Repository: pvlib/pvlib-python
Pull request #822 (2019-11-18 21:46:10)

fix reading MIDC files with mismatching header/data columns

 - [x] Closes issue #xxxx
 - [x] I am familiar with the [contributing guidelines](http://pvlib-python.readthedocs.io/en/latest/contributing.html).
 - [x] Fully tested. Added and/or modified tests to ensure correct behavior for all reasonable inputs. Tests (usually) must pass on the TravisCI and Appveyor testing services.
 - [x] Updates entries to `docs/sphinx/source/api.rst` for API changes.
 - [x] Adds description and name entries in the appropriate `docs/sphinx/source/whatsnew` file for all changes.
 - [x] Code quality and style is sufficient. Passes LGTM and SticklerCI checks.
 - [x] New code is fully documented. Includes sphinx/numpydoc compliant docstrings and comments in the code where necessary.
 - [x] Pull request is nearly complete and ready for detailed review.

Brief description of the problem and proposed solution (if not already fully described in the issue linked to above):

Requesting data from the MIDC API sometimes (e.g. for the UTPASRL site on 2019-11-15) returns a csv file where the number of header columns and data columns do no match. This leads pandas to create a multi-index with the extra columns (with the header applied to the rightmost columns) with the remaining columns mislabelled as a result. This PR first tries to parses the headers from the file and then only parses the first ``len(headers)`` columns of the data.

cwhanse: @wholmgren OK with me to merge

Patch:
diff --git a/docs/sphinx/source/whatsnew/v0.7.0.rst b/docs/sphinx/source/whatsnew/v0.7.0.rst
index 613b458..4bfe9fa 100644
--- a/docs/sphinx/source/whatsnew/v0.7.0.rst
+++ b/docs/sphinx/source/whatsnew/v0.7.0.rst
@@ -84,7 +84,7 @@ API Changes
 
 * Changes related to spectral modifier (:issue:`782`):
    * Changes to functions
-      - Added the argument `pw_min` and `pw_max`, default values 0.1 and 8 resp., 
+      - Added the argument `pw_min` and `pw_max`, default values 0.1 and 8 resp.,
 	to `atmosphere.first_solar_spectral_correction`. This function now returns NaN
 	if pw value higher than `pw_max`.
 
@@ -101,6 +101,9 @@ API Changes
   argument for capability during the deprecation period.
 * Parameter `pvsystem.DC_MODEL_PARAMS` is renamed to `pvsystem._DC_MODEL_PARAMS`.
   Users should not rely on this dictionary's existence or structure.
+* :py:func:`pvlib.iotools.midc.read_midc` now passes additional keyword
+  arguments to `pandas.read_csv`
+* Add `timeout` argument to :py:func:`pvlib.iotools.midc.read_midc_raw_data_from_nrel`
 
 Enhancements
 ~~~~~~~~~~~~
@@ -133,6 +136,8 @@ Bug fixes
   longitude or latitude degree to an index number in a Linke turbidity lookup
   table. Also rename the function to `clearsky._degrees_to_index`.
   (:issue:`754`)
+* Fix reading raw MIDC CSV files from NREL where the number of header
+  columns does not match the number of data columns.
 
 Testing
 ~~~~~~~
@@ -152,7 +157,7 @@ Documentation
 * Edited docstring for `pvsystem.sapm` to remove DataFrame option for input
   `module`. The DataFrame option was never tested and would cause an error if
   used. (:issue:`785`)
-* Note warning about _TMY3.epw files retrieved from energyplus.net in docstring 
+* Note warning about _TMY3.epw files retrieved from energyplus.net in docstring
   of `epw.read_epw`
 
