "difax": 33, "differenti": 29, "diverg": 32, "earth": [22, 23], "energi": 1, "exampl": [0, 13, 14, 17, 18, 25], "field": 18, "first": 34, "format": [8, 9, 10, 11, 12, 13, 14], "four": 29, "frontogenesi": 24, "function": [18, 22, 23], "galleri": 0, "geopotenti": [22, 24], "geostroph": [27, 30], "get": [17, 18], "grid": 33, "height": [22, 24], "hemispher": 21, "high": 33, "hodograph": 11, "hovmol": 17, "hpa": [5, 6, 21, 22, 23, 24, 26, 28, 34, 36], "import": [8, 9, 10, 11, 12, 13, 14, 15, 34], "improv": 9, "input": 29, "inset": 11, "interfac": 7, "interpol": 18, "interv": 6, "isentrop": 31, "layout": 12, "let": 9, "low": 33, "machin": 0, "make": [17, 29, 36], "manipul": 34, "map": [21, 22, 23, 26, 32, 36], "metpi": [0, 5, 7, 9, 22], "miller": 4, "most": 1, "mslp": 34, "mucap": 1, "narr": 29, "ncss": 26, "necessari": 34, "netcdfsubset": 26, "notebook": 0, "now": [9, 36], "object": 26, "observ": [18, 33], "obtain": [8, 9, 10, 11, 12, 13, 14, 34], "option": 9, "other": 30, "overview": 9, "own": 0, "packag": 34, "panel": 29, "plot": [5, 6, 7, 8, 9, 10, 12, 14, 17, 18, 20, 24, 25, 29, 33], "plotter": 15, "potenti": [1, 32], "precipit": 2, "prerequisit": 9, "previou": 9, "python": 21, "q": 25, "queri": 34, "qvector": 25, "radiosond": 18, "read": 36, "real": 18, "refer": 9, "rel": [22, 23], "replic": 33, "resourc": 9, "retriev": [22, 32], "run": 0, "second": 34, "section": 18, "select": 36, "shear": 34, "simpl": 9, "simplifi": 7, "skew": [9, 10, 12, 16], "smooth": 19, "sound": [8, 9, 10, 12, 13, 14, 15], "specialti": 20, "station": 18, "step": 9, "structur": 0, "subset": 33, "symbol": 33, "synopt": 35, "t": [9, 10, 12, 16], "tcpw": 2, "temperatur": [24, 26, 29], "test": 9, "time": 18, "total": 2, "trough": 28, "unit": [8, 9, 10, 11, 12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -914,7 +914,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Calculations.html b/notebooks/skewt/Sounding_Calculations.html
index afac7c8..5034a8b 100644
--- a/notebooks/skewt/Sounding_Calculations.html
+++ b/notebooks/skewt/Sounding_Calculations.html
@@ -79,7 +79,7 @@
-
+
@@ -1066,7 +1066,7 @@ Assign Units
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1120,7 +1120,7 @@ Assign Units
-
+
@@ -873,7 +873,7 @@ Assign Units
@@ -1269,7 +1269,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1323,7 +1323,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Plotter.html b/notebooks/skewt/Sounding_Plotter.html
index 68a2cf0..398a636 100644
--- a/notebooks/skewt/Sounding_Plotter.html
+++ b/notebooks/skewt/Sounding_Plotter.html
@@ -79,7 +79,7 @@
-
+
@@ -973,7 +973,7 @@ Imports
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Imports
diff --git a/notebooks/skewt/index.html b/notebooks/skewt/index.html
index de668e7..ad9f7fb 100644
--- a/notebooks/skewt/index.html
+++ b/notebooks/skewt/index.html
@@ -81,7 +81,7 @@
-
+
@@ -711,7 +711,7 @@ Skew-T Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -765,7 +765,7 @@ Skew-T Analysis
-
+
@@ -576,7 +576,7 @@ Make the Hovmoller Plot
-
+
@@ -891,7 +891,7 @@ Make the Hovmoller Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -945,7 +945,7 @@ Make the Hovmoller Plot
diff --git a/notebooks/specialty/Observational_Data_Cross_Section.html b/notebooks/specialty/Observational_Data_Cross_Section.html
index a11f208..6d043c9 100644
--- a/notebooks/specialty/Observational_Data_Cross_Section.html
+++ b/notebooks/specialty/Observational_Data_Cross_Section.html
@@ -79,7 +79,7 @@
-
+
@@ -716,7 +716,7 @@ Get Radiosonde Data 495 text))
496 return resp
-HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=OAX
+HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=DNR
Server Error (503: Sorry, the server is too busy to process your request.
Please try again later.
)
@@ -742,14 +742,15 @@ Create Interpolated fieldsCell In[6], line 1
----> 1 xsect = radiosonde_cross_section(stn_list, df)
-Cell In[3], line 68, in radiosonde_cross_section(stns, data, start, end, step)
- 66 for station, loc in zip(stns, range(nstns)):
- 67 if key == 'pressure':
----> 68 lats.append(data[station].latitude[0])
- 69 lons.append(data[station].longitude[0])
- 70 elev.append(data[station].elevation[0])
+Cell In[3], line 59, in radiosonde_cross_section(stns, data, start, end, step)
+ 57 lons = []
+ 58 elev = []
+---> 59 keys = data[stns[0]].keys()[:8]
+ 60 tmp_grid = dict.fromkeys(keys)
+ 62 # Interpolate all variables for each radiosonde observation
+ 63 # Temperature, Dewpoint, U-wind, V-wind
-KeyError: 'OAX'
+KeyError: 'DNR'
@@ -1185,7 +1186,7 @@ Plot Cross Section
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1239,7 +1240,7 @@ Plot Cross Section
-
+
@@ -583,7 +583,7 @@ Smoothing Contours
-
+
@@ -879,7 +879,7 @@ Smoothing Contours
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, "metpy-absolute-vorticity-calculation"]], "MetPy Cookbook": [[0, "metpy-cookbook"]], "MetPy Declarative - 300 hPa": [[5, "metpy-declarative-300-hpa"]], "MetPy Skew-T Cookbook": [[9, "metpy-skew-t-cookbook"]], "MetPy\u2019s Simplified Plotting Interface": [[7, "metpys-simplified-plotting-interface"]], "Miller Composite Chart": [[4, "miller-composite-chart"]], "Most-Unstable Convective Available Potential Energy (MUCAPE)": [[1, "most-unstable-convective-available-potential-energy-mucape"]], "Now make the 500-hPa map": [[36, "now-make-the-500-hpa-map"]], "Now, Let\u2019s Improve the Wind Barbs": [[9, "now-lets-improve-the-wind-barbs"]], "Observation Data": [[33, "observation-data"]], "Obtain Data and Format": [[8, "obtain-data-and-format"], [9, "obtain-data-and-format"], [10, "obtain-data-and-format"], [11, "obtain-data-and-format"], [12, "obtain-data-and-format"], [13, "obtain-data-and-format"], [14, "obtain-data-and-format"]], "Obtain data": [[34, "obtain-data"]], "Optional Step": [[9, "optional-step"]], "Overview": [[9, "overview"]], "Plot Cross Section": [[18, "plot-cross-section"]], "Plot Data": [[25, "plot-data"]], "Plotting Frontogenesis": [[24, "plotting-frontogenesis"]], "Plotting High/Low Symbols": [[33, "plotting-high-low-symbols"]], "Prerequisites": [[9, "prerequisites"]], "QVector Example": [[25, "qvector-example"]], "Radiosonde Observation Interpolation Function": [[18, "radiosonde-observation-interpolation-function"]], "Real Data Cross-Section Example": [[18, "real-data-cross-section-example"]], "Resources and references": [[9, "resources-and-references"]], "Running on Binder": [[0, "running-on-binder"]], "Running on Your Own Machine": [[0, "running-on-your-own-machine"]], "Running the Notebooks": [[0, "running-the-notebooks"]], "Second Query for 850-hPa data": [[34, "second-query-for-850-hpa-data"]], "Simple Sounding with MetPy Test Data": [[9, "simple-sounding-with-metpy-test-data"]], "Skew-T Analysis": [[10, "skew-t-analysis"], [16, "skew-t-analysis"]], "Skew-T with Complex Layout": [[12, "skew-t-with-complex-layout"]], "Smoothing Contours": [[19, "smoothing-contours"]], "Sounding Calculation Examples": [[13, "sounding-calculation-examples"]], "Sounding Plotter": [[15, "sounding-plotter"]], "Sounding as Dataset Example": [[14, "sounding-as-dataset-example"]], "Specialty Plotting": [[20, "specialty-plotting"]], "Station Information": [[33, "station-information"]], "Stations and Time": [[18, "stations-and-time"]], "Structure": [[0, "structure"]], "Subset Observational Data": [[33, "subset-observational-data"]], "Synoptic Analysis": [[35, "synoptic-analysis"]], "The MetPy Example Gallery": [[0, "the-metpy-example-gallery"]], "The Plot": [[6, "the-plot"]], "Total Column Precipitable Water (TCPW)": [[2, "total-column-precipitable-water-tcpw"]], "Using Xarray for Data read and selection": [[36, "using-xarray-for-data-read-and-selection"]], "Vertical Interpolation Function": [[18, "vertical-interpolation-function"]]}, "docnames": ["README", "notebooks/convective/MUCAPE", "notebooks/convective/TCPW", "notebooks/convective/index", "notebooks/convective/miller_composite", "notebooks/declarative/Declarative_300hPa", "notebooks/declarative/declarative_500_hPa", "notebooks/declarative/index", "notebooks/skewt/Advanced_Sounding", "notebooks/skewt/Foundational_Sounding", "notebooks/skewt/Skew-T_Analysis", "notebooks/skewt/Skew-T_Hodograph_Inset", "notebooks/skewt/Skew-T_Layout_Hodograph", "notebooks/skewt/Sounding_Calculations", "notebooks/skewt/Sounding_LCL_Dataset", "notebooks/skewt/Sounding_Plotter", "notebooks/skewt/index", "notebooks/specialty/Hovmoller_Diagram", "notebooks/specialty/Observational_Data_Cross_Section", "notebooks/specialty/Smoothing_Contours", "notebooks/specialty/index", "notebooks/synoptic/250hPa_Hemispheric_Plot", "notebooks/synoptic/500hPa_Absolute_Vorticity_winds", "notebooks/synoptic/500hPa_Vorticity_Advection", "notebooks/synoptic/850hPa_Frontogenesis", 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"vertical_level": [18, 21, 27, 34], "vertical_pressure_velocitylong_nam": [1, 2, 30], "vertical_pressure_velocityunit": [1, 2, 30], "vertical_tot": 13, "verticalalign": 33, "vgeo": 28, "vgrad": 28, "vgrd": [22, 23], "via": [0, 4, 8, 9, 11, 12, 13, 14, 17, 19, 23, 26, 27, 28, 34, 36], "view": [0, 1, 2, 22, 24, 30, 32, 33], "vision": 9, "visual": 17, "vmax": 30, "vmin": 30, "vnd": 15, "vnr": [22, 23], "vor": 28, "vort_adv": 23, "vort_adv_500": 4, "vort_adv_500_smooth": 4, "vortic": [4, 28, 29], "vqvect": [25, 28], "vstack": 22, "vt": [22, 23], "vtime": [4, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 31, 32, 36], "vwnd": [4, 5, 17, 31, 32], "vwnd_250": 32, "vwnd_300": 29, "vwnd_500": [19, 22, 23, 36], "vwnd_500er": 23, "vwnd_700": 29, "vwnd_850": [24, 25], "vwnd_er": 22, "vwnd_var": 32, "w": [17, 36], "wa": [21, 33, 34], "wai": [0, 16], "want": [1, 2, 9, 10, 21, 22, 26, 27, 30, 31, 32, 34, 36], "warn": [1, 5, 15, 17, 27], "wave": [17, 28], "wdir": 28, "we": [0, 1, 4, 6, 8, 9, 10, 11, 12, 13, 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26, 27, 36], "wyom": [9, 10, 15, 18], "wyomingupperair": [10, 15, 18], "x": [1, 2, 4, 15, 18, 22, 23, 26, 27, 28, 29, 30, 33, 36], "x27": [1, 2, 14, 30], "x_grid": 18, "x_tick_label": 17, "xarrai": [1, 2, 4, 5, 6, 14, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34], "xloc": [8, 14, 15, 33], "xml": [4, 19, 21, 23, 26, 27, 31, 34], "xr": [1, 2, 4, 5, 6, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 36], "xsect": 18, "xtick": 18, "xx": [18, 22, 23], "xy": [27, 34], "y": [4, 6, 9, 10, 15, 17, 18, 22, 23, 26, 27, 28, 29, 31, 33, 34, 36], "y_clip_radiu": 10, "yarrai": [1, 2, 30], "yaxis_invert": 18, "year": [10, 18, 33], "yellow": 4, "yield": 6, "ylgn": 31, "yloc": 33, "ylorrd": 22, "ymax": 18, "ymin": 18, "yml": 0, "you": [0, 1, 2, 5, 9, 10, 21, 22, 26, 27, 30, 31, 32, 33, 34, 36], "your": [9, 10, 18], "yourself": 0, "youtub": 9, "yy": [22, 23], "yyyi": 10, "yyyymmddhh": 15, "z": [4, 23, 26, 28, 29], "z_250": 21, "z_500": 19, "z_850": 26, "zcoordin": [1, 2, 30], "zero": [1, 2, 6], "zip": [1, 5, 17, 18, 27], "zoom": 27, "zoom_500": 27, "zoom_xarrai": 27, "zorder": [4, 18, 33]}, "titles": ["MetPy Cookbook", "Most-Unstable Convective Available Potential Energy (MUCAPE)", "Total Column Precipitable Water (TCPW)", "Convective Calculations", "Miller Composite Chart", "MetPy Declarative - 300 hPa", "Declarative 500-hPa Absolute Vorticity", "MetPy\u2019s Simplified Plotting Interface", "Advanced Sounding", "MetPy Skew-T Cookbook", "Skew-T Analysis", "Hodograph Inset", "Skew-T with Complex Layout", "Sounding Calculation Examples", "Sounding as Dataset Example", "Sounding Plotter", "Skew-T Analysis", "Hovmoller Diagram Example", "Real Data Cross-Section Example", "Smoothing Contours", "Specialty Plotting", "A 250-hPa Hemispheric Map using Python", "500 hPa Geopotential Heights, Absolute Vorticity, and Winds", "500 hPa Vorticity Advection", "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds", "QVector Example", "850 hPa Temperature Advection", "Geostrophic and Ageostrophic Wind", "Analytic 300-hPa Trough", "Differential Temperature Advection with NARR Data", "Geostrophic Wind and Other Calcuations", "Isentropic Analysis", "Baroclinic Potential Vorticity Analysis, Divergence, and Winds", "DIFAX Replication", "Calculating Wind Shear", "Synoptic Analysis", "Using Xarray for Data read and selection"], "titleterms": {"": [7, 9], "250": 21, "300": [5, 28], "500": [6, 22, 23, 36], "850": [24, 26, 34], "A": 21, "The": [0, 6], "absolut": [6, 22], "access": [26, 36], "add": 5, "advanc": 8, "advect": [23, 26, 29], "ageostroph": 27, "analysi": [10, 16, 31, 32, 35], "analyt": 28, "aquisit": 23, "assign": [8, 9, 10, 11, 12, 13, 14], "author": 0, "avail": 1, "barb": 9, "baroclin": 32, "begin": [23, 26], "binder": 0, "calcuat": 30, "calcul": [3, 5, 13, 18, 22, 23, 24, 26, 29, 34], "cell": 9, "chart": 4, "code": 9, "column": 2, "complex": 12, "composit": 4, "comput": [22, 23, 25], "contour": [6, 19], "contributor": 0, "convect": 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"most": 1, "mslp": 34, "mucap": 1, "narr": 29, "ncss": 26, "necessari": 34, "netcdfsubset": 26, "notebook": 0, "now": [9, 36], "object": 26, "observ": [18, 33], "obtain": [8, 9, 10, 11, 12, 13, 14, 34], "option": 9, "other": 30, "overview": 9, "own": 0, "packag": 34, "panel": 29, "plot": [5, 6, 7, 8, 9, 10, 12, 14, 17, 18, 20, 24, 25, 29, 33], "plotter": 15, "potenti": [1, 32], "precipit": 2, "prerequisit": 9, "previou": 9, "python": 21, "q": 25, "queri": 34, "qvector": 25, "radiosond": 18, "read": 36, "real": 18, "refer": 9, "rel": [22, 23], "replic": 33, "resourc": 9, "retriev": [22, 32], "run": 0, "second": 34, "section": 18, "select": 36, "shear": 34, "simpl": 9, "simplifi": 7, "skew": [9, 10, 12, 16], "smooth": 19, "sound": [8, 9, 10, 12, 13, 14, 15], "specialti": 20, "station": 18, "step": 9, "structur": 0, "subset": 33, "symbol": 33, "synopt": 35, "t": [9, 10, 12, 16], "tcpw": 2, "temperatur": [24, 26, 29], "test": 9, "time": 18, "total": 2, "trough": 28, "unit": [8, 9, 10, 11, 12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
Assign Units
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1120,7 +1120,7 @@ Assign Units
-
+
@@ -873,7 +873,7 @@ Assign Units
@@ -1269,7 +1269,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1323,7 +1323,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Plotter.html b/notebooks/skewt/Sounding_Plotter.html
index 68a2cf0..398a636 100644
--- a/notebooks/skewt/Sounding_Plotter.html
+++ b/notebooks/skewt/Sounding_Plotter.html
@@ -79,7 +79,7 @@
-
+
@@ -973,7 +973,7 @@ Imports
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Imports
diff --git a/notebooks/skewt/index.html b/notebooks/skewt/index.html
index de668e7..ad9f7fb 100644
--- a/notebooks/skewt/index.html
+++ b/notebooks/skewt/index.html
@@ -81,7 +81,7 @@
-
+
@@ -711,7 +711,7 @@ Skew-T Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -765,7 +765,7 @@ Skew-T Analysis
-
+
@@ -576,7 +576,7 @@ Make the Hovmoller Plot
-
+
@@ -891,7 +891,7 @@ Make the Hovmoller Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -945,7 +945,7 @@ Make the Hovmoller Plot
diff --git a/notebooks/specialty/Observational_Data_Cross_Section.html b/notebooks/specialty/Observational_Data_Cross_Section.html
index a11f208..6d043c9 100644
--- a/notebooks/specialty/Observational_Data_Cross_Section.html
+++ b/notebooks/specialty/Observational_Data_Cross_Section.html
@@ -79,7 +79,7 @@
-
+
@@ -716,7 +716,7 @@ Get Radiosonde Data 495 text))
496 return resp
-HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=OAX
+HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=DNR
Server Error (503: Sorry, the server is too busy to process your request.
