Commit cb6d3342 authored by Benedikt Zoennchen's avatar Benedikt Zoennchen
Browse files

small changes to the osm calibration scenarios.

parent d31d9601
......@@ -164,13 +164,70 @@
 
``` python
plotFundamentalDiagramScatter(project, "dTimeStep.fundamentalDiagram")
```
 
%%%% Output: error
---------------------------------------------------------------------------
FileNotFoundError Traceback (most recent call last)
<ipython-input-396-e7c8d9f88c84> in <module>()
----> 1 plotFundamentalDiagramScatter(project, "dTimeStep.fundamentalDiagram")
<ipython-input-387-9bd2b95defc4> in plotFundamentalDiagramScatter(vproject, ending)
58 if fileStr.endswith(ending) :
59 ndf = pd.DataFrame();
---> 60 df = out.files[fileStr]()
61 ndf['density'] = df.density.astype(float)
62 ndf['velocity'] = df.velocity.astype(float)
~/anaconda3/lib/python3.6/site-packages/vadere_analysis_tool/scenario_output.py in <lambda>()
83 project in a jupyter-notebook because the DataFrames of an output file is loaded only when needed.
84 """
---> 85 return lambda: self._get_dataframe_(path)
86
87 def info(self):
~/anaconda3/lib/python3.6/site-packages/vadere_analysis_tool/scenario_output.py in _get_dataframe_(path)
125 @staticmethod
126 def _get_dataframe_(path):
--> 127 df = pd.read_csv(filepath_or_buffer=path, sep=" ", header=0, decimal=".", index_col=False, encoding="utf-8")
128 return df
~/anaconda3/lib/python3.6/site-packages/pandas/io/parsers.py in parser_f(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, escapechar, comment, encoding, dialect, tupleize_cols, error_bad_lines, warn_bad_lines, skipfooter, skip_footer, doublequote, delim_whitespace, as_recarray, compact_ints, use_unsigned, low_memory, buffer_lines, memory_map, float_precision)
703 skip_blank_lines=skip_blank_lines)
704
--> 705 return _read(filepath_or_buffer, kwds)
706
707 parser_f.__name__ = name
~/anaconda3/lib/python3.6/site-packages/pandas/io/parsers.py in _read(filepath_or_buffer, kwds)
443
444 # Create the parser.
--> 445 parser = TextFileReader(filepath_or_buffer, **kwds)
446
447 if chunksize or iterator:
~/anaconda3/lib/python3.6/site-packages/pandas/io/parsers.py in __init__(self, f, engine, **kwds)
812 self.options['has_index_names'] = kwds['has_index_names']
813
--> 814 self._make_engine(self.engine)
815
816 def close(self):
~/anaconda3/lib/python3.6/site-packages/pandas/io/parsers.py in _make_engine(self, engine)
1043 def _make_engine(self, engine='c'):
1044 if engine == 'c':
-> 1045 self._engine = CParserWrapper(self.f, **self.options)
1046 else:
1047 if engine == 'python':
~/anaconda3/lib/python3.6/site-packages/pandas/io/parsers.py in __init__(self, src, **kwds)
1682 kwds['allow_leading_cols'] = self.index_col is not False
1683
-> 1684 self._reader = parsers.TextReader(src, **kwds)
1685
1686 # XXX
pandas/_libs/parsers.pyx in pandas._libs.parsers.TextReader.__cinit__()
pandas/_libs/parsers.pyx in pandas._libs.parsers.TextReader._setup_parser_source()
FileNotFoundError: File b'./../../../../VadereModelTests/TestOSM_calibration/output/rimea_04_calibration_osm_defaults_2018-12-11_10-25-56.681/dTimeStep.fundamentalDiagram' does not exist
%%%% Output: display_data
 
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)
 
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## Method E Plots
This method is similar to method D but the density is defined by $$\langle \rho \rangle = \frac{1}{N} \sum\limits_{i=1}^{N} A_i ,$$
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