 Removal of prior version deprecations
@@ -180,3 +185,4 @@ Contributors
 * Miguel Sánchez de León Peque (:ghuser:`Peque`)
 * Tanguy Lunel (:ghuser:`tylunel`)
 * Veronica Guo (:ghuser:`veronicaguo`)
+* Tony Lorenzo (:ghuser:`alorenzo175`)
diff --git a/pvlib/data/midc_raw_short_header_20191115.txt b/pvlib/data/midc_raw_short_header_20191115.txt
new file mode 100644
index 0000000..cb6972d
--- /dev/null
+++ b/pvlib/data/midc_raw_short_header_20191115.txt
@@ -0,0 +1,1441 @@
+,Year,DOY,CST,CR1000 Battery [VDC],Direct Normal [W/m^2],Direct (stdev) [W/m^2],CHP1 Temp [deg C],CHP1 Temp (stdev) [deg C],Global Horizontal [W/m^2],Global (stdev) [W/m^2],Diffuse Horizontal [W/m^2],Diffuse (stdev) [W/m^2],CR1000 Temp [deg C],Downwelling IR [W/m^2],IR (stdev) [W/m^2],Pyrgeometer Net [W/m^2],Net (stdev) [W/m^2],CGR3 Temp [deg C],CGR3 Temp (stdev) [deg C]
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+0,2019,319,2324,13.49,-0.383072,0,12.41,0.009,-2.05500,0.15,-1.67005,0.163,13.23,287.6,0.164,-78.92,0.127,10.4,0.015,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2325,13.51,-0.383072,0,12.43,0.02,-1.98726,0.115,-1.55161,0.171,13.23,287.7,0.143,-78.84,0.14,10.41,0.002,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2326,13.56,-0.383073,0,12.44,0.012,-2.16792,0.188,-1.68190,0.157,13.23,287.8,0.157,-78.74,0.176,10.41,0.013,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2327,13.51,-0.383073,0,12.44,0.012,-2.11146,0.143,-1.68190,0.157,13.23,287.9,0.145,-78.77,0.135,10.43,0.025,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2328,13.57,-0.383074,0,12.45,0.017,-2.24696,0.163,-1.77666,0,13.23,287.9,0.155,-78.82,0.125,10.44,0.027,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2329,13.53,-0.383074,0,12.45,0.017,-2.25826,0.16,-1.76482,0.064,13.23,288,0.113,-78.8,0.065,10.44,0.021,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2330,13.04,-0.383074,0,12.44,0.01,-2.37117,0,-1.77666,0,13.23,287.8,0.074,-78.84,0.078,10.41,0.008,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2331,13.52,-0.383075,0,12.45,0.014,-2.37117,0,-1.77667,0,13.22,287.8,0.148,-78.81,0.116,10.42,0.019,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2332,13.53,-0.383075,0,12.45,0.014,-2.32601,0.115,-1.77667,0,13.21,287.9,0.179,-78.7,0.186,10.41,0.012,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2333,13.53,-0.383075,0,12.46,0.019,-2.11148,0.143,-1.71745,0.132,13.21,288,0.183,-78.8,0.047,10.45,0.037,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2334,13.53,-0.383076,0,12.47,0.018,-2.26956,0.155,-1.77667,0,13.21,288.2,0.163,-78.65,0.183,10.47,0.02,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2335,13.53,-0.383076,0,12.44,0.014,-2.37118,0,-1.77667,0,13.21,288.3,0.088,-78.34,0.097,10.41,0.027,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2336,13.53,-0.383076,0,12.43,0.019,-2.35989,0.061,-1.77667,0,13.21,288.3,0.103,-78.27,0.103,10.4,0,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2337,13.54,-0.383076,0,12.42,0.02,-2.31473,0.126,-1.77667,0,13.21,288.1,0.132,-78.43,0.129,10.39,0.001,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2338,13.53,-0.383076,0,12.41,0.014,-2.31473,0.126,-1.76483,0.064,13.21,288.4,0.163,-78.1,0.128,10.38,0.017,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2339,13.54,-0.383077,0,12.4,0.016,-2.05503,0.122,-1.53979,0.168,13.21,288.2,0.194,-78.35,0.194,10.39,0.001,