Please try again later.
)
@@ -742,14 +742,15 @@ Create Interpolated fieldsCell In[6], line 1
----> 1 xsect = radiosonde_cross_section(stn_list, df)
-Cell In[3], line 68, in radiosonde_cross_section(stns, data, start, end, step)
- 66 for station, loc in zip(stns, range(nstns)):
- 67 if key == 'pressure':
----> 68 lats.append(data[station].latitude[0])
- 69 lons.append(data[station].longitude[0])
- 70 elev.append(data[station].elevation[0])
+Cell In[3], line 59, in radiosonde_cross_section(stns, data, start, end, step)
+ 57 lons = []
+ 58 elev = []
+---> 59 keys = data[stns[0]].keys()[:8]
+ 60 tmp_grid = dict.fromkeys(keys)
+ 62 # Interpolate all variables for each radiosonde observation
+ 63 # Temperature, Dewpoint, U-wind, V-wind
-KeyError: 'OAX'
+KeyError: 'DNR'
@@ -1185,7 +1186,7 @@ Plot Cross Section
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1239,7 +1240,7 @@ Plot Cross Section
-
+
@@ -583,7 +583,7 @@ Smoothing Contours
-
+
@@ -879,7 +879,7 @@ Smoothing Contours
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, "metpy-absolute-vorticity-calculation"]], "MetPy Cookbook": [[0, "metpy-cookbook"]], "MetPy Declarative - 300 hPa": [[5, "metpy-declarative-300-hpa"]], "MetPy Skew-T Cookbook": [[9, "metpy-skew-t-cookbook"]], "MetPy\u2019s Simplified Plotting Interface": [[7, "metpys-simplified-plotting-interface"]], "Miller Composite Chart": [[4, "miller-composite-chart"]], "Most-Unstable Convective Available Potential Energy (MUCAPE)": [[1, "most-unstable-convective-available-potential-energy-mucape"]], "Now make the 500-hPa map": [[36, "now-make-the-500-hpa-map"]], "Now, Let\u2019s Improve the Wind Barbs": [[9, "now-lets-improve-the-wind-barbs"]], "Observation Data": [[33, "observation-data"]], "Obtain Data and Format": [[8, "obtain-data-and-format"], [9, "obtain-data-and-format"], [10, "obtain-data-and-format"], [11, "obtain-data-and-format"], [12, "obtain-data-and-format"], [13, "obtain-data-and-format"], [14, "obtain-data-and-format"]], "Obtain data": [[34, "obtain-data"]], "Optional Step": [[9, "optional-step"]], "Overview": [[9, "overview"]], "Plot Cross Section": [[18, "plot-cross-section"]], "Plot Data": [[25, "plot-data"]], "Plotting Frontogenesis": [[24, "plotting-frontogenesis"]], "Plotting High/Low Symbols": [[33, "plotting-high-low-symbols"]], "Prerequisites": [[9, "prerequisites"]], "QVector Example": [[25, "qvector-example"]], "Radiosonde Observation Interpolation Function": [[18, "radiosonde-observation-interpolation-function"]], "Real Data Cross-Section Example": [[18, "real-data-cross-section-example"]], "Resources and references": [[9, "resources-and-references"]], "Running on Binder": [[0, "running-on-binder"]], "Running on Your Own Machine": [[0, "running-on-your-own-machine"]], "Running the Notebooks": [[0, "running-the-notebooks"]], "Second Query for 850-hPa data": [[34, "second-query-for-850-hpa-data"]], "Simple Sounding with MetPy Test Data": [[9, "simple-sounding-with-metpy-test-data"]], "Skew-T Analysis": [[10, "skew-t-analysis"], [16, "skew-t-analysis"]], "Skew-T with Complex Layout": [[12, "skew-t-with-complex-layout"]], "Smoothing Contours": [[19, "smoothing-contours"]], "Sounding Calculation Examples": [[13, "sounding-calculation-examples"]], "Sounding Plotter": [[15, "sounding-plotter"]], "Sounding as Dataset Example": [[14, "sounding-as-dataset-example"]], "Specialty Plotting": [[20, "specialty-plotting"]], "Station Information": [[33, "station-information"]], "Stations and Time": [[18, "stations-and-time"]], "Structure": [[0, "structure"]], "Subset Observational Data": [[33, "subset-observational-data"]], "Synoptic Analysis": [[35, "synoptic-analysis"]], "The MetPy Example Gallery": [[0, "the-metpy-example-gallery"]], "The Plot": [[6, "the-plot"]], "Total Column Precipitable Water (TCPW)": [[2, "total-column-precipitable-water-tcpw"]], "Using Xarray for Data read and selection": [[36, "using-xarray-for-data-read-and-selection"]], "Vertical Interpolation Function": [[18, "vertical-interpolation-function"]]}, 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\ No newline at end of file
Assign Units
@@ -1269,7 +1269,7 @@ Create Sounding Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1323,7 +1323,7 @@ Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Plotter.html b/notebooks/skewt/Sounding_Plotter.html
index 68a2cf0..398a636 100644
--- a/notebooks/skewt/Sounding_Plotter.html
+++ b/notebooks/skewt/Sounding_Plotter.html
@@ -79,7 +79,7 @@
-
+
@@ -973,7 +973,7 @@ Imports
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Imports
diff --git a/notebooks/skewt/index.html b/notebooks/skewt/index.html
index de668e7..ad9f7fb 100644
--- a/notebooks/skewt/index.html
+++ b/notebooks/skewt/index.html
@@ -81,7 +81,7 @@
-
+
@@ -711,7 +711,7 @@ Skew-T Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -765,7 +765,7 @@ Skew-T Analysis
-
+
@@ -576,7 +576,7 @@ Make the Hovmoller Plot
-
+
@@ -891,7 +891,7 @@ Make the Hovmoller Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -945,7 +945,7 @@ Make the Hovmoller Plot
diff --git a/notebooks/specialty/Observational_Data_Cross_Section.html b/notebooks/specialty/Observational_Data_Cross_Section.html
index a11f208..6d043c9 100644
--- a/notebooks/specialty/Observational_Data_Cross_Section.html
+++ b/notebooks/specialty/Observational_Data_Cross_Section.html
@@ -79,7 +79,7 @@
-
+
@@ -716,7 +716,7 @@ Get Radiosonde Data 495 text))
496 return resp
-HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=OAX
+HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=DNR
Server Error (503: Sorry, the server is too busy to process your request.
Please try again later.
)
@@ -742,14 +742,15 @@ Create Interpolated fieldsCell In[6], line 1
----> 1 xsect = radiosonde_cross_section(stn_list, df)
-Cell In[3], line 68, in radiosonde_cross_section(stns, data, start, end, step)
- 66 for station, loc in zip(stns, range(nstns)):
- 67 if key == 'pressure':
----> 68 lats.append(data[station].latitude[0])
- 69 lons.append(data[station].longitude[0])
- 70 elev.append(data[station].elevation[0])
+Cell In[3], line 59, in radiosonde_cross_section(stns, data, start, end, step)
+ 57 lons = []
+ 58 elev = []
+---> 59 keys = data[stns[0]].keys()[:8]
+ 60 tmp_grid = dict.fromkeys(keys)
+ 62 # Interpolate all variables for each radiosonde observation
+ 63 # Temperature, Dewpoint, U-wind, V-wind
-KeyError: 'OAX'
+KeyError: 'DNR'
@@ -1185,7 +1186,7 @@ Plot Cross Section
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1239,7 +1240,7 @@ Plot Cross Section
-
+
@@ -583,7 +583,7 @@ Smoothing Contours
-
+
@@ -879,7 +879,7 @@ Smoothing Contours
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, 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\ No newline at end of file
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Create Sounding Plot
diff --git a/notebooks/skewt/Sounding_Plotter.html b/notebooks/skewt/Sounding_Plotter.html
index 68a2cf0..398a636 100644
--- a/notebooks/skewt/Sounding_Plotter.html
+++ b/notebooks/skewt/Sounding_Plotter.html
@@ -79,7 +79,7 @@
-
+
@@ -973,7 +973,7 @@ Imports
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1027,7 +1027,7 @@ Imports
diff --git a/notebooks/skewt/index.html b/notebooks/skewt/index.html
index de668e7..ad9f7fb 100644
--- a/notebooks/skewt/index.html
+++ b/notebooks/skewt/index.html
@@ -81,7 +81,7 @@
-
+
@@ -711,7 +711,7 @@ Skew-T Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -765,7 +765,7 @@ Skew-T Analysis
-
+
@@ -576,7 +576,7 @@ Make the Hovmoller Plot
-
+
@@ -891,7 +891,7 @@ Make the Hovmoller Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -945,7 +945,7 @@ Make the Hovmoller Plot
diff --git a/notebooks/specialty/Observational_Data_Cross_Section.html b/notebooks/specialty/Observational_Data_Cross_Section.html
index a11f208..6d043c9 100644
--- a/notebooks/specialty/Observational_Data_Cross_Section.html
+++ b/notebooks/specialty/Observational_Data_Cross_Section.html
@@ -79,7 +79,7 @@
-
+
@@ -716,7 +716,7 @@ Get Radiosonde Data 495 text))
496 return resp
-HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=OAX
+HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=DNR
Server Error (503: Sorry, the server is too busy to process your request.
Please try again later.
)
@@ -742,14 +742,15 @@ Create Interpolated fieldsCell In[6], line 1
----> 1 xsect = radiosonde_cross_section(stn_list, df)
-Cell In[3], line 68, in radiosonde_cross_section(stns, data, start, end, step)
- 66 for station, loc in zip(stns, range(nstns)):
- 67 if key == 'pressure':
----> 68 lats.append(data[station].latitude[0])
- 69 lons.append(data[station].longitude[0])
- 70 elev.append(data[station].elevation[0])
+Cell In[3], line 59, in radiosonde_cross_section(stns, data, start, end, step)
+ 57 lons = []
+ 58 elev = []
+---> 59 keys = data[stns[0]].keys()[:8]
+ 60 tmp_grid = dict.fromkeys(keys)
+ 62 # Interpolate all variables for each radiosonde observation
+ 63 # Temperature, Dewpoint, U-wind, V-wind
-KeyError: 'OAX'
+KeyError: 'DNR'
@@ -1185,7 +1186,7 @@ Plot Cross Section
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1239,7 +1240,7 @@ Plot Cross Section
-
+
@@ -583,7 +583,7 @@ Smoothing Contours
-
+
@@ -879,7 +879,7 @@ Smoothing Contours
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, "metpy-absolute-vorticity-calculation"]], "MetPy Cookbook": [[0, "metpy-cookbook"]], "MetPy Declarative - 300 hPa": [[5, "metpy-declarative-300-hpa"]], "MetPy Skew-T Cookbook": [[9, "metpy-skew-t-cookbook"]], "MetPy\u2019s Simplified Plotting Interface": [[7, "metpys-simplified-plotting-interface"]], "Miller Composite Chart": [[4, "miller-composite-chart"]], "Most-Unstable Convective Available Potential Energy (MUCAPE)": [[1, "most-unstable-convective-available-potential-energy-mucape"]], "Now make the 500-hPa map": [[36, "now-make-the-500-hpa-map"]], "Now, Let\u2019s Improve the Wind Barbs": [[9, "now-lets-improve-the-wind-barbs"]], "Observation Data": [[33, "observation-data"]], "Obtain Data and Format": [[8, "obtain-data-and-format"], [9, "obtain-data-and-format"], [10, "obtain-data-and-format"], [11, "obtain-data-and-format"], [12, "obtain-data-and-format"], [13, "obtain-data-and-format"], [14, "obtain-data-and-format"]], "Obtain data": [[34, "obtain-data"]], "Optional Step": [[9, "optional-step"]], "Overview": [[9, "overview"]], "Plot Cross Section": [[18, "plot-cross-section"]], "Plot Data": [[25, "plot-data"]], "Plotting Frontogenesis": [[24, "plotting-frontogenesis"]], "Plotting High/Low Symbols": [[33, "plotting-high-low-symbols"]], "Prerequisites": [[9, "prerequisites"]], "QVector Example": [[25, "qvector-example"]], "Radiosonde Observation Interpolation Function": [[18, "radiosonde-observation-interpolation-function"]], "Real Data Cross-Section Example": [[18, "real-data-cross-section-example"]], "Resources and references": [[9, "resources-and-references"]], "Running on Binder": [[0, "running-on-binder"]], "Running on Your Own Machine": [[0, "running-on-your-own-machine"]], "Running the Notebooks": [[0, "running-the-notebooks"]], "Second Query for 850-hPa data": [[34, "second-query-for-850-hpa-data"]], "Simple Sounding with MetPy Test Data": [[9, "simple-sounding-with-metpy-test-data"]], "Skew-T Analysis": [[10, "skew-t-analysis"], [16, "skew-t-analysis"]], "Skew-T with Complex Layout": [[12, "skew-t-with-complex-layout"]], "Smoothing Contours": [[19, "smoothing-contours"]], "Sounding Calculation Examples": [[13, "sounding-calculation-examples"]], "Sounding Plotter": [[15, "sounding-plotter"]], "Sounding as Dataset Example": [[14, "sounding-as-dataset-example"]], "Specialty Plotting": [[20, "specialty-plotting"]], "Station Information": [[33, "station-information"]], "Stations and Time": [[18, "stations-and-time"]], "Structure": [[0, "structure"]], "Subset Observational Data": [[33, "subset-observational-data"]], "Synoptic Analysis": [[35, "synoptic-analysis"]], "The MetPy Example Gallery": [[0, "the-metpy-example-gallery"]], "The Plot": [[6, "the-plot"]], "Total Column Precipitable Water (TCPW)": [[2, "total-column-precipitable-water-tcpw"]], "Using Xarray for Data read and selection": [[36, "using-xarray-for-data-read-and-selection"]], "Vertical Interpolation Function": [[18, "vertical-interpolation-function"]]}, 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12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Imports
diff --git a/notebooks/skewt/index.html b/notebooks/skewt/index.html
index de668e7..ad9f7fb 100644
--- a/notebooks/skewt/index.html
+++ b/notebooks/skewt/index.html
@@ -81,7 +81,7 @@
-
+
@@ -711,7 +711,7 @@ Skew-T Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -765,7 +765,7 @@ Skew-T Analysis
-
+
@@ -576,7 +576,7 @@ Make the Hovmoller Plot
-
+
@@ -891,7 +891,7 @@ Make the Hovmoller Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -945,7 +945,7 @@ Make the Hovmoller Plot
diff --git a/notebooks/specialty/Observational_Data_Cross_Section.html b/notebooks/specialty/Observational_Data_Cross_Section.html
index a11f208..6d043c9 100644
--- a/notebooks/specialty/Observational_Data_Cross_Section.html
+++ b/notebooks/specialty/Observational_Data_Cross_Section.html
@@ -79,7 +79,7 @@
-
+
@@ -716,7 +716,7 @@ Get Radiosonde Data 495 text))
496 return resp
-HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=OAX
+HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=DNR
Server Error (503: Sorry, the server is too busy to process your request.
Please try again later.
