diff --git a/Showcase_OnlineSensorBased.ipynb b/Showcase_OnlineSensorBased.ipynb index 34b5469cd..b57ebe2d6 100644 --- a/Showcase_OnlineSensorBased.ipynb +++ b/Showcase_OnlineSensorBased.ipynb @@ -552,7 +552,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 19, @@ -607,11 +607,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "hidden": true }, - "outputs": [], + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'dataset' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'2013/1/1'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m'2013/1/17'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'dataset' is not defined" + ] + } + ], "source": [ "len(dataset.data['2013/1/1':'2013/1/17'])" ] @@ -676,7 +688,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2017-05-09T09:55:01.060520", @@ -689,7 +701,11 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/data/cpdmulde/Documents/GitHub/wwdata/wwdata/Class_OnlineSensorBased.py:407: UserWarning: \n", + "/home/data/cpdmulde/Documents/GitHub/wwdata/wwdata/Class_OnlineSensorBased.py:409: UserWarning: \n", + "When making use of filling functions, please make sure to start filling small gaps and progressively move to larger gaps. This ensures the proper working of the package algorithms.\n", + "This warning will not be shown again.\n", + " self._filling_warning(lineno())\n", + "/home/data/cpdmulde/Documents/GitHub/wwdata/wwdata/Class_OnlineSensorBased.py:421: UserWarning: \n", "Data points obtained during a rain event will be replaced. \n", "Make sure you are confident in this replacement method for the filling of gaps in the data during rain events.\n", " self._check_rain(arange,lineno())\n" @@ -723,14 +739,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2017-05-09T09:55:01.103135", "start_time": "2017-05-09T11:55:01.063627+02:00" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/data/cpdmulde/Documents/GitHub/wwdata/wwdata/Class_HydroData.py:1593: UserWarning: Data points obtained during a rain event will be used for the calculation of an average day. This might lead to a not-representative average day and/or high standard deviations.\n", + " \"representative average day and/or high standard deviations.\",stacklevel=1)\n" + ] + } + ], "source": [ "dataset.calc_daily_profile('CODtot_line2',[dt.datetime(2013,1,1),dt.datetime(2013,1,8)],\n", " quantile=0.9,clear=True)" @@ -738,14 +763,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2017-05-09T09:55:01.844129", "start_time": "2017-05-09T11:55:01.105608+02:00" } }, - "outputs": [], + "outputs": [ + { + "ename": "TypeError", + "evalue": "_check_daily_profile() takes 0 positional arguments but 1 was given", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m dataset.fill_missing_standard('CODtot_line2',[dt.datetime(2013,1,14),dt.datetime(2013,1,17)],\n\u001b[0;32m----> 2\u001b[0;31m only_checked=True,clear=False,plot=True)\n\u001b[0m", + "\u001b[0;32m~/Documents/GitHub/wwdata/wwdata/Class_OnlineSensorBased.py\u001b[0m in \u001b[0;36mfill_missing_standard\u001b[0;34m(self, to_fill, arange, only_checked, plot, clear)\u001b[0m\n\u001b[1;32m 671\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 672\u001b[0m \u001b[0;31m# Check if daily_profile has been generated\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 673\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_check_daily_profile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 674\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 675\u001b[0m \u001b[0;31m###\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mTypeError\u001b[0m: _check_daily_profile() takes 0 positional arguments but 1 was given" + ] + } + ], "source": [ "dataset.fill_missing_standard('CODtot_line2',[dt.datetime(2013,1,14),dt.datetime(2013,1,17)],\n", " only_checked=True,clear=False,plot=True)" @@ -761,14 +799,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2017-05-09T09:55:02.248297", "start_time": "2017-05-09T11:55:01.847864+02:00" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/data/cpdmulde/.conda/envs/python3/lib/python3.7/site-packages/IPython/core/interactiveshell.py:3049: DtypeWarning: Columns (0,1,2,3,4,5,6,7) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " interactivity=interactivity, compiler=compiler, result=result)\n" + ] + }, + { + "data": { + "text/plain": [ + "Index(['.sewer_1.COD', '.sewer_1.CODs', '.sewer_1.NH4', '.sewer_1.PO4',\n", + " '.sewer_1.Q_DWF_UB', '.sewer_1.Q_in', '.sewer_1.TSS'],\n", + " dtype='object')" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model_output_ontv_1 = pd.read_csv('./data/model_output.txt',\n", " sep='\\t')\n", @@ -781,7 +840,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2017-05-09T09:55:03.902986", @@ -789,7 +848,20 @@ }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "dataset.fill_missing_model('CODtot_line2',model_output_ontv_1['.sewer_1.COD'],\n", " [dt.datetime(2013,1,18),dt.datetime(2013,1,22)],\n", @@ -808,7 +880,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2017-05-09T09:55:03.917107", @@ -816,7 +888,18 @@ }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(2.4506423271968965, 0.6721532140851265)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dataset.calc_ratio('CODtot_line2','CODsol_line2',\n", " [dt.datetime(2013,1,1,0,5,0),dt.datetime(2013,1,31)])" @@ -831,14 +914,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2017-05-09T09:55:03.978297", "start_time": "2017-05-09T11:55:03.919697+02:00" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best ratio (2.5328218826106403 ± 0.16586491872475548) was found in the range: [Timestamp('2013-01-19 00:05:00') Timestamp('2013-01-21 00:05:00')]\n" + ] + } + ], "source": [ "avg,std = dataset.compare_ratio('CODtot_line2','CODsol_line2',2)" ] @@ -852,14 +943,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2017-05-09T09:55:04.632959", "start_time": "2017-05-09T11:55:03.980745+02:00" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "dataset.fill_missing_ratio('CODtot_line2',\n", " 'CODsol_line2',avg,\n", @@ -876,9 +980,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "slope: 0.40551292498556507 intercept: 0 R2: 0.9737746563763395\n" + ] + }, + { + "data": { + "text/plain": [ + "(
,\n", + " )" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "dataset.get_correlation('CODtot_line2',\n", " 'CODsol_line2',\n", @@ -895,14 +1030,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2017-05-09T09:55:06.016129", "start_time": "2017-05-09T11:55:05.261370+02:00" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/data/cpdmulde/.conda/envs/python3/lib/python3.7/site-packages/numpy/core/fromnumeric.py:2389: FutureWarning: Method .ptp is deprecated and will be removed in a future version. Use numpy.ptp instead.\n", + " return ptp(axis=axis, out=out, **kwargs)\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "dataset.fill_missing_correlation('CODtot_line2',\n", " 'CODsol_line2',\n", @@ -921,14 +1077,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2017-05-09T09:55:06.731819", "start_time": "2017-05-09T11:55:06.018568+02:00" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "dataset.fill_missing_daybefore('CODtot_line2',\n", " [dt.datetime(2013,1,25),dt.datetime(2013,1,27)],\n", @@ -938,14 +1107,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2017-05-09T09:55:07.431337", "start_time": "2017-05-09T11:55:06.734413+02:00" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig, ax = dataset.plot_analysed('CODtot_line2')\n", "ax.legend(bbox_to_anchor=(1.3,1.0),fontsize=18)\n", @@ -969,7 +1151,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2017-05-09T09:55:07.830400", @@ -977,7 +1159,20 @@ }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "dataset.calc_daily_average('CODtot_line2',arange=[dt.datetime(2013,1,1),dt.datetime(2013,2,1)],plot=True)" ] @@ -991,7 +1186,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2017-05-09T09:55:07.842239", diff --git