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2340,13.56,-0.383077,0,12.4,0.014,-2.13407,0.155,-1.75299,0.089,13.21,288.5,0.209,-77.99,0.202,10.38,0.019,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2341,13.54,-0.383077,0,12.39,0.01,-2.35990,0.061,-1.77668,0,13.21,288.4,0.084,-77.75,0.078,10.33,0.008,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2342,13.53,-0.383077,0,12.33,0.027,-2.37119,0,-1.77668,0,13.21,288.2,0.171,-77.71,0.149,10.28,0.026,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2343,13.02,-0.383077,0,12.3,0.013,-2.37119,0,-1.77668,0,13.21,288.2,0.119,-77.59,0.119,10.26,0.008,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2344,13.56,-0.383077,0,12.26,0.015,-2.37119,0,-1.77668,0,13.2,288,0.116,-77.43,0.122,10.18,0.035,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2345,13.52,-0.383077,0,12.2,0.029,-2.37119,0,-1.77668,0,13.19,288,0.109,-77.18,0.119,10.13,0.008,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2346,13.51,-0.383077,0,12.14,0.019,-2.37119,0,-1.80037,0.089,13.19,287.9,0.121,-76.88,0.129,10.07,0.023,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2347,13.53,-0.383078,0,12.08,0.028,-2.37119,0,-1.78852,0.064,13.19,287.7,0.07,-76.76,0.065,10,0.006,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2348,13.54,-0.383078,0,12.02,0.019,-2.37119,0,-1.84775,0.142,13.17,287.6,0.16,-76.63,0.128,9.95,0.02,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2349,13.01,-0.383078,0,11.96,0.024,-2.37119,0,-1.93066,0.176,13.16,287.5,0.135,-76.35,0.13,9.88,0.018,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2350,13.55,-0.383078,0,11.9,0.022,-2.37119,0,-1.93066,0.176,13.16,287.5,0.149,-76.07,0.158,9.82,0.021,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2351,13.53,-0.383078,0,11.84,0.026,-2.37119,0,-1.89513,0.168,13.14,287.4,0.16,-75.84,0.129,9.75,0.023,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2352,13.53,-0.383078,0,11.79,0.028,-2.32603,0.115,-1.87144,0.157,13.14,287.4,0.237,-75.65,0.123,9.71,0.035,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2353,13.54,-0.383078,0,11.72,0.031,-2.32603,0.115,-1.77668,0,13.12,287.2,0.148,-75.34,0.172,9.61,0.013,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2354,13.55,-0.383078,0,11.65,0.019,-2.20182,0.169,-1.77668,0,13.11,287.1,0.151,-75.18,0,9.58,0.029,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2355,12.95,-0.383078,0,11.61,0.029,-2.20182,0.169,-1.77668,0,13.09,287.3,0.138,-74.72,0.104,9.53,0.026,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2356,13.56,-0.395847,0.069,11.56,0.019,-2.11149,0.168,-1.77668,0,13.09,287.1,0.064,-74.68,0.065,9.48,0,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2357,13.53,-0.651233,0.176,11.52,0.013,-2.02116,0.061,-1.77668,0,13.07,286.9,0.118,-74.67,0,9.43,0.023,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2358,13.54,-0.740618,0.096,11.51,0.005,-1.98729,0.115,-1.77668,0,13.05,286.9,0.092,-74.67,0,9.42,0.018,-7999,-7999,-7999,-7999,0,-7999
+0,2019,319,2359,13.56,-0.740618,0.096,11.47,0.023,-2.10020,0.135,-1.77668,0,13.05,286.8,0.097,-74.67,0,9.41,0.019,-7999,-7999,-7999,-7999,0,-7999
diff --git a/pvlib/iotools/midc.py b/pvlib/iotools/midc.py
index 01ca711..7ef2637 100644
--- a/pvlib/iotools/midc.py
+++ b/pvlib/iotools/midc.py
@@ -1,5 +1,9 @@
 """Functions to read NREL MIDC data.
 """
+import io
+
+
+import requests
 import pandas as pd
 