)
@@ -742,14 +742,15 @@ Create Interpolated fieldsCell In[6], line 1
----> 1 xsect = radiosonde_cross_section(stn_list, df)
-Cell In[3], line 68, in radiosonde_cross_section(stns, data, start, end, step)
- 66 for station, loc in zip(stns, range(nstns)):
- 67 if key == 'pressure':
----> 68 lats.append(data[station].latitude[0])
- 69 lons.append(data[station].longitude[0])
- 70 elev.append(data[station].elevation[0])
+Cell In[3], line 59, in radiosonde_cross_section(stns, data, start, end, step)
+ 57 lons = []
+ 58 elev = []
+---> 59 keys = data[stns[0]].keys()[:8]
+ 60 tmp_grid = dict.fromkeys(keys)
+ 62 # Interpolate all variables for each radiosonde observation
+ 63 # Temperature, Dewpoint, U-wind, V-wind
-KeyError: 'OAX'
+KeyError: 'DNR'
@@ -1185,7 +1186,7 @@ Plot Cross Section
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1239,7 +1240,7 @@ Plot Cross Section
-
+
@@ -583,7 +583,7 @@ Smoothing Contours
-
+
@@ -879,7 +879,7 @@ Smoothing Contours
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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\ No newline at end of file
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Skew-T Analysis
-
+
@@ -576,7 +576,7 @@ Make the Hovmoller Plot
-
+
@@ -891,7 +891,7 @@ Make the Hovmoller Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -945,7 +945,7 @@ Make the Hovmoller Plot
diff --git a/notebooks/specialty/Observational_Data_Cross_Section.html b/notebooks/specialty/Observational_Data_Cross_Section.html
index a11f208..6d043c9 100644
--- a/notebooks/specialty/Observational_Data_Cross_Section.html
+++ b/notebooks/specialty/Observational_Data_Cross_Section.html
@@ -79,7 +79,7 @@
-
+
@@ -716,7 +716,7 @@ Get Radiosonde Data 495 text))
496 return resp
-HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=OAX
+HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=DNR
Server Error (503: Sorry, the server is too busy to process your request.
Please try again later.
)
@@ -742,14 +742,15 @@ Create Interpolated fieldsCell In[6], line 1
----> 1 xsect = radiosonde_cross_section(stn_list, df)
-Cell In[3], line 68, in radiosonde_cross_section(stns, data, start, end, step)
- 66 for station, loc in zip(stns, range(nstns)):
- 67 if key == 'pressure':
----> 68 lats.append(data[station].latitude[0])
- 69 lons.append(data[station].longitude[0])
- 70 elev.append(data[station].elevation[0])
+Cell In[3], line 59, in radiosonde_cross_section(stns, data, start, end, step)
+ 57 lons = []
+ 58 elev = []
+---> 59 keys = data[stns[0]].keys()[:8]
+ 60 tmp_grid = dict.fromkeys(keys)
+ 62 # Interpolate all variables for each radiosonde observation
+ 63 # Temperature, Dewpoint, U-wind, V-wind
-KeyError: 'OAX'
+KeyError: 'DNR'
@@ -1185,7 +1186,7 @@ Plot Cross Section
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1239,7 +1240,7 @@ Plot Cross Section
-
+
@@ -583,7 +583,7 @@ Smoothing Contours
-
+
@@ -879,7 +879,7 @@ Smoothing Contours
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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\ No newline at end of file
+
@@ -891,7 +891,7 @@ Make the Hovmoller Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -945,7 +945,7 @@ Make the Hovmoller Plot
diff --git a/notebooks/specialty/Observational_Data_Cross_Section.html b/notebooks/specialty/Observational_Data_Cross_Section.html
index a11f208..6d043c9 100644
--- a/notebooks/specialty/Observational_Data_Cross_Section.html
+++ b/notebooks/specialty/Observational_Data_Cross_Section.html
@@ -79,7 +79,7 @@
-
+
@@ -716,7 +716,7 @@ Get Radiosonde Data 495 text))
496 return resp
-HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=OAX
+HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=DNR
Server Error (503: Sorry, the server is too busy to process your request.
Please try again later.
)
@@ -742,14 +742,15 @@ Create Interpolated fieldsCell In[6], line 1
----> 1 xsect = radiosonde_cross_section(stn_list, df)
-Cell In[3], line 68, in radiosonde_cross_section(stns, data, start, end, step)
- 66 for station, loc in zip(stns, range(nstns)):
- 67 if key == 'pressure':
----> 68 lats.append(data[station].latitude[0])
- 69 lons.append(data[station].longitude[0])
- 70 elev.append(data[station].elevation[0])
+Cell In[3], line 59, in radiosonde_cross_section(stns, data, start, end, step)
+ 57 lons = []
+ 58 elev = []
+---> 59 keys = data[stns[0]].keys()[:8]
+ 60 tmp_grid = dict.fromkeys(keys)
+ 62 # Interpolate all variables for each radiosonde observation
+ 63 # Temperature, Dewpoint, U-wind, V-wind
-KeyError: 'OAX'
+KeyError: 'DNR'
@@ -1185,7 +1186,7 @@ Plot Cross Section
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1239,7 +1240,7 @@ Plot Cross Section
-
+
@@ -583,7 +583,7 @@ Smoothing Contours
-
+
@@ -879,7 +879,7 @@ Smoothing Contours
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
Get Radiosonde Data 495 text))
496 return resp
-HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=OAX
+HTTPError: Error accessing http://weather.uwyo.edu/cgi-bin/sounding/?region=naconf&TYPE=TEXT%3ALIST&YEAR=2019&MONTH=06&FROM=0100&TO=0100&STNM=DNR
Server Error (503: Sorry, the server is too busy to process your request.
Please try again later.
)
@@ -742,14 +742,15 @@ Create Interpolated fieldsCell In[6], line 1
----> 1 xsect = radiosonde_cross_section(stn_list, df)
-Cell In[3], line 68, in radiosonde_cross_section(stns, data, start, end, step)
- 66 for station, loc in zip(stns, range(nstns)):
- 67 if key == 'pressure':
----> 68 lats.append(data[station].latitude[0])
- 69 lons.append(data[station].longitude[0])
- 70 elev.append(data[station].elevation[0])
+Cell In[3], line 59, in radiosonde_cross_section(stns, data, start, end, step)
+ 57 lons = []
+ 58 elev = []
+---> 59 keys = data[stns[0]].keys()[:8]
+ 60 tmp_grid = dict.fromkeys(keys)
+ 62 # Interpolate all variables for each radiosonde observation
+ 63 # Temperature, Dewpoint, U-wind, V-wind
-KeyError: 'OAX'
+KeyError: 'DNR'
@@ -1185,7 +1186,7 @@ Plot Cross Section
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1239,7 +1240,7 @@ Plot Cross Section
-
+
@@ -583,7 +583,7 @@ Smoothing Contours
-
+
@@ -879,7 +879,7 @@ Smoothing Contours
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, 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12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
Plot Cross Section
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1239,7 +1240,7 @@ Plot Cross Section
-
+
@@ -583,7 +583,7 @@ Smoothing Contours
-
+
@@ -879,7 +879,7 @@ Smoothing Contours
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, 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12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
Smoothing Contours
-
+
@@ -879,7 +879,7 @@ Smoothing Contours
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, 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"zero": [1, 2, 6], "zip": [1, 5, 17, 18, 27], "zoom": 27, "zoom_500": 27, "zoom_xarrai": 27, "zorder": [4, 18, 33]}, "titles": ["MetPy Cookbook", "Most-Unstable Convective Available Potential Energy (MUCAPE)", "Total Column Precipitable Water (TCPW)", "Convective Calculations", "Miller Composite Chart", "MetPy Declarative - 300 hPa", "Declarative 500-hPa Absolute Vorticity", "MetPy\u2019s Simplified Plotting Interface", "Advanced Sounding", "MetPy Skew-T Cookbook", "Skew-T Analysis", "Hodograph Inset", "Skew-T with Complex Layout", "Sounding Calculation Examples", "Sounding as Dataset Example", "Sounding Plotter", "Skew-T Analysis", "Hovmoller Diagram Example", "Real Data Cross-Section Example", "Smoothing Contours", "Specialty Plotting", "A 250-hPa Hemispheric Map using Python", "500 hPa Geopotential Heights, Absolute Vorticity, and Winds", "500 hPa Vorticity Advection", "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds", "QVector Example", "850 hPa Temperature 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12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Smoothing Contours
-
+
@@ -703,7 +703,7 @@ Specialty Plotting
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, 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"zero": [1, 2, 6], "zip": [1, 5, 17, 18, 27], "zoom": 27, "zoom_500": 27, "zoom_xarrai": 27, "zorder": [4, 18, 33]}, "titles": ["MetPy Cookbook", "Most-Unstable Convective Available Potential Energy (MUCAPE)", "Total Column Precipitable Water (TCPW)", "Convective Calculations", "Miller Composite Chart", "MetPy Declarative - 300 hPa", "Declarative 500-hPa Absolute Vorticity", "MetPy\u2019s Simplified Plotting Interface", "Advanced Sounding", "MetPy Skew-T Cookbook", "Skew-T Analysis", "Hodograph Inset", "Skew-T with Complex Layout", "Sounding Calculation Examples", "Sounding as Dataset Example", "Sounding Plotter", "Skew-T Analysis", "Hovmoller Diagram Example", "Real Data Cross-Section Example", "Smoothing Contours", "Specialty Plotting", "A 250-hPa Hemispheric Map using Python", "500 hPa Geopotential Heights, Absolute Vorticity, and Winds", "500 hPa Vorticity Advection", "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds", "QVector Example", "850 hPa Temperature 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12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Specialty Plotting
-
+
@@ -576,11 +576,11 @@ A 250-hPa Hemispheric Map using Python
-/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
@@ -876,7 +876,7 @@ A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": 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\ No newline at end of file
/tmp/ipykernel_2815/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
+/tmp/ipykernel_2836/1982158916.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
cmap = plt.cm.get_cmap('BuPu')
-
+
A 250-hPa Hemispheric Map using Python
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -930,7 +930,7 @@ A 250-hPa Hemispheric Map using Python
-
+
@@ -657,7 +657,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": 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12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
Map CreationText(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
-
+
@@ -974,7 +974,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1028,7 +1028,7 @@ Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, 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12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
Text(1.0, 1.0, 'Valid Time: 2016-10-31 12:00:00')
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Map Creation
-
+
@@ -578,7 +578,7 @@ Begin Data Calculations
-/tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -991,7 +991,7 @@ Plotting Frontogenesis
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, 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\ No newline at end of file
-
@@ -1019,7 +1019,7 @@ Map Creation
-
+
@@ -937,7 +937,7 @@
@@ -991,7 +991,7 @@
diff --git a/notebooks/synoptic/850hPa_QVectors.html b/notebooks/synoptic/850hPa_QVectors.html
index 44a45c0..c7225e3 100644
--- a/notebooks/synoptic/850hPa_QVectors.html
+++ b/notebooks/synoptic/850hPa_QVectors.html
@@ -79,7 +79,7 @@
-
+
@@ -584,7 +584,7 @@ /tmp/ipykernel_2870/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2892/3729036084.py:5: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
vort_adv = mpcalc.advection(avor, uwnd_500er, vwnd_500er) * 1e4
@@ -645,10 +645,10 @@ Map Creation
-<matplotlib.quiver.Barbs at 0x7f126c158f10>
+<matplotlib.quiver.Barbs at 0x7f7a77c3baf0>
-
+
@@ -965,7 +965,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Map Creation
-
+
@@ -937,7 +937,7 @@ Plotting Frontogenesis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Plotting Frontogenesis
Plot DataText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -899,7 +899,7 @@ Plot Data
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -953,7 +953,7 @@ Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, 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"zero": [1, 2, 6], "zip": [1, 5, 17, 18, 27], "zoom": 27, "zoom_500": 27, "zoom_xarrai": 27, "zorder": [4, 18, 33]}, "titles": ["MetPy Cookbook", "Most-Unstable Convective Available Potential Energy (MUCAPE)", "Total Column Precipitable Water (TCPW)", "Convective Calculations", "Miller Composite Chart", "MetPy Declarative - 300 hPa", "Declarative 500-hPa Absolute Vorticity", "MetPy\u2019s Simplified Plotting Interface", "Advanced Sounding", "MetPy Skew-T Cookbook", "Skew-T Analysis", "Hodograph Inset", "Skew-T with Complex Layout", "Sounding Calculation Examples", "Sounding as Dataset Example", "Sounding Plotter", "Skew-T Analysis", "Hovmoller Diagram Example", "Real Data Cross-Section Example", "Smoothing Contours", "Specialty Plotting", "A 250-hPa Hemispheric Map using Python", "500 hPa Geopotential Heights, Absolute Vorticity, and Winds", "500 hPa Vorticity Advection", "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds", "QVector Example", "850 hPa Temperature Advection", "Geostrophic and Ageostrophic Wind", "Analytic 300-hPa Trough", "Differential Temperature Advection with NARR Data", "Geostrophic Wind and Other Calcuations", "Isentropic Analysis", "Baroclinic Potential Vorticity Analysis, Divergence, and Winds", "DIFAX Replication", "Calculating Wind Shear", "Synoptic Analysis", "Using Xarray for Data read and selection"], "titleterms": {"": [7, 9], "250": 21, "300": [5, 28], "500": [6, 22, 23, 36], "850": [24, 26, 34], "A": 21, "The": [0, 6], "absolut": [6, 22], "access": [26, 36], "add": 5, "advanc": 8, "advect": [23, 26, 29], "ageostroph": 27, "analysi": [10, 16, 31, 32, 35], "analyt": 28, "aquisit": 23, "assign": [8, 9, 10, 11, 12, 13, 14], "author": 0, "avail": 1, "barb": 9, "baroclin": 32, "begin": [23, 26], "binder": 0, "calcuat": 30, "calcul": [3, 5, 13, 18, 22, 23, 24, 26, 29, 34], "cell": 9, "chart": 4, "code": 9, "column": 2, "complex": 12, "composit": 4, "comput": [22, 23, 25], "contour": [6, 19], "contributor": 0, "convect": 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"most": 1, "mslp": 34, "mucap": 1, "narr": 29, "ncss": 26, "necessari": 34, "netcdfsubset": 26, "notebook": 0, "now": [9, 36], "object": 26, "observ": [18, 33], "obtain": [8, 9, 10, 11, 12, 13, 14, 34], "option": 9, "other": 30, "overview": 9, "own": 0, "packag": 34, "panel": 29, "plot": [5, 6, 7, 8, 9, 10, 12, 14, 17, 18, 20, 24, 25, 29, 33], "plotter": 15, "potenti": [1, 32], "precipit": 2, "prerequisit": 9, "previou": 9, "python": 21, "q": 25, "queri": 34, "qvector": 25, "radiosond": 18, "read": 36, "real": 18, "refer": 9, "rel": [22, 23], "replic": 33, "resourc": 9, "retriev": [22, 32], "run": 0, "second": 34, "section": 18, "select": 36, "shear": 34, "simpl": 9, "simplifi": 7, "skew": [9, 10, 12, 16], "smooth": 19, "sound": [8, 9, 10, 12, 13, 14, 15], "specialti": 20, "station": 18, "step": 9, "structur": 0, "subset": 33, "symbol": 33, "synopt": 35, "t": [9, 10, 12, 16], "tcpw": 2, "temperatur": [24, 26, 29], "test": 9, "time": 18, "total": 2, "trough": 28, "unit": [8, 9, 10, 11, 12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