a/wwdata/Class_OnlineSensorBased.py b/wwdata/Class_OnlineSensorBased.py index 7e643ea51..43f9bfa27 100644 --- a/wwdata/Class_OnlineSensorBased.py +++ b/wwdata/Class_OnlineSensorBased.py @@ -246,7 +246,7 @@ def calc_daily_average(self,column_name,arange,plot=False): self.daily_average[column_name] = to_return ############################################################################### - ## FILLING FUNCTIONS ## + ## FILLING HELP FUNCTIONS ## ############################################################################### def _reset_meta_filled(self,data_name=None): @@ -315,7 +315,13 @@ def _add_to_meta(self,to_fill): if not to_fill in self.filled: self.add_to_filled([to_fill]) - + def _warning(self, message, category, filename, lineno, file=None, line=None): + ''' + Function to overwrite default warning layout + Required arguments: msg.message, msg.category, msg.filename, msg.lineno,msg.file, msg.line + ''' + print(filename + ':' + str(lineno) + ': ' + category + ': ' + message) + def _filling_warning(self,lineno): ''' Wrapper function for the filling function warning. Also makes sure that the @@ -323,26 +329,20 @@ def _filling_warning(self,lineno): filling function is used. ''' if not self._filling_warning_issued: - wn.warn_explicit("\nWhen making use of filling functions, please make sure to "\ - "start filling small gaps and progressively move to larger gaps. This "\ - "ensures the proper working of the package algorithms.\n"\ - "This warning will not be shown again.", - UserWarning, __file__, lineno) - self._filling_warning_issued = True - - - def _warning(message, category = UserWarning, filename = '',lineno): - ''' - Overwrite default warning layout - ''' - print(filename + ':' + lineno + ': ' + category + ': ' + message) + #wn.showwarning = self._warning + wn.showwarning("\nWhen making use of filling functions, please make sure to "+\ + "start filling small gaps and progressively move to larger gaps. This "+\ + "ensures the proper working of the package algorithms.\n"+\ + "This warning will not be shown again.", + UserWarning, __file__, lineno) + self._filling_warning_issued = True def _rain_warning(self,lineno): ''' Wrapper function for the rain warning. ''' - wn.showwarning = self._warning - wn.warn("\nData points obtained during a rain event will be replaced. \n"\ + #wn.showwarning = self._warning + wn.showwarning("\nData points obtained during a rain event will be replaced. \n"\ "Make sure you are confident in this replacement method for the "\ "filling of gaps in the data during rain events.", UserWarning, __file__, lineno) @@ -356,7 +356,20 @@ def _check_rain(self,arange,lineno): if rain : self._rain_warning(lineno) - + + def _check_daily_profile(self): + try: + if not isinstance(self.daily_profile,dict): + raise TypeError("self.daily_profile should be a dictionary Type. \ + Run calc_daily_profile() to get an average daily profile for " + to_fill) + except AttributeError: + raise AttributeError("self.daily_profile doesn't exist yet, meaning \ + there is no data available to replace other data with. Run \ + calc_daily_profile() to get an average daily profile for " + to_fill) + + ############################################################################### + ## FILLING FUNCTIONS ## + ############################################################################### def fill_missing_interpolation(self,to_fill,range_,arange,method='index',plot=False, clear=False,*kwargs): @@ -489,50 +502,19 @@ def fill_missing_ratio(self,to_fill,to_use,ratio,arange, # CHECKS ### self._plot = 'filled' - self.FillingWarning(lineno()) + self._filling_warning(lineno()) if clear: self._reset_meta_filled(to_fill) self.meta_filled = self.meta_filled.reindex(self.index(),fill_value='!!') - if not to_fill in self.meta_filled.columns: - # if the to_fill column doesn't exist yet in the meta_filled dataset, - # add it, and fill it with the meta_valid values; if this last one - # doesn't exist yet, create