 
@@ -148,14 +152,14 @@ def format_index_raw(data):
     return data
 
 
-def read_midc(filename, variable_map={}, raw_data=False):
+def read_midc(filename, variable_map={}, raw_data=False, **kwargs):
     """Read in National Renewable Energy Laboratory Measurement and
     Instrumentation Data Center [1]_ weather data.
 
     Parameters
     ----------
-    filename: string
-        Filename or url of data to read.
+    filename: string or file-like object
+        Filename, url, or file-like object of data to read.
     variable_map: dictionary
         Dictionary for mapping MIDC field names to pvlib names. Used to rename
         the columns of the resulting DataFrame. Does not map names by default.
@@ -163,6 +167,8 @@ def read_midc(filename, variable_map={}, raw_data=False):
     raw_data: boolean
         Set to true to use format_index_raw to correctly format the date/time
         columns of MIDC raw data files.
+    kwargs : dict
+       Additional keyword arguments to pass to `pandas.read_csv`
 
     Returns
     -------
@@ -194,7 +200,7 @@ def read_midc(filename, variable_map={}, raw_data=False):
     .. [1] NREL: Measurement and Instrumentation Data Center
         `https://midcdmz.nrel.gov/ <https://midcdmz.nrel.gov/>`_
     """
-    data = pd.read_csv(filename)
+    data = pd.read_csv(filename, **kwargs)
     if raw_data:
         data = format_index_raw(data)
     else:
@@ -203,7 +209,8 @@ def read_midc(filename, variable_map={}, raw_data=False):
     return data
 
 
-def read_midc_raw_data_from_nrel(site, start, end, variable_map={}):
+def read_midc_raw_data_from_nrel(site, start, end, variable_map={},
+                                 timeout=30):
     """Request and read MIDC data directly from the raw data api.
 
     Parameters
@@ -218,12 +225,22 @@ def read_midc_raw_data_from_nrel(site, start, end, variable_map={}):
         A dictionary mapping MIDC field names to pvlib names. Used to
         rename columns of the resulting DataFrame. See Notes of
         :py:func:`pvlib.iotools.read_midc` for example.
+    timeout : float, default 30
+        Number of seconds to wait to connect/read from the API before
+        failing.
 
     Returns
     -------
     data:
         Dataframe with DatetimeIndex localized to the station location.
 
+    Raises
+    ------
+    requests.HTTPError
+       For any error in retrieving the CSV file from the MIDC API
+    requests.Timeout
+       If data is not received in within ``timeout`` seconds
+
     Notes
     -----
     Requests spanning an instrumentation change will yield an error. See the
@@ -236,4 +253,14 @@ def read_midc_raw_data_from_nrel(site, start, end, variable_map={}):
             'end': end.strftime('%Y%m%d')}
     endpoint = 'https://midcdmz.nrel.gov/apps/data_api.pl?'
     url = endpoint + '&'.join(['{}={}'.format(k, v) for k, v in args.items()])
-    return read_midc(url, variable_map=variable_map, raw_data=True)
+    # number of header columns and data columns do not always match,
+    # so first parse the header to determine the number of data columns
+    # to parse
+    csv_request = requests.get(url, timeout=timeout)
+    csv_request.raise_for_status()
+    raw_csv = io.StringIO(csv_request.text)
+    first_row = pd.read_csv(raw_csv, nrows=0)
+    col_length = len(first_row.columns)
+    raw_csv.seek(0)
+    return read_midc(raw_csv, variable_map=variable_map, raw_data=True,
+                     usecols=range(col_length))


Test patch:
diff --git a/pvlib/test/test_midc.py b/pvlib/test/test_midc.py
index ad6a2d8..07552ed 100644
--- a/pvlib/test/test_midc.py
+++ b/pvlib/test/test_midc.py
@@ -24,6 +24,8 @@ test_dir = os.path.dirname(
     os.path.abspath(inspect.getfile(inspect.currentframe())))
 midc_testfile = os.path.join(test_dir, '../data/midc_20181014.txt')
 midc_raw_testfile = os.path.join(test_dir, '../data/midc_raw_20181018.txt')
+midc_raw_short_header_testfile = os.path.join(
+    test_dir, '../data/midc_raw_short_header_20191115.txt')
 midc_network_testfile = ('https://midcdmz.nrel.gov/apps/data_api.pl'
                          '?site=UAT&begin=20181018&end=20181019')
 
@@ -73,3 +75,17 @@ def test_read_midc_raw_data_from_nrel():
     for k, v in var_map.items():
         assert v in data.columns
     assert data.index.size == 2880
+
+
+def test_read_midc_header_length_mismatch(mocker):
+    mock_data = mocker.MagicMock()
+    with open(midc_raw_short_header_testfile, 'r') as f:
+        mock_data.text = f.read()
+    mocker.patch('pvlib.iotools.midc.requests.get',
+                 return_value=mock_data)
+    start = pd.Timestamp('2019-11-15T00:00:00-06:00')
+    end = pd.Timestamp('2019-11-15T23:59:00-06:00')
+    data = midc.read_midc_raw_data_from_nrel('', start, end)
+    assert isinstance(data.index, pd.DatetimeIndex)
+    assert data.index[0] == start
+    assert data.index[-1] == end