Text(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Plot Data
-
+
@@ -533,7 +533,7 @@ Begin data calculations
-/tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
@@ -880,7 +880,7 @@ Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, "metpy-absolute-vorticity-calculation"]], "MetPy Cookbook": [[0, "metpy-cookbook"]], "MetPy Declarative - 300 hPa": [[5, "metpy-declarative-300-hpa"]], "MetPy Skew-T Cookbook": [[9, "metpy-skew-t-cookbook"]], "MetPy\u2019s Simplified Plotting Interface": [[7, "metpys-simplified-plotting-interface"]], "Miller Composite Chart": [[4, "miller-composite-chart"]], "Most-Unstable Convective Available Potential Energy (MUCAPE)": [[1, "most-unstable-convective-available-potential-energy-mucape"]], "Now make the 500-hPa map": [[36, "now-make-the-500-hpa-map"]], "Now, Let\u2019s Improve the Wind Barbs": [[9, "now-lets-improve-the-wind-barbs"]], "Observation Data": [[33, "observation-data"]], "Obtain Data and Format": [[8, "obtain-data-and-format"], [9, "obtain-data-and-format"], [10, "obtain-data-and-format"], [11, "obtain-data-and-format"], [12, "obtain-data-and-format"], [13, "obtain-data-and-format"], [14, "obtain-data-and-format"]], "Obtain data": [[34, "obtain-data"]], "Optional Step": [[9, "optional-step"]], "Overview": [[9, "overview"]], "Plot Cross Section": [[18, "plot-cross-section"]], "Plot Data": [[25, "plot-data"]], "Plotting Frontogenesis": [[24, "plotting-frontogenesis"]], "Plotting High/Low Symbols": [[33, "plotting-high-low-symbols"]], "Prerequisites": [[9, "prerequisites"]], "QVector Example": [[25, "qvector-example"]], "Radiosonde Observation Interpolation Function": [[18, "radiosonde-observation-interpolation-function"]], "Real Data Cross-Section Example": [[18, "real-data-cross-section-example"]], "Resources and references": [[9, "resources-and-references"]], "Running on Binder": [[0, "running-on-binder"]], "Running on Your Own Machine": [[0, "running-on-your-own-machine"]], "Running the Notebooks": [[0, "running-the-notebooks"]], "Second Query for 850-hPa data": [[34, "second-query-for-850-hpa-data"]], "Simple Sounding with MetPy Test Data": [[9, "simple-sounding-with-metpy-test-data"]], "Skew-T Analysis": [[10, "skew-t-analysis"], [16, 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26, 27, 36], "wyom": [9, 10, 15, 18], "wyomingupperair": [10, 15, 18], "x": [1, 2, 4, 15, 18, 22, 23, 26, 27, 28, 29, 30, 33, 36], "x27": [1, 2, 14, 30], "x_grid": 18, "x_tick_label": 17, "xarrai": [1, 2, 4, 5, 6, 14, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34], "xloc": [8, 14, 15, 33], "xml": [4, 19, 21, 23, 26, 27, 31, 34], "xr": [1, 2, 4, 5, 6, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 36], "xsect": 18, "xtick": 18, "xx": [18, 22, 23], "xy": [27, 34], "y": [4, 6, 9, 10, 15, 17, 18, 22, 23, 26, 27, 28, 29, 31, 33, 34, 36], "y_clip_radiu": 10, "yarrai": [1, 2, 30], "yaxis_invert": 18, "year": [10, 18, 33], "yellow": 4, "yield": 6, "ylgn": 31, "yloc": 33, "ylorrd": 22, "ymax": 18, "ymin": 18, "yml": 0, "you": [0, 1, 2, 5, 9, 10, 21, 22, 26, 27, 30, 31, 32, 33, 34, 36], "your": [9, 10, 18], "yourself": 0, "youtub": 9, "yy": [22, 23], "yyyi": 10, "yyyymmddhh": 15, "z": [4, 23, 26, 28, 29], "z_250": 21, "z_500": 19, "z_850": 26, "zcoordin": [1, 2, 30], "zero": [1, 2, 6], "zip": [1, 5, 17, 18, 27], "zoom": 27, "zoom_500": 27, "zoom_xarrai": 27, "zorder": [4, 18, 33]}, "titles": ["MetPy Cookbook", "Most-Unstable Convective Available Potential Energy (MUCAPE)", "Total Column Precipitable Water (TCPW)", "Convective Calculations", "Miller Composite Chart", "MetPy Declarative - 300 hPa", "Declarative 500-hPa Absolute Vorticity", "MetPy\u2019s Simplified Plotting Interface", "Advanced Sounding", "MetPy Skew-T Cookbook", "Skew-T Analysis", "Hodograph Inset", "Skew-T with Complex Layout", "Sounding Calculation Examples", "Sounding as Dataset Example", "Sounding Plotter", "Skew-T Analysis", "Hovmoller Diagram Example", "Real Data Cross-Section Example", "Smoothing Contours", "Specialty Plotting", "A 250-hPa Hemispheric Map using Python", "500 hPa Geopotential Heights, Absolute Vorticity, and Winds", "500 hPa Vorticity Advection", "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds", "QVector Example", "850 hPa Temperature Advection", "Geostrophic and Ageostrophic Wind", "Analytic 300-hPa Trough", "Differential Temperature Advection with NARR Data", "Geostrophic Wind and Other Calcuations", "Isentropic Analysis", "Baroclinic Potential Vorticity Analysis, Divergence, and Winds", "DIFAX Replication", "Calculating Wind Shear", "Synoptic Analysis", "Using Xarray for Data read and selection"], "titleterms": {"": [7, 9], "250": 21, "300": [5, 28], "500": [6, 22, 23, 36], "850": [24, 26, 34], "A": 21, "The": [0, 6], "absolut": [6, 22], "access": [26, 36], "add": 5, "advanc": 8, "advect": [23, 26, 29], "ageostroph": 27, "analysi": [10, 16, 31, 32, 35], "analyt": 28, "aquisit": 23, "assign": [8, 9, 10, 11, 12, 13, 14], "author": 0, "avail": 1, "barb": 9, "baroclin": 32, "begin": [23, 26], "binder": 0, "calcuat": 30, "calcul": [3, 5, 13, 18, 22, 23, 24, 26, 29, 34], "cell": 9, "chart": 4, "code": 9, "column": 2, "complex": 12, "composit": 4, "comput": [22, 23, 25], "contour": [6, 19], "contributor": 0, "convect": 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"most": 1, "mslp": 34, "mucap": 1, "narr": 29, "ncss": 26, "necessari": 34, "netcdfsubset": 26, "notebook": 0, "now": [9, 36], "object": 26, "observ": [18, 33], "obtain": [8, 9, 10, 11, 12, 13, 14, 34], "option": 9, "other": 30, "overview": 9, "own": 0, "packag": 34, "panel": 29, "plot": [5, 6, 7, 8, 9, 10, 12, 14, 17, 18, 20, 24, 25, 29, 33], "plotter": 15, "potenti": [1, 32], "precipit": 2, "prerequisit": 9, "previou": 9, "python": 21, "q": 25, "queri": 34, "qvector": 25, "radiosond": 18, "read": 36, "real": 18, "refer": 9, "rel": [22, 23], "replic": 33, "resourc": 9, "retriev": [22, 32], "run": 0, "second": 34, "section": 18, "select": 36, "shear": 34, "simpl": 9, "simplifi": 7, "skew": [9, 10, 12, 16], "smooth": 19, "sound": [8, 9, 10, 12, 13, 14, 15], "specialti": 20, "station": 18, "step": 9, "structur": 0, "subset": 33, "symbol": 33, "synopt": 35, "t": [9, 10, 12, 16], "tcpw": 2, "temperatur": [24, 26, 29], "test": 9, "time": 18, "total": 2, "trough": 28, "unit": [8, 9, 10, 11, 12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
-
@@ -968,7 +968,7 @@ Begin map creation
-
+
@@ -584,7 +584,7 @@
@@ -880,7 +880,7 @@ /tmp/ipykernel_2954/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_2981/72829660.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
adv = mpcalc.advection(temp_850, u_wind_850, v_wind_850)
@@ -914,7 +914,7 @@ Begin map creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Begin map creation
-
+
@@ -584,7 +584,7 @@ Geostrophic and Ageostrophic Wind
+
Geostrophic and Ageostrophic Wind
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -934,7 +934,7 @@ Geostrophic and Ageostrophic Wind
-
+
@@ -921,7 +921,7 @@ Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, "metpy-absolute-vorticity-calculation"]], "MetPy Cookbook": [[0, "metpy-cookbook"]], "MetPy Declarative - 300 hPa": [[5, "metpy-declarative-300-hpa"]], "MetPy Skew-T Cookbook": [[9, "metpy-skew-t-cookbook"]], "MetPy\u2019s Simplified Plotting Interface": [[7, "metpys-simplified-plotting-interface"]], "Miller Composite Chart": [[4, "miller-composite-chart"]], "Most-Unstable Convective Available Potential Energy (MUCAPE)": [[1, "most-unstable-convective-available-potential-energy-mucape"]], "Now make the 500-hPa map": [[36, "now-make-the-500-hpa-map"]], "Now, Let\u2019s Improve the Wind Barbs": [[9, "now-lets-improve-the-wind-barbs"]], "Observation Data": [[33, "observation-data"]], "Obtain Data and Format": [[8, "obtain-data-and-format"], [9, "obtain-data-and-format"], [10, "obtain-data-and-format"], [11, "obtain-data-and-format"], [12, "obtain-data-and-format"], [13, "obtain-data-and-format"], [14, "obtain-data-and-format"]], "Obtain data": [[34, "obtain-data"]], "Optional Step": [[9, "optional-step"]], "Overview": [[9, "overview"]], "Plot Cross Section": [[18, "plot-cross-section"]], "Plot Data": [[25, "plot-data"]], "Plotting Frontogenesis": [[24, "plotting-frontogenesis"]], "Plotting High/Low Symbols": [[33, "plotting-high-low-symbols"]], "Prerequisites": [[9, "prerequisites"]], "QVector Example": [[25, "qvector-example"]], "Radiosonde Observation Interpolation Function": [[18, "radiosonde-observation-interpolation-function"]], "Real Data Cross-Section Example": [[18, "real-data-cross-section-example"]], "Resources and references": [[9, "resources-and-references"]], "Running on Binder": [[0, "running-on-binder"]], "Running on Your Own Machine": [[0, "running-on-your-own-machine"]], "Running the Notebooks": [[0, "running-the-notebooks"]], "Second Query for 850-hPa data": [[34, "second-query-for-850-hpa-data"]], "Simple Sounding with MetPy Test Data": [[9, "simple-sounding-with-metpy-test-data"]], "Skew-T Analysis": [[10, "skew-t-analysis"], [16, 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13, 14, 15, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 34, 36], "u250": 21, "u_300": 4, "u_300_mask": 4, "u_500": 4, "u_500_mask": 4, "u_850": 4, "u_850_mask": 4, "u_storm": 13, "u_wind": [10, 18, 27, 33], "u_wind500": 34, "u_wind850": 34, "u_wind_850": 26, "u_wind_var500": 34, "u_wind_var850": 34, "uageo": 28, "ubshr": 13, "ucar": [5, 19, 21, 22, 24, 25, 29, 31, 32, 33, 34], "uer": [22, 23], "ugeo": 28, "ugrad": 28, "ugrd": [22, 23], "understand": [9, 16], "unfortun": 36, "unidata": [8, 9, 13, 33, 34], "unit": [1, 2, 4, 5, 6, 15, 16, 18, 19, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 33, 34, 36], "unit_arrai": 31, "unitsdegree_celsiusambient_dew_point": 14, "unitsdegree_celsiusparcel_temperatur": 14, "unitshectopasc": 9, "unitskelvinindex": 14, "univeristi": 31, "univers": [9, 10, 18], "unr": [22, 23], "unrecogn": 15, "unstabl": 13, "until": 0, "up": [0, 4, 6, 9, 15, 18, 19, 21, 22, 23, 27, 29, 31, 32, 33], "upa": 33, "updat": [10, 22, 23], "upload": 15, "upload_to": 15, "upper": [4, 8, 9, 10, 11, 12, 13, 14, 17, 18, 29, 33], "uqvect": [25, 28], "url": [1, 4, 5, 10, 17, 18, 19, 23, 26, 27, 36], "url_path": [10, 18], "urllib": 33, "us": [0, 1, 2, 4, 5, 6, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35], "usag": 15, "use_clabeltext": [4, 19, 21, 23, 26, 31, 33, 36], "useabl": [4, 19, 36], "usecol": [8, 9, 11, 12, 13, 14], "user": 5, "user_guid": 33, "userwarn": [4, 15, 23, 26, 29, 31], "uslcc": [6, 25], "ut": [22, 23], "utc": [4, 10, 13, 14, 15, 22, 24, 25, 31, 32, 33], "utcnow": [15, 19, 21, 33, 34], "util": [9, 21, 27], "uv": 27, "uwnd": [4, 5, 31, 32], "uwnd_250": 32, "uwnd_300": 29, "uwnd_500": [19, 22, 23, 36], "uwnd_500er": 23, "uwnd_700": 29, "uwnd_850": [24, 25], "uwnd_er": 22, "uwnd_var": 32, "uwyo": [10, 18], "v": [1, 2, 4, 5, 8, 9, 10, 11, 12, 13, 14, 15, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 36], "v1": [1, 2, 8, 9, 13, 30, 33], "v250": 21, "v_300": 4, "v_300_mask": 4, "v_500": 4, "v_500_mask": 4, "v_850": 4, "v_850_mask": 4, "v_storm": 13, "v_wind": [10, 18, 27, 33], "v_wind500": 34, "v_wind850": 34, "v_wind_850": 26, "v_wind_var500": 34, "v_wind_var850": 34, "va": 12, "vageo": 28, "valid": [4, 10, 18, 19, 21, 22, 23, 24, 25, 29, 31, 32, 33, 36], "valu": [1, 2, 4, 5, 6, 8, 9, 10, 11, 12, 13, 14, 15, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 36], "valueerror": [22, 23, 33], "var": 34, "variabl": [1, 2, 4, 8, 9, 10, 11, 12, 13, 14, 15, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 34, 36], "varieti": [3, 30, 35], "variou": [16, 22, 32], "vbshr": 13, "vcoord_data": 18, "vcoord_interp_level": 18, "ve": [0, 4, 19, 34], "vector": [13, 23, 27, 28, 30, 34, 35, 36], "vectors500": 34, "vectors850": 34, "ver": [22, 23], "veri": 27, "veritc": 18, "version": [1, 2, 30], "versu": 33, "vert_tot": 13, "vertic": [1, 2, 4, 5, 13, 16, 19, 22, 23, 24, 25, 26, 29, 30, 31, 32, 33, 34, 36], "vertical_dim": 31, "vertical_interpol": 18, "vertical_level": [18, 21, 27, 34], "vertical_pressure_velocitylong_nam": [1, 2, 30], "vertical_pressure_velocityunit": [1, 2, 30], "vertical_tot": 13, "verticalalign": 33, "vgeo": 28, "vgrad": 28, "vgrd": [22, 23], "via": [0, 4, 8, 9, 11, 12, 13, 14, 17, 19, 23, 26, 27, 28, 34, 36], "view": [0, 1, 2, 22, 24, 30, 32, 33], "vision": 9, "visual": 17, "vmax": 30, "vmin": 30, "vnd": 15, "vnr": [22, 23], "vor": 28, "vort_adv": 23, "vort_adv_500": 4, "vort_adv_500_smooth": 4, "vortic": [4, 28, 29], "vqvect": [25, 28], "vstack": 22, "vt": [22, 23], "vtime": [4, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 31, 32, 36], "vwnd": [4, 5, 17, 31, 32], "vwnd_250": 32, "vwnd_300": 29, "vwnd_500": [19, 22, 23, 36], "vwnd_500er": 23, "vwnd_700": 29, "vwnd_850": [24, 25], "vwnd_er": 22, "vwnd_var": 32, "w": [17, 36], "wa": [21, 33, 34], "wai": [0, 16], "want": [1, 2, 9, 10, 21, 22, 26, 27, 30, 31, 32, 34, 36], "warn": [1, 5, 15, 17, 27], "wave": [17, 28], "wdir": 28, "we": [0, 1, 4, 6, 8, 9, 10, 11, 12, 13, 14, 15, 19, 21, 27, 31, 33, 34, 36], "weather": [3, 10, 13, 16, 18], "websit": 9, "weight": 17, "well": [17, 19, 21, 33], "west": [18, 21, 22, 23, 26, 27, 34], "west_lon": [21, 31], "what": [9, 15, 22, 32, 36], "when": [8, 9, 11, 12, 13, 14], "where": [4, 9, 15, 18, 31, 33], "whether": [15, 33], "which": [0, 4, 5, 18, 29], "white": [27, 33, 34, 36], "why": 9, "width": 30, "wind": [4, 5, 8, 10, 11, 12, 13, 14, 15, 17, 18, 19, 21, 26, 28, 29, 31, 33, 36], "wind_compon": [8, 9, 11, 12, 13, 14, 15, 28], "wind_dir": [8, 9, 10, 11, 12, 13, 14, 15], "wind_direct": 28, "wind_slic": [22, 23, 24, 25, 26, 28, 29, 31, 32, 36], "wind_spe": [4, 5, 8, 9, 10, 11, 12, 13, 14, 15, 19, 21, 28], "windspe": 4, "wish": 33, "with_scal": [17, 21, 22, 24, 25, 29, 32, 33], "within": [4, 19, 22, 23, 26, 27, 32, 33], "without": 27, "won": 18, "work": [0, 9, 13, 33], "workflow": 0, "would": 9, "wslice": 34, "wspace": 29, "wspd": 5, "wspd250": 21, "wspd_300": 4, "wspd_500": 4, "wspd_850": 4, "www": [4, 6, 17, 23, 26, 27, 36], "wyom": [9, 10, 15, 18], "wyomingupperair": [10, 15, 18], "x": [1, 2, 4, 15, 18, 22, 23, 26, 27, 28, 29, 30, 33, 36], "x27": [1, 2, 14, 30], "x_grid": 18, "x_tick_label": 17, "xarrai": [1, 2, 4, 5, 6, 14, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34], "xloc": [8, 14, 15, 33], "xml": [4, 19, 21, 23, 26, 27, 31, 34], "xr": [1, 2, 4, 5, 6, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 36], "xsect": 18, "xtick": 18, "xx": [18, 22, 23], "xy": [27, 34], "y": [4, 6, 9, 10, 15, 17, 18, 22, 23, 26, 27, 28, 29, 31, 33, 34, 36], "y_clip_radiu": 10, "yarrai": [1, 2, 30], "yaxis_invert": 18, "year": [10, 18, 33], "yellow": 4, "yield": 6, "ylgn": 31, "yloc": 33, "ylorrd": 22, "ymax": 18, "ymin": 18, "yml": 0, "you": [0, 1, 2, 5, 9, 10, 21, 22, 26, 27, 30, 31, 32, 33, 34, 36], "your": [9, 10, 18], "yourself": 0, "youtub": 9, "yy": [22, 23], "yyyi": 10, "yyyymmddhh": 15, "z": [4, 23, 26, 28, 29], "z_250": 21, "z_500": 19, "z_850": 26, "zcoordin": [1, 2, 30], "zero": [1, 2, 6], "zip": [1, 5, 17, 18, 27], "zoom": 27, "zoom_500": 27, "zoom_xarrai": 27, "zorder": [4, 18, 33]}, "titles": ["MetPy Cookbook", "Most-Unstable Convective Available Potential Energy (MUCAPE)", "Total Column Precipitable Water (TCPW)", "Convective Calculations", "Miller Composite Chart", "MetPy Declarative - 300 hPa", "Declarative 500-hPa Absolute Vorticity", "MetPy\u2019s Simplified Plotting Interface", "Advanced Sounding", "MetPy Skew-T Cookbook", "Skew-T Analysis", "Hodograph Inset", "Skew-T with Complex Layout", "Sounding Calculation Examples", "Sounding as Dataset Example", "Sounding Plotter", "Skew-T Analysis", "Hovmoller Diagram Example", "Real Data Cross-Section Example", "Smoothing Contours", "Specialty Plotting", "A 250-hPa Hemispheric Map using Python", "500 hPa Geopotential Heights, Absolute Vorticity, and Winds", "500 hPa Vorticity Advection", "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds", "QVector Example", "850 hPa Temperature Advection", "Geostrophic and Ageostrophic Wind", "Analytic 300-hPa Trough", "Differential Temperature Advection with NARR Data", "Geostrophic Wind and Other Calcuations", "Isentropic Analysis", "Baroclinic Potential Vorticity Analysis, Divergence, and Winds", "DIFAX Replication", "Calculating Wind Shear", "Synoptic Analysis", "Using Xarray for Data read and selection"], "titleterms": {"": [7, 9], "250": 21, "300": [5, 28], "500": [6, 22, 23, 36], "850": [24, 26, 34], "A": 21, "The": [0, 6], "absolut": [6, 22], "access": [26, 36], "add": 5, "advanc": 8, "advect": [23, 26, 29], "ageostroph": 27, "analysi": [10, 16, 31, 32, 35], "analyt": 28, "aquisit": 23, "assign": [8, 9, 10, 11, 12, 13, 14], "author": 0, "avail": 1, "barb": 9, "baroclin": 32, "begin": [23, 26], "binder": 0, "calcuat": 30, "calcul": [3, 5, 13, 18, 22, 23, 24, 26, 29, 34], "cell": 9, "chart": 4, "code": 9, "column": 2, "complex": 12, "composit": 4, "comput": [22, 23, 25], "contour": [6, 19], "contributor": 0, "convect": [1, 3], "cookbook": [0, 9], "creat": [8, 9, 10, 12, 14, 18, 26, 33], "creation": [22, 23, 26, 32], "cross": 18, "data": [8, 9, 10, 11, 12, 13, 14, 17, 18, 22, 23, 25, 26, 29, 32, 33, 34, 36], "dataset": [5, 14], "declar": [5, 6], "diagram": 17, "difax": 33, "differenti": 29, "diverg": 32, "earth": [22, 23], "energi": 1, "exampl": [0, 13, 14, 17, 18, 25], "field": 18, "first": 34, "format": [8, 9, 10, 11, 12, 13, 14], "four": 29, "frontogenesi": 24, "function": [18, 22, 23], "galleri": 0, "geopotenti": [22, 24], "geostroph": [27, 30], "get": [17, 18], "grid": 33, "height": [22, 24], "hemispher": 21, "high": 33, "hodograph": 11, "hovmol": 17, "hpa": [5, 6, 21, 22, 23, 24, 26, 28, 34, 36], "import": [8, 9, 10, 11, 12, 13, 14, 15, 34], "improv": 9, "input": 29, "inset": 11, "interfac": 7, "interpol": 18, "interv": 6, "isentrop": 31, "layout": 12, "let": 9, "low": 33, "machin": 0, "make": [17, 29, 36], "manipul": 34, "map": [21, 22, 23, 26, 32, 36], "metpi": [0, 5, 7, 9, 22], "miller": 4, "most": 1, "mslp": 34, "mucap": 1, "narr": 29, "ncss": 26, "necessari": 34, "netcdfsubset": 26, "notebook": 0, "now": [9, 36], "object": 26, "observ": [18, 33], "obtain": [8, 9, 10, 11, 12, 13, 14, 34], "option": 9, "other": 30, "overview": 9, "own": 0, "packag": 34, "panel": 29, "plot": [5, 6, 7, 8, 9, 10, 12, 14, 17, 18, 20, 24, 25, 29, 33], "plotter": 15, "potenti": [1, 32], "precipit": 2, "prerequisit": 9, "previou": 9, "python": 21, "q": 25, "queri": 34, "qvector": 25, "radiosond": 18, "read": 36, "real": 18, "refer": 9, "rel": [22, 23], "replic": 33, "resourc": 9, "retriev": [22, 32], "run": 0, "second": 34, "section": 18, "select": 36, "shear": 34, "simpl": 9, "simplifi": 7, "skew": [9, 10, 12, 16], "smooth": 19, "sound": [8, 9, 10, 12, 13, 14, 15], "specialti": 20, "station": 18, "step": 9, "structur": 0, "subset": 33, "symbol": 33, "synopt": 35, "t": [9, 10, 12, 16], "tcpw": 2, "temperatur": [24, 26, 29], "test": 9, "time": 18, "total": 2, "trough": 28, "unit": [8, 9, 10, 11, 12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
Analytic 300-hPa Trough
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -975,7 +975,7 @@ Analytic 300-hPa Trough
diff --git a/notebooks/synoptic/Differential_Temperature_Advection.html b/notebooks/synoptic/Differential_Temperature_Advection.html
index a79d51b..d929c35 100644
--- a/notebooks/synoptic/Differential_Temperature_Advection.html
+++ b/notebooks/synoptic/Differential_Temperature_Advection.html
@@ -79,7 +79,7 @@
-
+
@@ -528,9 +528,9 @@ Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, "metpy-absolute-vorticity-calculation"]], "MetPy Cookbook": [[0, "metpy-cookbook"]], "MetPy Declarative - 300 hPa": [[5, "metpy-declarative-300-hpa"]], "MetPy Skew-T Cookbook": [[9, "metpy-skew-t-cookbook"]], "MetPy\u2019s Simplified Plotting Interface": [[7, "metpys-simplified-plotting-interface"]], "Miller Composite Chart": [[4, "miller-composite-chart"]], "Most-Unstable Convective Available Potential Energy (MUCAPE)": [[1, "most-unstable-convective-available-potential-energy-mucape"]], "Now make the 500-hPa map": [[36, "now-make-the-500-hpa-map"]], "Now, Let\u2019s Improve the Wind Barbs": [[9, "now-lets-improve-the-wind-barbs"]], "Observation Data": [[33, "observation-data"]], "Obtain Data and Format": [[8, "obtain-data-and-format"], [9, "obtain-data-and-format"], [10, "obtain-data-and-format"], [11, "obtain-data-and-format"], [12, "obtain-data-and-format"], [13, "obtain-data-and-format"], [14, "obtain-data-and-format"]], "Obtain data": [[34, "obtain-data"]], "Optional Step": [[9, "optional-step"]], "Overview": [[9, "overview"]], "Plot Cross Section": [[18, "plot-cross-section"]], "Plot Data": [[25, "plot-data"]], "Plotting Frontogenesis": [[24, "plotting-frontogenesis"]], "Plotting High/Low Symbols": [[33, "plotting-high-low-symbols"]], "Prerequisites": [[9, "prerequisites"]], "QVector Example": [[25, "qvector-example"]], "Radiosonde Observation Interpolation Function": [[18, "radiosonde-observation-interpolation-function"]], "Real Data Cross-Section Example": [[18, "real-data-cross-section-example"]], "Resources and references": [[9, "resources-and-references"]], "Running on Binder": [[0, "running-on-binder"]], "Running on Your Own Machine": [[0, "running-on-your-own-machine"]], "Running the Notebooks": [[0, "running-the-notebooks"]], "Second Query for 850-hPa data": [[34, "second-query-for-850-hpa-data"]], "Simple Sounding with MetPy Test Data": [[9, "simple-sounding-with-metpy-test-data"]], "Skew-T Analysis": [[10, "skew-t-analysis"], [16, "skew-t-analysis"]], "Skew-T with Complex Layout": [[12, "skew-t-with-complex-layout"]], "Smoothing Contours": [[19, "smoothing-contours"]], "Sounding Calculation Examples": [[13, "sounding-calculation-examples"]], "Sounding Plotter": [[15, "sounding-plotter"]], "Sounding as Dataset Example": [[14, "sounding-as-dataset-example"]], "Specialty Plotting": [[20, "specialty-plotting"]], "Station Information": [[33, "station-information"]], "Stations and Time": [[18, "stations-and-time"]], "Structure": [[0, "structure"]], "Subset Observational Data": [[33, "subset-observational-data"]], "Synoptic Analysis": [[35, "synoptic-analysis"]], "The MetPy Example Gallery": [[0, "the-metpy-example-gallery"]], "The Plot": [[6, "the-plot"]], "Total Column Precipitable Water (TCPW)": [[2, "total-column-precipitable-water-tcpw"]], "Using Xarray for Data read and selection": [[36, "using-xarray-for-data-read-and-selection"]], "Vertical Interpolation Function": [[18, "vertical-interpolation-function"]]}, "docnames": ["README", "notebooks/convective/MUCAPE", "notebooks/convective/TCPW", "notebooks/convective/index", "notebooks/convective/miller_composite", "notebooks/declarative/Declarative_300hPa", "notebooks/declarative/declarative_500_hPa", "notebooks/declarative/index", "notebooks/skewt/Advanced_Sounding", "notebooks/skewt/Foundational_Sounding", "notebooks/skewt/Skew-T_Analysis", "notebooks/skewt/Skew-T_Hodograph_Inset", "notebooks/skewt/Skew-T_Layout_Hodograph", "notebooks/skewt/Sounding_Calculations", "notebooks/skewt/Sounding_LCL_Dataset", "notebooks/skewt/Sounding_Plotter", "notebooks/skewt/index", "notebooks/specialty/Hovmoller_Diagram", "notebooks/specialty/Observational_Data_Cross_Section", "notebooks/specialty/Smoothing_Contours", "notebooks/specialty/index", "notebooks/synoptic/250hPa_Hemispheric_Plot", "notebooks/synoptic/500hPa_Absolute_Vorticity_winds", "notebooks/synoptic/500hPa_Vorticity_Advection", "notebooks/synoptic/850hPa_Frontogenesis", 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13, 14, 15, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 34, 36], "u250": 21, "u_300": 4, "u_300_mask": 4, "u_500": 4, "u_500_mask": 4, "u_850": 4, "u_850_mask": 4, "u_storm": 13, "u_wind": [10, 18, 27, 33], "u_wind500": 34, "u_wind850": 34, "u_wind_850": 26, "u_wind_var500": 34, "u_wind_var850": 34, "uageo": 28, "ubshr": 13, "ucar": [5, 19, 21, 22, 24, 25, 29, 31, 32, 33, 34], "uer": [22, 23], "ugeo": 28, "ugrad": 28, "ugrd": [22, 23], "understand": [9, 16], "unfortun": 36, "unidata": [8, 9, 13, 33, 34], "unit": [1, 2, 4, 5, 6, 15, 16, 18, 19, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 33, 34, 36], "unit_arrai": 31, "unitsdegree_celsiusambient_dew_point": 14, "unitsdegree_celsiusparcel_temperatur": 14, "unitshectopasc": 9, "unitskelvinindex": 14, "univeristi": 31, "univers": [9, 10, 18], "unr": [22, 23], "unrecogn": 15, "unstabl": 13, "until": 0, "up": [0, 4, 6, 9, 15, 18, 19, 21, 22, 23, 27, 29, 31, 32, 33], "upa": 33, "updat": [10, 22, 23], "upload": 15, "upload_to": 15, "upper": [4, 8, 9, 10, 11, 12, 13, 14, 17, 18, 29, 33], "uqvect": [25, 28], "url": [1, 4, 5, 10, 17, 18, 19, 23, 26, 27, 36], "url_path": [10, 18], "urllib": 33, "us": [0, 1, 2, 4, 5, 6, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35], "usag": 15, "use_clabeltext": [4, 19, 21, 23, 26, 31, 33, 36], "useabl": [4, 19, 36], "usecol": [8, 9, 11, 12, 13, 14], "user": 5, "user_guid": 33, "userwarn": [4, 15, 23, 26, 29, 31], "uslcc": [6, 25], "ut": [22, 23], "utc": [4, 10, 13, 14, 15, 22, 24, 25, 31, 32, 33], "utcnow": [15, 19, 21, 33, 34], "util": [9, 21, 27], "uv": 27, "uwnd": [4, 5, 31, 32], "uwnd_250": 32, "uwnd_300": 29, "uwnd_500": [19, 22, 23, 36], "uwnd_500er": 23, "uwnd_700": 29, "uwnd_850": [24, 25], "uwnd_er": 22, "uwnd_var": 32, "uwyo": [10, 18], "v": [1, 2, 4, 5, 8, 9, 10, 11, 12, 13, 14, 15, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 36], "v1": [1, 2, 8, 9, 13, 30, 33], "v250": 21, "v_300": 4, "v_300_mask": 4, "v_500": 4, "v_500_mask": 4, "v_850": 4, "v_850_mask": 4, "v_storm": 13, "v_wind": [10, 18, 27, 33], "v_wind500": 34, "v_wind850": 34, "v_wind_850": 26, "v_wind_var500": 34, "v_wind_var850": 34, "va": 12, "vageo": 28, "valid": [4, 10, 18, 19, 21, 22, 23, 24, 25, 29, 31, 32, 33, 36], "valu": [1, 2, 4, 5, 6, 8, 9, 10, 11, 12, 13, 14, 15, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 36], "valueerror": [22, 23, 33], "var": 34, "variabl": [1, 2, 4, 8, 9, 10, 11, 12, 13, 14, 15, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 34, 36], "varieti": [3, 30, 35], "variou": [16, 22, 32], "vbshr": 13, "vcoord_data": 18, "vcoord_interp_level": 18, "ve": [0, 4, 19, 34], "vector": [13, 23, 27, 28, 30, 34, 35, 36], "vectors500": 34, "vectors850": 34, "ver": [22, 23], "veri": 27, "veritc": 18, "version": [1, 2, 30], "versu": 33, "vert_tot": 13, "vertic": [1, 2, 4, 5, 13, 16, 19, 22, 23, 24, 25, 26, 29, 30, 31, 32, 33, 34, 36], "vertical_dim": 31, "vertical_interpol": 18, "vertical_level": [18, 21, 27, 34], "vertical_pressure_velocitylong_nam": [1, 2, 30], "vertical_pressure_velocityunit": [1, 2, 30], "vertical_tot": 13, "verticalalign": 33, "vgeo": 28, "vgrad": 28, "vgrd": [22, 23], "via": [0, 4, 8, 9, 11, 12, 13, 14, 17, 19, 23, 26, 27, 28, 34, 36], "view": [0, 1, 2, 22, 24, 30, 32, 33], "vision": 9, "visual": 17, "vmax": 30, "vmin": 30, "vnd": 15, "vnr": [22, 23], "vor": 28, "vort_adv": 23, "vort_adv_500": 4, "vort_adv_500_smooth": 4, "vortic": [4, 28, 29], "vqvect": [25, 28], "vstack": 22, "vt": [22, 23], "vtime": [4, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 31, 32, 36], "vwnd": [4, 5, 17, 31, 32], "vwnd_250": 32, "vwnd_300": 29, "vwnd_500": [19, 22, 23, 36], "vwnd_500er": 23, "vwnd_700": 29, "vwnd_850": [24, 25], "vwnd_er": 22, "vwnd_var": 32, "w": [17, 36], "wa": [21, 33, 34], "wai": [0, 16], "want": [1, 2, 9, 10, 21, 22, 26, 27, 30, 31, 32, 34, 36], "warn": [1, 5, 15, 17, 27], "wave": [17, 28], "wdir": 28, "we": [0, 1, 4, 6, 8, 9, 10, 11, 12, 13, 14, 15, 19, 21, 27, 31, 33, 34, 36], "weather": [3, 10, 13, 16, 18], "websit": 9, "weight": 17, "well": [17, 19, 21, 33], "west": [18, 21, 22, 23, 26, 27, 34], "west_lon": [21, 31], "what": [9, 15, 22, 32, 36], "when": [8, 9, 11, 12, 13, 14], "where": [4, 9, 15, 18, 31, 33], "whether": [15, 33], "which": [0, 4, 5, 18, 29], "white": [27, 33, 34, 36], "why": 9, "width": 30, "wind": [4, 5, 8, 10, 11, 12, 13, 14, 15, 17, 18, 19, 21, 26, 28, 29, 31, 33, 36], "wind_compon": [8, 9, 11, 12, 13, 14, 15, 28], "wind_dir": [8, 9, 10, 11, 12, 13, 14, 15], "wind_direct": 28, "wind_slic": [22, 23, 24, 25, 26, 28, 29, 31, 32, 36], "wind_spe": [4, 5, 8, 9, 10, 11, 12, 13, 14, 15, 19, 21, 28], "windspe": 4, "wish": 33, "with_scal": [17, 21, 22, 24, 25, 29, 32, 33], "within": [4, 19, 22, 23, 26, 27, 32, 33], "without": 27, "won": 18, "work": [0, 9, 13, 33], "workflow": 0, "would": 9, "wslice": 34, "wspace": 29, "wspd": 5, "wspd250": 21, "wspd_300": 4, "wspd_500": 4, "wspd_850": 4, "www": [4, 6, 17, 23, 26, 27, 36], "wyom": [9, 10, 15, 18], "wyomingupperair": [10, 15, 18], "x": [1, 2, 4, 15, 18, 22, 23, 26, 27, 28, 29, 30, 33, 36], "x27": [1, 2, 14, 30], "x_grid": 18, "x_tick_label": 17, "xarrai": [1, 2, 4, 5, 6, 14, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34], "xloc": [8, 14, 15, 33], "xml": [4, 19, 21, 23, 26, 27, 31, 34], "xr": [1, 2, 4, 5, 6, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 36], "xsect": 18, "xtick": 18, "xx": [18, 22, 23], "xy": [27, 34], "y": [4, 6, 9, 10, 15, 17, 18, 22, 23, 26, 27, 28, 29, 31, 33, 34, 36], "y_clip_radiu": 10, "yarrai": [1, 2, 30], "yaxis_invert": 18, "year": [10, 18, 33], "yellow": 4, "yield": 6, "ylgn": 31, "yloc": 33, "ylorrd": 22, "ymax": 18, "ymin": 18, "yml": 0, "you": [0, 1, 2, 5, 9, 10, 21, 22, 26, 27, 30, 31, 32, 33, 34, 36], "your": [9, 10, 18], "yourself": 0, "youtub": 9, "yy": [22, 23], "yyyi": 10, "yyyymmddhh": 15, "z": [4, 23, 26, 28, 29], "z_250": 21, "z_500": 19, "z_850": 26, "zcoordin": [1, 2, 30], "zero": [1, 2, 6], "zip": [1, 5, 17, 18, 27], "zoom": 27, "zoom_500": 27, "zoom_xarrai": 27, "zorder": [4, 18, 33]}, "titles": ["MetPy Cookbook", "Most-Unstable Convective Available Potential Energy (MUCAPE)", "Total Column Precipitable Water (TCPW)", "Convective Calculations", "Miller Composite Chart", "MetPy Declarative - 300 hPa", "Declarative 500-hPa Absolute Vorticity", "MetPy\u2019s Simplified Plotting Interface", "Advanced Sounding", "MetPy Skew-T Cookbook", "Skew-T Analysis", "Hodograph Inset", "Skew-T with Complex Layout", "Sounding Calculation Examples", "Sounding as Dataset Example", "Sounding Plotter", "Skew-T Analysis", "Hovmoller Diagram Example", "Real Data Cross-Section Example", "Smoothing Contours", "Specialty Plotting", "A 250-hPa Hemispheric Map using Python", "500 hPa Geopotential Heights, Absolute Vorticity, and Winds", "500 hPa Vorticity Advection", "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds", "QVector Example", "850 hPa Temperature Advection", "Geostrophic and Ageostrophic Wind", "Analytic 300-hPa Trough", "Differential Temperature Advection with NARR Data", "Geostrophic Wind and Other Calcuations", "Isentropic Analysis", "Baroclinic Potential Vorticity Analysis, Divergence, and Winds", "DIFAX Replication", "Calculating Wind Shear", "Synoptic Analysis", "Using Xarray for Data read and selection"], "titleterms": {"": [7, 9], "250": 21, "300": [5, 28], "500": [6, 22, 23, 36], "850": [24, 26, 34], "A": 21, "The": [0, 6], "absolut": [6, 22], "access": [26, 36], "add": 5, "advanc": 8, "advect": [23, 26, 29], "ageostroph": 27, "analysi": [10, 16, 31, 32, 35], "analyt": 28, "aquisit": 23, "assign": [8, 9, 10, 11, 12, 13, 14], "author": 0, "avail": 1, "barb": 9, "baroclin": 32, "begin": [23, 26], "binder": 0, "calcuat": 30, "calcul": [3, 5, 13, 18, 22, 23, 24, 26, 29, 34], "cell": 9, "chart": 4, "code": 9, "column": 2, "complex": 12, "composit": 4, "comput": [22, 23, 25], "contour": [6, 19], "contributor": 0, "convect": [1, 3], "cookbook": [0, 9], "creat": [8, 9, 10, 12, 14, 18, 26, 33], "creation": [22, 23, 26, 32], "cross": 18, "data": [8, 9, 10, 11, 12, 13, 14, 17, 18, 22, 23, 25, 26, 29, 32, 33, 34, 36], "dataset": [5, 14], "declar": [5, 6], "diagram": 17, "difax": 33, "differenti": 29, "diverg": 32, "earth": [22, 23], "energi": 1, "exampl": [0, 13, 14, 17, 18, 25], "field": 18, "first": 34, "format": [8, 9, 10, 11, 12, 13, 14], "four": 29, "frontogenesi": 24, "function": [18, 22, 23], "galleri": 0, "geopotenti": [22, 24], "geostroph": [27, 30], "get": [17, 18], "grid": 33, "height": [22, 24], "hemispher": 21, "high": 33, "hodograph": 11, "hovmol": 17, "hpa": [5, 6, 21, 22, 23, 24, 26, 28, 34, 36], "import": [8, 9, 10, 11, 12, 13, 14, 15, 34], "improv": 9, "input": 29, "inset": 11, "interfac": 7, "interpol": 18, "interv": 6, "isentrop": 31, "layout": 12, "let": 9, "low": 33, "machin": 0, "make": [17, 29, 36], "manipul": 34, "map": [21, 22, 23, 26, 32, 36], "metpi": [0, 5, 7, 9, 22], "miller": 4, "most": 1, "mslp": 34, "mucap": 1, "narr": 29, "ncss": 26, "necessari": 34, "netcdfsubset": 26, "notebook": 0, "now": [9, 36], "object": 26, "observ": [18, 33], "obtain": [8, 9, 10, 11, 12, 13, 14, 34], "option": 9, "other": 30, "overview": 9, "own": 0, "packag": 34, "panel": 29, "plot": [5, 6, 7, 8, 9, 10, 12, 14, 17, 18, 20, 24, 25, 29, 33], "plotter": 15, "potenti": [1, 32], "precipit": 2, "prerequisit": 9, "previou": 9, "python": 21, "q": 25, "queri": 34, "qvector": 25, "radiosond": 18, "read": 36, "real": 18, "refer": 9, "rel": [22, 23], "replic": 33, "resourc": 9, "retriev": [22, 32], "run": 0, "second": 34, "section": 18, "select": 36, "shear": 34, "simpl": 9, "simplifi": 7, "skew": [9, 10, 12, 16], "smooth": 19, "sound": [8, 9, 10, 12, 13, 14, 15], "specialti": 20, "station": 18, "step": 9, "structur": 0, "subset": 33, "symbol": 33, "synopt": 35, "t": [9, 10, 12, 16], "tcpw": 2, "temperatur": [24, 26, 29], "test": 9, "time": 18, "total": 2, "trough": 28, "unit": [8, 9, 10, 11, 12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
Differential Temperature Advection Calculation
-/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
-
+
@@ -1011,7 +1011,7 @@ Make Four Panel Plot
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1065,7 +1065,7 @@ Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, "metpy-absolute-vorticity-calculation"]], "MetPy Cookbook": [[0, "metpy-cookbook"]], "MetPy Declarative - 300 hPa": [[5, "metpy-declarative-300-hpa"]], "MetPy Skew-T Cookbook": [[9, "metpy-skew-t-cookbook"]], "MetPy\u2019s Simplified Plotting Interface": [[7, "metpys-simplified-plotting-interface"]], "Miller Composite Chart": [[4, "miller-composite-chart"]], "Most-Unstable Convective Available Potential Energy (MUCAPE)": [[1, "most-unstable-convective-available-potential-energy-mucape"]], "Now make the 500-hPa map": [[36, "now-make-the-500-hpa-map"]], "Now, Let\u2019s Improve the Wind Barbs": [[9, "now-lets-improve-the-wind-barbs"]], "Observation Data": [[33, "observation-data"]], "Obtain Data and Format": [[8, "obtain-data-and-format"], [9, "obtain-data-and-format"], [10, "obtain-data-and-format"], [11, "obtain-data-and-format"], [12, "obtain-data-and-format"], [13, "obtain-data-and-format"], [14, "obtain-data-and-format"]], "Obtain data": [[34, "obtain-data"]], "Optional Step": [[9, "optional-step"]], "Overview": [[9, "overview"]], "Plot Cross Section": [[18, "plot-cross-section"]], "Plot Data": [[25, "plot-data"]], "Plotting Frontogenesis": [[24, "plotting-frontogenesis"]], "Plotting High/Low Symbols": [[33, "plotting-high-low-symbols"]], "Prerequisites": [[9, "prerequisites"]], "QVector Example": [[25, "qvector-example"]], "Radiosonde Observation Interpolation Function": [[18, "radiosonde-observation-interpolation-function"]], "Real Data Cross-Section Example": [[18, "real-data-cross-section-example"]], "Resources and references": [[9, "resources-and-references"]], "Running on Binder": [[0, "running-on-binder"]], "Running on Your Own Machine": [[0, "running-on-your-own-machine"]], "Running the Notebooks": [[0, "running-the-notebooks"]], "Second Query for 850-hPa data": [[34, "second-query-for-850-hpa-data"]], "Simple Sounding with MetPy Test Data": [[9, "simple-sounding-with-metpy-test-data"]], "Skew-T Analysis": [[10, "skew-t-analysis"], [16, "skew-t-analysis"]], "Skew-T with Complex Layout": [[12, "skew-t-with-complex-layout"]], "Smoothing Contours": [[19, "smoothing-contours"]], "Sounding Calculation Examples": [[13, "sounding-calculation-examples"]], "Sounding Plotter": [[15, "sounding-plotter"]], "Sounding as Dataset Example": [[14, "sounding-as-dataset-example"]], "Specialty Plotting": [[20, "specialty-plotting"]], "Station Information": [[33, "station-information"]], "Stations and Time": [[18, "stations-and-time"]], "Structure": [[0, "structure"]], "Subset Observational Data": [[33, "subset-observational-data"]], "Synoptic Analysis": [[35, "synoptic-analysis"]], "The MetPy Example Gallery": [[0, "the-metpy-example-gallery"]], "The Plot": [[6, "the-plot"]], "Total Column Precipitable Water (TCPW)": [[2, "total-column-precipitable-water-tcpw"]], "Using Xarray for Data read and selection": [[36, "using-xarray-for-data-read-and-selection"]], "Vertical Interpolation Function": [[18, "vertical-interpolation-function"]]}, 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14, 15, 19, 21, 27, 31, 33, 34, 36], "weather": [3, 10, 13, 16, 18], "websit": 9, "weight": 17, "well": [17, 19, 21, 33], "west": [18, 21, 22, 23, 26, 27, 34], "west_lon": [21, 31], "what": [9, 15, 22, 32, 36], "when": [8, 9, 11, 12, 13, 14], "where": [4, 9, 15, 18, 31, 33], "whether": [15, 33], "which": [0, 4, 5, 18, 29], "white": [27, 33, 34, 36], "why": 9, "width": 30, "wind": [4, 5, 8, 10, 11, 12, 13, 14, 15, 17, 18, 19, 21, 26, 28, 29, 31, 33, 36], "wind_compon": [8, 9, 11, 12, 13, 14, 15, 28], "wind_dir": [8, 9, 10, 11, 12, 13, 14, 15], "wind_direct": 28, "wind_slic": [22, 23, 24, 25, 26, 28, 29, 31, 32, 36], "wind_spe": [4, 5, 8, 9, 10, 11, 12, 13, 14, 15, 19, 21, 28], "windspe": 4, "wish": 33, "with_scal": [17, 21, 22, 24, 25, 29, 32, 33], "within": [4, 19, 22, 23, 26, 27, 32, 33], "without": 27, "won": 18, "work": [0, 9, 13, 33], "workflow": 0, "would": 9, "wslice": 34, "wspace": 29, "wspd": 5, "wspd250": 21, "wspd_300": 4, "wspd_500": 4, "wspd_850": 4, "www": [4, 6, 17, 23, 26, 27, 36], "wyom": [9, 10, 15, 18], "wyomingupperair": [10, 15, 18], "x": [1, 2, 4, 15, 18, 22, 23, 26, 27, 28, 29, 30, 33, 36], "x27": [1, 2, 14, 30], "x_grid": 18, "x_tick_label": 17, "xarrai": [1, 2, 4, 5, 6, 14, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34], "xloc": [8, 14, 15, 33], "xml": [4, 19, 21, 23, 26, 27, 31, 34], "xr": [1, 2, 4, 5, 6, 17, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 36], "xsect": 18, "xtick": 18, "xx": [18, 22, 23], "xy": [27, 34], "y": [4, 6, 9, 10, 15, 17, 18, 22, 23, 26, 27, 28, 29, 31, 33, 34, 36], "y_clip_radiu": 10, "yarrai": [1, 2, 30], "yaxis_invert": 18, "year": [10, 18, 33], "yellow": 4, "yield": 6, "ylgn": 31, "yloc": 33, "ylorrd": 22, "ymax": 18, "ymin": 18, "yml": 0, "you": [0, 1, 2, 5, 9, 10, 21, 22, 26, 27, 30, 31, 32, 33, 34, 36], "your": [9, 10, 18], "yourself": 0, "youtub": 9, "yy": [22, 23], "yyyi": 10, "yyyymmddhh": 15, "z": [4, 23, 26, 28, 29], "z_250": 21, "z_500": 19, "z_850": 26, "zcoordin": [1, 2, 30], "zero": [1, 2, 6], "zip": [1, 5, 17, 18, 27], "zoom": 27, "zoom_500": 27, "zoom_xarrai": 27, "zorder": [4, 18, 33]}, "titles": ["MetPy Cookbook", "Most-Unstable Convective Available Potential Energy (MUCAPE)", "Total Column Precipitable Water (TCPW)", "Convective Calculations", "Miller Composite Chart", "MetPy Declarative - 300 hPa", "Declarative 500-hPa Absolute Vorticity", "MetPy\u2019s Simplified Plotting Interface", "Advanced Sounding", "MetPy Skew-T Cookbook", "Skew-T Analysis", "Hodograph Inset", "Skew-T with Complex Layout", "Sounding Calculation Examples", "Sounding as Dataset Example", "Sounding Plotter", "Skew-T Analysis", "Hovmoller Diagram Example", "Real Data Cross-Section Example", "Smoothing Contours", "Specialty Plotting", "A 250-hPa Hemispheric Map using Python", "500 hPa Geopotential Heights, Absolute Vorticity, and Winds", "500 hPa Vorticity Advection", "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds", "QVector Example", "850 hPa Temperature Advection", "Geostrophic and Ageostrophic Wind", "Analytic 300-hPa Trough", "Differential Temperature Advection with NARR Data", "Geostrophic Wind and Other Calcuations", "Isentropic Analysis", "Baroclinic Potential Vorticity Analysis, Divergence, and Winds", "DIFAX Replication", "Calculating Wind Shear", "Synoptic Analysis", "Using Xarray for Data read and selection"], "titleterms": {"": [7, 9], "250": 21, "300": [5, 28], "500": [6, 22, 23, 36], "850": [24, 26, 34], "A": 21, "The": [0, 6], "absolut": [6, 22], "access": [26, 36], "add": 5, "advanc": 8, "advect": [23, 26, 29], "ageostroph": 27, "analysi": [10, 16, 31, 32, 35], "analyt": 28, "aquisit": 23, "assign": [8, 9, 10, 11, 12, 13, 14], "author": 0, "avail": 1, "barb": 9, "baroclin": 32, "begin": [23, 26], "binder": 0, "calcuat": 30, "calcul": [3, 5, 13, 18, 22, 23, 24, 26, 29, 34], "cell": 9, "chart": 4, "code": 9, "column": 2, "complex": 12, "composit": 4, "comput": [22, 23, 25], "contour": [6, 19], "contributor": 0, "convect": [1, 3], "cookbook": [0, 9], "creat": [8, 9, 10, 12, 14, 18, 26, 33], "creation": [22, 23, 26, 32], "cross": 18, "data": [8, 9, 10, 11, 12, 13, 14, 17, 18, 22, 23, 25, 26, 29, 32, 33, 34, 36], "dataset": [5, 14], "declar": [5, 6], "diagram": 17, "difax": 33, "differenti": 29, "diverg": 32, "earth": [22, 23], "energi": 1, "exampl": [0, 13, 14, 17, 18, 25], "field": 18, "first": 34, "format": [8, 9, 10, 11, 12, 13, 14], "four": 29, "frontogenesi": 24, "function": [18, 22, 23], "galleri": 0, "geopotenti": [22, 24], "geostroph": [27, 30], "get": [17, 18], "grid": 33, "height": [22, 24], "hemispher": 21, "high": 33, "hodograph": 11, "hovmol": 17, "hpa": [5, 6, 21, 22, 23, 24, 26, 28, 34, 36], "import": [8, 9, 10, 11, 12, 13, 14, 15, 34], "improv": 9, "input": 29, "inset": 11, "interfac": 7, "interpol": 18, "interv": 6, "isentrop": 31, "layout": 12, "let": 9, "low": 33, "machin": 0, "make": [17, 29, 36], "manipul": 34, "map": [21, 22, 23, 26, 32, 36], "metpi": [0, 5, 7, 9, 22], "miller": 4, "most": 1, "mslp": 34, "mucap": 1, "narr": 29, "ncss": 26, "necessari": 34, "netcdfsubset": 26, "notebook": 0, "now": [9, 36], "object": 26, "observ": [18, 33], "obtain": [8, 9, 10, 11, 12, 13, 14, 34], "option": 9, "other": 30, "overview": 9, "own": 0, "packag": 34, "panel": 29, "plot": [5, 6, 7, 8, 9, 10, 12, 14, 17, 18, 20, 24, 25, 29, 33], "plotter": 15, "potenti": [1, 32], "precipit": 2, "prerequisit": 9, "previou": 9, "python": 21, "q": 25, "queri": 34, "qvector": 25, "radiosond": 18, "read": 36, "real": 18, "refer": 9, "rel": [22, 23], "replic": 33, "resourc": 9, "retriev": [22, 32], "run": 0, "second": 34, "section": 18, "select": 36, "shear": 34, "simpl": 9, "simplifi": 7, "skew": [9, 10, 12, 16], "smooth": 19, "sound": [8, 9, 10, 12, 13, 14, 15], "specialti": 20, "station": 18, "step": 9, "structur": 0, "subset": 33, "symbol": 33, "synopt": 35, "t": [9, 10, 12, 16], "tcpw": 2, "temperatur": [24, 26, 29], "test": 9, "time": 18, "total": 2, "trough": 28, "unit": [8, 9, 10, 11, 12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
/tmp/ipykernel_3032/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:2: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_700 = mpcalc.advection(tmpk_700, uwnd_700, vwnd_700)
-/tmp/ipykernel_3032/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
+/tmp/ipykernel_3063/3635212219.py:3: UserWarning: Vertical dimension number not found. Defaulting to (..., Z, Y, X) order.
tadv_300 = mpcalc.advection(tmpk_300, uwnd_300, vwnd_300)
@@ -695,7 +695,7 @@ Make Four Panel PlotText(1.0, 1.0, 'Valid: 1993-03-13 18:00:00')
+
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Make Four Panel Plot
diff --git a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
index 49a9bf9..a49d649 100644
--- a/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
+++ b/notebooks/synoptic/Geostrophic_Wind_And_Few_More.html
@@ -79,7 +79,7 @@
-
+
@@ -455,7 +455,7 @@ Geostrophic Wind and Other Calcuations
-/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -992,7 +992,7 @@ Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
----------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
@@ -889,58 +757,11 @@ Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -1014,7 +1014,7 @@ Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, "metpy-absolute-vorticity-calculation"]], "MetPy Cookbook": [[0, "metpy-cookbook"]], "MetPy Declarative - 300 hPa": [[5, "metpy-declarative-300-hpa"]], "MetPy Skew-T Cookbook": [[9, "metpy-skew-t-cookbook"]], "MetPy\u2019s Simplified Plotting Interface": [[7, "metpys-simplified-plotting-interface"]], "Miller Composite Chart": [[4, "miller-composite-chart"]], "Most-Unstable Convective Available Potential Energy (MUCAPE)": [[1, "most-unstable-convective-available-potential-energy-mucape"]], "Now make the 500-hPa map": [[36, "now-make-the-500-hpa-map"]], "Now, Let\u2019s Improve the Wind Barbs": [[9, "now-lets-improve-the-wind-barbs"]], "Observation Data": [[33, "observation-data"]], "Obtain Data and Format": [[8, "obtain-data-and-format"], [9, "obtain-data-and-format"], [10, "obtain-data-and-format"], [11, "obtain-data-and-format"], [12, "obtain-data-and-format"], [13, "obtain-data-and-format"], [14, "obtain-data-and-format"]], "Obtain data": [[34, "obtain-data"]], "Optional Step": [[9, "optional-step"]], "Overview": [[9, "overview"]], "Plot Cross Section": [[18, "plot-cross-section"]], "Plot Data": [[25, "plot-data"]], "Plotting Frontogenesis": [[24, "plotting-frontogenesis"]], "Plotting High/Low Symbols": [[33, "plotting-high-low-symbols"]], "Prerequisites": [[9, "prerequisites"]], "QVector Example": [[25, "qvector-example"]], "Radiosonde Observation Interpolation Function": [[18, "radiosonde-observation-interpolation-function"]], "Real Data Cross-Section Example": [[18, "real-data-cross-section-example"]], "Resources and references": [[9, "resources-and-references"]], "Running on Binder": [[0, "running-on-binder"]], "Running on Your Own Machine": [[0, "running-on-your-own-machine"]], "Running the Notebooks": [[0, "running-the-notebooks"]], "Second Query for 850-hPa data": [[34, "second-query-for-850-hpa-data"]], "Simple Sounding with MetPy Test Data": [[9, "simple-sounding-with-metpy-test-data"]], "Skew-T Analysis": [[10, "skew-t-analysis"], [16, "skew-t-analysis"]], "Skew-T with Complex Layout": [[12, "skew-t-with-complex-layout"]], "Smoothing Contours": [[19, "smoothing-contours"]], "Sounding Calculation Examples": [[13, "sounding-calculation-examples"]], "Sounding Plotter": [[15, "sounding-plotter"]], "Sounding as Dataset Example": [[14, "sounding-as-dataset-example"]], "Specialty Plotting": [[20, "specialty-plotting"]], "Station Information": [[33, "station-information"]], "Stations and Time": [[18, "stations-and-time"]], "Structure": [[0, "structure"]], "Subset Observational Data": [[33, "subset-observational-data"]], "Synoptic Analysis": [[35, "synoptic-analysis"]], "The MetPy Example Gallery": [[0, "the-metpy-example-gallery"]], "The Plot": [[6, "the-plot"]], "Total Column Precipitable Water (TCPW)": [[2, "total-column-precipitable-water-tcpw"]], "Using Xarray for Data read and selection": [[36, "using-xarray-for-data-read-and-selection"]], "Vertical Interpolation Function": [[18, "vertical-interpolation-function"]]}, "docnames": ["README", "notebooks/convective/MUCAPE", "notebooks/convective/TCPW", "notebooks/convective/index", "notebooks/convective/miller_composite", "notebooks/declarative/Declarative_300hPa", "notebooks/declarative/declarative_500_hPa", "notebooks/declarative/index", "notebooks/skewt/Advanced_Sounding", "notebooks/skewt/Foundational_Sounding", "notebooks/skewt/Skew-T_Analysis", "notebooks/skewt/Skew-T_Hodograph_Inset", "notebooks/skewt/Skew-T_Layout_Hodograph", "notebooks/skewt/Sounding_Calculations", "notebooks/skewt/Sounding_LCL_Dataset", "notebooks/skewt/Sounding_Plotter", "notebooks/skewt/index", "notebooks/specialty/Hovmoller_Diagram", "notebooks/specialty/Observational_Data_Cross_Section", "notebooks/specialty/Smoothing_Contours", "notebooks/specialty/index", "notebooks/synoptic/250hPa_Hemispheric_Plot", "notebooks/synoptic/500hPa_Absolute_Vorticity_winds", "notebooks/synoptic/500hPa_Vorticity_Advection", "notebooks/synoptic/850hPa_Frontogenesis", 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\ No newline at end of file
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"zero": [1, 2, 6], "zip": [1, 5, 17, 18, 27], "zoom": 27, "zoom_500": 27, "zoom_xarrai": 27, "zorder": [4, 18, 33]}, "titles": ["MetPy Cookbook", "Most-Unstable Convective Available Potential Energy (MUCAPE)", "Total Column Precipitable Water (TCPW)", "Convective Calculations", "Miller Composite Chart", "MetPy Declarative - 300 hPa", "Declarative 500-hPa Absolute Vorticity", "MetPy\u2019s Simplified Plotting Interface", "Advanced Sounding", "MetPy Skew-T Cookbook", "Skew-T Analysis", "Hodograph Inset", "Skew-T with Complex Layout", "Sounding Calculation Examples", "Sounding as Dataset Example", "Sounding Plotter", "Skew-T Analysis", "Hovmoller Diagram Example", "Real Data Cross-Section Example", "Smoothing Contours", "Specialty Plotting", "A 250-hPa Hemispheric Map using Python", "500 hPa Geopotential Heights, Absolute Vorticity, and Winds", "500 hPa Vorticity Advection", "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds", "QVector Example", "850 hPa Temperature Advection", "Geostrophic and Ageostrophic Wind", "Analytic 300-hPa Trough", "Differential Temperature Advection with NARR Data", "Geostrophic Wind and Other Calcuations", "Isentropic Analysis", "Baroclinic Potential Vorticity Analysis, Divergence, and Winds", "DIFAX Replication", "Calculating Wind Shear", "Synoptic Analysis", "Using Xarray for Data read and selection"], "titleterms": {"": [7, 9], "250": 21, "300": [5, 28], "500": [6, 22, 23, 36], "850": [24, 26, 34], "A": 21, "The": [0, 6], "absolut": [6, 22], "access": [26, 36], "add": 5, "advanc": 8, "advect": [23, 26, 29], "ageostroph": 27, "analysi": [10, 16, 31, 32, 35], "analyt": 28, "aquisit": 23, "assign": [8, 9, 10, 11, 12, 13, 14], "author": 0, "avail": 1, "barb": 9, "baroclin": 32, "begin": [23, 26], "binder": 0, "calcuat": 30, "calcul": [3, 5, 13, 18, 22, 23, 24, 26, 29, 34], "cell": 9, "chart": 4, "code": 9, "column": 2, "complex": 12, "composit": 4, "comput": [22, 23, 25], "contour": [6, 19], "contributor": 0, "convect": [1, 3], "cookbook": [0, 9], "creat": [8, 9, 10, 12, 14, 18, 26, 33], "creation": [22, 23, 26, 32], "cross": 18, "data": [8, 9, 10, 11, 12, 13, 14, 17, 18, 22, 23, 25, 26, 29, 32, 33, 34, 36], "dataset": [5, 14], "declar": [5, 6], "diagram": 17, "difax": 33, "differenti": 29, "diverg": 32, "earth": [22, 23], "energi": 1, "exampl": [0, 13, 14, 17, 18, 25], "field": 18, "first": 34, "format": [8, 9, 10, 11, 12, 13, 14], "four": 29, "frontogenesi": 24, "function": [18, 22, 23], "galleri": 0, "geopotenti": [22, 24], "geostroph": [27, 30], "get": [17, 18], "grid": 33, "height": [22, 24], "hemispher": 21, "high": 33, "hodograph": 11, "hovmol": 17, "hpa": [5, 6, 21, 22, 23, 24, 26, 28, 34, 36], "import": [8, 9, 10, 11, 12, 13, 14, 15, 34], "improv": 9, "input": 29, "inset": 11, "interfac": 7, "interpol": 18, "interv": 6, "isentrop": 31, "layout": 12, "let": 9, "low": 33, "machin": 0, "make": [17, 29, 36], "manipul": 34, "map": [21, 22, 23, 26, 32, 36], "metpi": [0, 5, 7, 9, 22], "miller": 4, "most": 1, "mslp": 34, "mucap": 1, "narr": 29, "ncss": 26, "necessari": 34, "netcdfsubset": 26, "notebook": 0, "now": [9, 36], "object": 26, "observ": [18, 33], "obtain": [8, 9, 10, 11, 12, 13, 14, 34], "option": 9, "other": 30, "overview": 9, "own": 0, "packag": 34, "panel": 29, "plot": [5, 6, 7, 8, 9, 10, 12, 14, 17, 18, 20, 24, 25, 29, 33], "plotter": 15, "potenti": [1, 32], "precipit": 2, "prerequisit": 9, "previou": 9, "python": 21, "q": 25, "queri": 34, "qvector": 25, "radiosond": 18, "read": 36, "real": 18, "refer": 9, "rel": [22, 23], "replic": 33, "resourc": 9, "retriev": [22, 32], "run": 0, "second": 34, "section": 18, "select": 36, "shear": 34, "simpl": 9, "simplifi": 7, "skew": [9, 10, 12, 16], "smooth": 19, "sound": [8, 9, 10, 12, 13, 14, 15], "specialti": 20, "station": 18, "step": 9, "structur": 0, "subset": 33, "symbol": 33, "synopt": 35, "t": [9, 10, 12, 16], "tcpw": 2, "temperatur": [24, 26, 29], "test": 9, "time": 18, "total": 2, "trough": 28, "unit": [8, 9, 10, 11, 12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
/tmp/ipykernel_3061/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
+/tmp/ipykernel_3091/2639708157.py:10: DeprecationWarning: Please import `gaussian_filter` from the `scipy.ndimage` namespace; the `scipy.ndimage.filters` namespace is deprecated and will be removed in SciPy 2.0.0.
from scipy.ndimage.filters import gaussian_filter
@@ -869,19 +869,19 @@ Geostrophic Wind and Other Calcuations
@@ -1316,30 +1316,30 @@ Geostrophic Wind and Other Calcuations
@@ -1734,30 +1734,30 @@ Geostrophic Wind and Other Calcuations
@@ -2132,7 +2132,7 @@ Geostrophic Wind and Other Calcuations
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -2186,7 +2186,7 @@ Geostrophic Wind and Other Calcuations
-
+
@@ -541,7 +541,7 @@ Isentropic Analysis
-/tmp/ipykernel_3085/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
+/tmp/ipykernel_3117/414936893.py:1: UserWarning: Interpolation point out of data bounds encountered
isent_anal = mpcalc.isentropic_interpolation(isentlevs,
@@ -637,10 +637,10 @@ Isentropic Analysis
-Text(1.0, 1.0, 'VALID: 2024-06-14 12:00:00 UTC')
+Text(1.0, 1.0, 'VALID: 2024-06-17 12:00:00 UTC')
-
+
@@ -936,7 +936,7 @@ Isentropic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -990,7 +990,7 @@ Isentropic Analysis
-
+
@@ -623,7 +623,7 @@ Map CreationText(1.0, 1.0, 'Valid Time: 2010-10-26 12:00:00')
-
+
@@ -938,7 +938,7 @@ Map Creation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Map Creation
-
+
@@ -463,6 +463,7 @@ DIFAX Replicationimport numpy as np
import xarray as xr
+from metpy.io import add_station_lat_lon
from metpy.plots import StationPlot
from metpy.units import units
from siphon.simplewebservice.iastate import IAStateUpperAir
@@ -540,107 +541,6 @@ Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
Plotting High/Low Symbols
-Station Information
-A helper function for obtaining radiosonde station information (e.g.,
-latitude/longitude) requried to plot data obtained from each station.
-Original code by github user sgdecker.
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-
-
-
-
-
Observation Data
Set a date and time for upper-air observations (should only be 00 or 12
@@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset]
# Get station lat/lon from look-up file; add to Dataframe
-stn_info = station_info(list(df.station.values))
-df.insert(10, 'latitude', stn_info['lat'])
-df.insert(11, 'longitude', stn_info['lon'])
+df = add_station_lat_lon(df)
-
-
-
-def station_info(stid):
- r"""Provide information about weather stations.
-
- Parameters
- ----------
- stid: str or iterable object containing strs
- The ICAO or IATA code(s) for which station information is requested.
- with_units: bool
- Whether to include units for values that have them. Default True.
-
- Returns
- -------
- info: dict
- Information about the station(s) within a dictionary with these keys:
- 'state': Two-character ID of the state/province where the station is located,
- if applicable
- 'name': The name of the station
- 'lat': The latitude of the station [deg]
- 'lon': The longitude of the station [deg]
- 'elevation': The elevation of the station [m]
- 'country': Two-character ID of the country where the station is located
-
- Modified code from Steven Decker, Rutgers University
-
- """
- # Provide a helper function for later usage
- def str2latlon(s):
- deg = float(s[:3])
- mn = float(s[-3:-1])
- if s[-1] == 'S' or s[-1] == 'W':
- deg = -deg
- mn = -mn
- return deg + mn / 60.
-
- # Various constants describing the underlying data
- url = 'https://www.aviationweather.gov/docs/metar/stations.txt'
- # file = 'stations.txt'
- state_bnds = slice(0, 2)
- name_bnds = slice(3, 19)
- icao_bnds = slice(20, 24)
- iata_bnds = slice(26, 29)
- lat_bnds = slice(39, 45)
- lon_bnds = slice(47, 54)
- z_bnds = slice(55, 59)
- cntry_bnds = slice(81, 83)
-
- # Generalize to any number of IDs
- if isinstance(stid, str):
- stid = [stid]
-
- # Get the station dataset
- infile = urllib.request.urlopen(url)
- data = infile.readlines()
-
- state = []
- name = []
- lat = []
- lon = []
- z = []
- cntry = []
-
- for s in stid:
- s = s.upper()
- for line_bytes in data:
- line = line_bytes.decode('UTF-8')
- icao = line[icao_bnds]
- iata = line[iata_bnds]
- if len(s) == 3 and s in iata or len(s) == 4 and s in icao:
- state.append(line[state_bnds].strip())
- name.append(line[name_bnds].strip())
- lat.append(str2latlon(line[lat_bnds]))
- lon.append(str2latlon(line[lon_bnds]))
- z.append(float(line[z_bnds]))
- cntry.append(line[cntry_bnds])
-
- break
- else:
- state.append('NA')
- name.append('NA')
- lat.append(np.nan)
- lon.append(np.nan)
- z.append(np.nan)
- cntry.append('NA')
-
- infile.close()
-
- return {'state': np.array(state), 'name': np.array(name), 'lat': np.array(lat),
- 'lon': np.array(lon), 'elevation': np.array(z), 'country': np.array(cntry),
- 'units': {'lat': 'deg', 'lon': 'deg', 'z': 'm'}}
-Observation Data
Set a date and time for upper-air observations (should only be 00 or 12 @@ -693,65 +593,33 @@
Subset Observational Datadf = data[data_subset] # Get station lat/lon from look-up file; add to Dataframe -stn_info = station_info(list(df.station.values)) -df.insert(10, 'latitude', stn_info['lat']) -df.insert(11, 'longitude', stn_info['lon']) +df = add_station_lat_lon(df)
-
@@ -889,58 +757,11 @@ Create DIFAX Replication
-
@@ -1313,7 +1133,7 @@ Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@
@@ -1014,7 +1014,7 @@ ---------------------------------------------------------------------------
-HTTPError Traceback (most recent call last)
-Cell In[5], line 21
- 18 df = data[data_subset]
- 20 # Get station lat/lon from look-up file; add to Dataframe
----> 21 stn_info = station_info(list(df.station.values))
- 22 df.insert(10, 'latitude', stn_info['lat'])
- 23 df.insert(11, 'longitude', stn_info['lon'])
-
-Cell In[3], line 52, in station_info(stid)
- 49 stid = [stid]
- 51 # Get the station dataset
----> 52 infile = urllib.request.urlopen(url)
- 53 data = infile.readlines()
- 55 state = []
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:216, in urlopen(url, data, timeout, cafile, capath, cadefault, context)
- 214 else:
- 215 opener = _opener
---> 216 return opener.open(url, data, timeout)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:525, in OpenerDirector.open(self, fullurl, data, timeout)
- 523 for processor in self.process_response.get(protocol, []):
- 524 meth = getattr(processor, meth_name)
---> 525 response = meth(req, response)
- 527 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:634, in HTTPErrorProcessor.http_response(self, request, response)
- 631 # According to RFC 2616, "2xx" code indicates that the client's
- 632 # request was successfully received, understood, and accepted.
- 633 if not (200 <= code < 300):
---> 634 response = self.parent.error(
- 635 'http', request, response, code, msg, hdrs)
- 637 return response
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:563, in OpenerDirector.error(self, proto, *args)
- 561 if http_err:
- 562 args = (dict, 'default', 'http_error_default') + orig_args
---> 563 return self._call_chain(*args)
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:496, in OpenerDirector._call_chain(self, chain, kind, meth_name, *args)
- 494 for handler in handlers:
- 495 func = getattr(handler, meth_name)
---> 496 result = func(*args)
- 497 if result is not None:
- 498 return result
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/urllib/request.py:643, in HTTPDefaultErrorHandler.http_error_default(self, req, fp, code, msg, hdrs)
- 642 def http_error_default(self, req, fp, code, msg, hdrs):
---> 643 raise HTTPError(req.full_url, code, msg, hdrs, fp)
-
-HTTPError: HTTP Error 308: Permanent Redirect
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:194: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['latitude'] = np.nan
+/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/metpy/io/station_data.py:195: SettingWithCopyWarning:
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+ df['longitude'] = np.nan
+Downloading file 'sfstns.tbl' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/sfstns.tbl' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'master.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/master.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'stations.txt' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/stations.txt' to '/home/runner/.cache/metpy/v1.6.2'.
+
+
+Downloading file 'airport-codes.csv' from 'https://github.com/Unidata/MetPy/raw/v1.6.2/staticdata/airport-codes.csv' to '/home/runner/.cache/metpy/v1.6.2'.
Create DIFAX Replication
----------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
@@ -1012,7 +833,6 @@ Create DIFAX Replication
- Plotting High/Low Symbols
-- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data
@@ -1259,7 +1079,7 @@ Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
---------------------------------------------------------------------------
-KeyError Traceback (most recent call last)
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805, in Index.get_loc(self, key)
- 3804 try:
--> 3805 return self._engine.get_loc(casted_key)
- 3806 except KeyError as err:
-
-File index.pyx:167, in pandas._libs.index.IndexEngine.get_loc()
-
-File index.pyx:196, in pandas._libs.index.IndexEngine.get_loc()
-
-File pandas/_libs/hashtable_class_helper.pxi:7081, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-File pandas/_libs/hashtable_class_helper.pxi:7089, in pandas._libs.hashtable.PyObjectHashTable.get_item()
-
-KeyError: 'longitude'
-
-The above exception was the direct cause of the following exception:
-
-KeyError Traceback (most recent call last)
-Cell In[7], line 7
- 2 mapcrs = ccrs.LambertConformal(
- 3 central_latitude=45, central_longitude=-100, standard_parallels=(30, 60))
- 5 # Set up station locations for plotting observations
- 6 point_locs = mapcrs.transform_points(
-----> 7 ccrs.PlateCarree(), df['longitude'].values, df['latitude'].values)
- 9 # Start figure and set graphics extent
- 10 fig = plt.figure(1, figsize=(17, 15))
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/frame.py:4102, in DataFrame.__getitem__(self, key)
- 4100 if self.columns.nlevels > 1:
- 4101 return self._getitem_multilevel(key)
--> 4102 indexer = self.columns.get_loc(key)
- 4103 if is_integer(indexer):
- 4104 indexer = [indexer]
-
-File ~/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812, in Index.get_loc(self, key)
- 3807 if isinstance(casted_key, slice) or (
- 3808 isinstance(casted_key, abc.Iterable)
- 3809 and any(isinstance(x, slice) for x in casted_key)
- 3810 ):
- 3811 raise InvalidIndexError(key)
--> 3812 raise KeyError(key) from err
- 3813 except TypeError:
- 3814 # If we have a listlike key, _check_indexing_error will raise
- 3815 # InvalidIndexError. Otherwise we fall through and re-raise
- 3816 # the TypeError.
- 3817 self._check_indexing_error(key)
-
-KeyError: 'longitude'
+/tmp/ipykernel_3174/1340384606.py:75: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.
+ for c in cs2.collections:
+
- Plotting High/Low Symbols -
- Station Information
- Observation Data
- Subset Observational Data
- Gridded Data @@ -1259,7 +1079,7 @@
Create DIFAX Replication
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Create DIFAX Replication
-
+
@@ -634,15 +634,15 @@ Data Manipulation
-/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
@@ -960,7 +960,7 @@ Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
/tmp/ipykernel_3163/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:43: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[0].set_color('gold')
-/tmp/ipykernel_3163/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:44: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[1].set_color('cornflowerblue')
-/tmp/ipykernel_3163/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
+/tmp/ipykernel_3202/1356670571.py:45: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.
legend.legendHandles[2].set_color('deeppink')
-
+
Data Manipulation
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Data Manipulation
-
+
@@ -703,7 +703,7 @@ Synoptic Analysis
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -757,7 +757,7 @@ Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, "metpy-absolute-vorticity-calculation"]], "MetPy Cookbook": [[0, "metpy-cookbook"]], "MetPy Declarative - 300 hPa": [[5, "metpy-declarative-300-hpa"]], "MetPy Skew-T Cookbook": [[9, "metpy-skew-t-cookbook"]], "MetPy\u2019s Simplified Plotting Interface": [[7, "metpys-simplified-plotting-interface"]], "Miller Composite Chart": [[4, "miller-composite-chart"]], "Most-Unstable Convective Available Potential Energy (MUCAPE)": [[1, "most-unstable-convective-available-potential-energy-mucape"]], "Now make the 500-hPa map": [[36, "now-make-the-500-hpa-map"]], "Now, Let\u2019s Improve the Wind Barbs": [[9, "now-lets-improve-the-wind-barbs"]], "Observation Data": [[33, "observation-data"]], "Obtain Data and Format": [[8, "obtain-data-and-format"], [9, "obtain-data-and-format"], [10, "obtain-data-and-format"], [11, "obtain-data-and-format"], [12, "obtain-data-and-format"], [13, "obtain-data-and-format"], [14, "obtain-data-and-format"]], "Obtain data": [[34, "obtain-data"]], "Optional Step": [[9, "optional-step"]], "Overview": [[9, "overview"]], "Plot Cross Section": [[18, "plot-cross-section"]], "Plot Data": [[25, "plot-data"]], "Plotting Frontogenesis": [[24, "plotting-frontogenesis"]], "Plotting High/Low Symbols": [[33, "plotting-high-low-symbols"]], "Prerequisites": [[9, "prerequisites"]], "QVector Example": [[25, "qvector-example"]], "Radiosonde Observation Interpolation Function": [[18, "radiosonde-observation-interpolation-function"]], "Real Data Cross-Section Example": [[18, "real-data-cross-section-example"]], "Resources and references": [[9, "resources-and-references"]], "Running on Binder": [[0, "running-on-binder"]], "Running on Your Own Machine": [[0, "running-on-your-own-machine"]], "Running the Notebooks": [[0, "running-the-notebooks"]], "Second Query for 850-hPa data": [[34, "second-query-for-850-hpa-data"]], "Simple Sounding with MetPy Test Data": [[9, "simple-sounding-with-metpy-test-data"]], "Skew-T Analysis": [[10, "skew-t-analysis"], [16, "skew-t-analysis"]], "Skew-T with Complex Layout": [[12, "skew-t-with-complex-layout"]], "Smoothing Contours": [[19, "smoothing-contours"]], "Sounding Calculation Examples": [[13, "sounding-calculation-examples"]], "Sounding Plotter": [[15, "sounding-plotter"]], "Sounding as Dataset Example": [[14, "sounding-as-dataset-example"]], "Specialty Plotting": [[20, "specialty-plotting"]], "Station Information": [[33, "station-information"]], "Stations and Time": [[18, "stations-and-time"]], "Structure": [[0, "structure"]], "Subset Observational Data": [[33, "subset-observational-data"]], "Synoptic Analysis": [[35, "synoptic-analysis"]], "The MetPy Example Gallery": [[0, "the-metpy-example-gallery"]], "The Plot": [[6, "the-plot"]], "Total Column Precipitable Water (TCPW)": [[2, "total-column-precipitable-water-tcpw"]], "Using Xarray for Data read and selection": [[36, "using-xarray-for-data-read-and-selection"]], "Vertical Interpolation Function": [[18, "vertical-interpolation-function"]]}, "docnames": ["README", "notebooks/convective/MUCAPE", "notebooks/convective/TCPW", "notebooks/convective/index", "notebooks/convective/miller_composite", "notebooks/declarative/Declarative_300hPa", "notebooks/declarative/declarative_500_hPa", "notebooks/declarative/index", "notebooks/skewt/Advanced_Sounding", "notebooks/skewt/Foundational_Sounding", "notebooks/skewt/Skew-T_Analysis", "notebooks/skewt/Skew-T_Hodograph_Inset", "notebooks/skewt/Skew-T_Layout_Hodograph", "notebooks/skewt/Sounding_Calculations", "notebooks/skewt/Sounding_LCL_Dataset", "notebooks/skewt/Sounding_Plotter", "notebooks/skewt/index", "notebooks/specialty/Hovmoller_Diagram", "notebooks/specialty/Observational_Data_Cross_Section", "notebooks/specialty/Smoothing_Contours", "notebooks/specialty/index", "notebooks/synoptic/250hPa_Hemispheric_Plot", "notebooks/synoptic/500hPa_Absolute_Vorticity_winds", "notebooks/synoptic/500hPa_Vorticity_Advection", "notebooks/synoptic/850hPa_Frontogenesis", 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Advection", "Geostrophic and Ageostrophic Wind", "Analytic 300-hPa Trough", "Differential Temperature Advection with NARR Data", "Geostrophic Wind and Other Calcuations", "Isentropic Analysis", "Baroclinic Potential Vorticity Analysis, Divergence, and Winds", "DIFAX Replication", "Calculating Wind Shear", "Synoptic Analysis", "Using Xarray for Data read and selection"], "titleterms": {"": [7, 9], "250": 21, "300": [5, 28], "500": [6, 22, 23, 36], "850": [24, 26, 34], "A": 21, "The": [0, 6], "absolut": [6, 22], "access": [26, 36], "add": 5, "advanc": 8, "advect": [23, 26, 29], "ageostroph": 27, "analysi": [10, 16, 31, 32, 35], "analyt": 28, "aquisit": 23, "assign": [8, 9, 10, 11, 12, 13, 14], "author": 0, "avail": 1, "barb": 9, "baroclin": 32, "begin": [23, 26], "binder": 0, "calcuat": 30, "calcul": [3, 5, 13, 18, 22, 23, 24, 26, 29, 34], "cell": 9, "chart": 4, "code": 9, "column": 2, "complex": 12, "composit": 4, "comput": [22, 23, 25], "contour": [6, 19], "contributor": 0, "convect": 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12, 13, 14], "unpack": 9, "unstabl": 1, "us": [21, 36], "variabl": [5, 18], "vector": 25, "vertic": 18, "vortic": [6, 22, 23, 32], "water": 2, "wind": [9, 22, 23, 24, 27, 30, 32, 34], "xarrai": 36, "your": 0}})
\ No newline at end of file
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
Synoptic Analysis
-
+
@@ -564,7 +564,7 @@ Now make the 500-hPa map
-
+
@@ -879,7 +879,7 @@ Now make the 500-hPa map
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
@@ -933,7 +933,7 @@ Now make the 500-hPa map
-
+
@@ -625,7 +625,7 @@ Search
@@ -679,7 +679,7 @@ Search
By MetPy Maintainers.
- Last updated on 14 June 2024.
+ Last updated on 17 June 2024.
diff --git a/searchindex.js b/searchindex.js
index 94842f4..7fb8191 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"500 hPa Geopotential Heights, Absolute Vorticity, and Winds": [[22, "hpa-geopotential-heights-absolute-vorticity-and-winds"]], "500 hPa Vorticity Advection": [[23, "hpa-vorticity-advection"]], "850 hPa Temperature Advection": [[26, "hpa-temperature-advection"]], "850-hPa Geopotential Heights, Temperature, Frontogenesis, and Winds": [[24, "hpa-geopotential-heights-temperature-frontogenesis-and-winds"]], "A 250-hPa Hemispheric Map using Python": [[21, "a-250-hpa-hemispheric-map-using-python"]], "Accessing data using Xarray": [[36, "accessing-data-using-xarray"]], "Advanced Sounding": [[8, "advanced-sounding"]], "Analytic 300-hPa Trough": [[28, "analytic-300-hpa-trough"]], "Assign Units": [[8, "assign-units"], [9, "assign-units"], [10, "assign-units"], [11, "assign-units"], [12, "assign-units"], [13, "assign-units"], [14, "assign-units"]], "Authors": [[0, "authors"]], "Baroclinic Potential Vorticity Analysis, Divergence, and Winds": [[32, "baroclinic-potential-vorticity-analysis-divergence-and-winds"]], "Begin Data Calculations": [[23, "begin-data-calculations"]], "Begin data calculations": [[26, "begin-data-calculations"]], "Begin map creation": [[26, "begin-map-creation"]], "Calculate Variable and Add to Dataset": [[5, "calculate-variable-and-add-to-dataset"]], "Calculate Variables for Plotting": [[18, "calculate-variables-for-plotting"]], "Calculate frontogenesis": [[24, "calculate-frontogenesis"]], "Calculating Wind Shear": [[34, "calculating-wind-shear"]], "Compute Q-vectors": [[25, "compute-q-vectors"]], "Contour Intervals": [[6, "contour-intervals"]], "Contributors": [[0, "contributors"]], "Convective Calculations": [[3, "convective-calculations"]], "Create DIFAX Replication": [[33, "create-difax-replication"]], "Create Interpolated fields": [[18, "create-interpolated-fields"]], "Create NCSS object to access the NetcdfSubset": [[26, "create-ncss-object-to-access-the-netcdfsubset"]], "Create Sounding Plot": [[8, "create-sounding-plot"], [9, "create-sounding-plot"], [10, "create-sounding-plot"], [12, "create-sounding-plot"], [14, "create-sounding-plot"]], "DIFAX Replication": [[33, "difax-replication"]], "Data Aquisition": [[23, "data-aquisition"]], "Data Input": [[29, "data-input"]], "Data Manipulation": [[34, "data-manipulation"]], "Data Retrieval": [[22, "data-retrieval"], [32, "data-retrieval"]], "Declarative 500-hPa Absolute Vorticity": [[6, "declarative-500-hpa-absolute-vorticity"]], "Declarative Plot": [[5, "declarative-plot"]], "Differential Temperature Advection Calculation": [[29, "differential-temperature-advection-calculation"]], "Differential Temperature Advection with NARR Data": [[29, "differential-temperature-advection-with-narr-data"]], "First Query for MSLP": [[34, "first-query-for-mslp"]], "Function to Compute Earth-Relative Winds": [[22, "function-to-compute-earth-relative-winds"], [23, "function-to-compute-earth-relative-winds"]], "Geostrophic Wind and Other Calcuations": [[30, "geostrophic-wind-and-other-calcuations"]], "Geostrophic and Ageostrophic Wind": [[27, "geostrophic-and-ageostrophic-wind"]], "Get Radiosonde Data": [[18, "get-radiosonde-data"]], "Get the data": [[17, "get-the-data"]], "Gridded Data": [[33, "gridded-data"]], "Hodograph Inset": [[11, "hodograph-inset"]], "Hovmoller Diagram Example": [[17, "hovmoller-diagram-example"]], "Import necessary packages": [[34, "import-necessary-packages"]], "Imports": [[8, "imports"], [9, "imports"], [10, "imports"], [11, "imports"], [12, "imports"], [13, "imports"], [14, "imports"], [15, "imports"]], "Isentropic Analysis": [[31, "isentropic-analysis"]], "Let\u2019s Unpack the the Previous Code Cell": [[9, "lets-unpack-the-the-previous-code-cell"]], "Make Four Panel Plot": [[29, "make-four-panel-plot"]], "Make the Hovmoller Plot": [[17, "make-the-hovmoller-plot"]], "Map Creation": [[22, "map-creation"], [23, "map-creation"], [32, "map-creation"]], "MetPy Absolute Vorticity Calculation": [[22, 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\ No newline at end of file
+
@@ -879,7 +879,7 @@