it with 'original' tags. - try: - self.meta_filled[to_fill] = self.meta_valid[to_fill] - except: - self.add_to_meta_valid([to_fill]) - self.meta_filled[to_fill] = self.meta_valid[to_fill] - else: - # where the meta_filled dataset contains original values, update with - # the values from meta_valid; in case a filling round was done before - # any filtering; not supposed to happen, but cases exist. - try: - self.meta_filled[to_fill].loc[self.meta_filled[to_fill]=='original'] = \ - self.meta_valid[to_fill].loc[self.meta_filled[to_fill]=='original'] - except: - self.add_to_meta_valid([to_fill]) - self.meta_filled[to_fill].loc[self.meta_filled[to_fill]=='original'] = \ - self.meta_valid[to_fill].loc[self.meta_filled[to_fill]=='original'] - - if not to_fill in self.filled: - self.add_to_filled([to_fill]) - - # Give warning when replacing data from rain events and at the same time - # check if arange has the right type - try: - rain = (self.data_type == 'WWTP') and \ - (self.highs['highs'].loc[arange[0]:arange[1]].sum() > 1) - except TypeError: - raise TypeError("Slicing not possible for index type " + \ - str(type(self.data.index[0])) + " and arange argument type " + \ - str(type(arange[0])) + ". Try changing the type of the arange " + \ - "values to one compatible with " + str(type(self.data.index[0])) + \ - " slicing.") - - if rain : - self.RainWarning(lineno()) + # Add the to_fill column to the self.meta_valid and self.meta_filled dataframes, + # where relevant + self._add_to_meta(to_fill) + + # Give warning when replacing data from rain events and at the same time check if + # arange has the right type + self._check_rain(arange,lineno()) ### # FILLING @@ -593,50 +575,19 @@ def fill_missing_correlation(self,to_fill,to_use,arange,corr_range, # CHECKS ### self._plot = 'filled' - self.FillingWarning(lineno()) + self._filling_warning(lineno()) if clear: self._reset_meta_filled(to_fill) self.meta_filled = self.meta_filled.reindex(self.index(),fill_value='!!') - if not to_fill in self.meta_filled.columns: - # if the to_fill column doesn't exist yet in the meta_filled dataset, - # add it, and fill it with the meta_valid values; if this last one - # doesn't exist yet, create it with 'original' tags. - try: - self.meta_filled[to_fill] = self.meta_valid[to_fill] - except: - self.add_to_meta_valid([to_fill]) - self.meta_filled[to_fill] = self.meta_valid[to_fill] - else: - # where the meta_filled dataset contains original values, update with - # the values from meta_valid; in case a filling round was done before - # any filtering; not supposed to happen, but cases exist. - try: - self.meta_filled[to_fill].loc[self.meta_filled[to_fill]=='original'] = \ - self.meta_valid[to_fill].loc[self.meta_filled[to_fill]=='original'] - except: - self.add_to_meta_valid([to_fill]) - self.meta_filled[to_fill].loc[self.meta_filled[to_fill]=='original'] = \ - self.meta_valid[to_fill].loc[self.meta_filled[to_fill]=='original'] - - if not to_fill in self.filled: - self.add_to_filled([to_fill]) - - # Give warning when replacing data from rain events and at the same time - # check if arange has the right type - try: - rain = (self.data_type == 'WWTP') and \ - (self.highs['highs'].loc[arange[0]:arange[1]].sum() > 1) - except TypeError: - raise TypeError("Slicing not possible for index type " + \ - str(type(self.data.index[0])) + " and arange argument type " + \ - str(type(arange[0])) + ". Try changing the type of the arange " + \ - "values to one compatible with " + str(type(self.data.index[0])) + \ - " slicing.") - - if rain : - self.RainWarning(lineno()) + # Add the to_fill column to the self.meta_valid and self.meta_filled dataframes, + # where relevant + self._add_to_meta(to_fill) + + # Give warning when replacing data from rain events and at the same time check if + # arange has the right type + self._check_rain(arange,lineno()) ### # CALCULATIONS @@ -704,61 +655,22 @@ def fill_missing_standard(self,to_fill,arange,only_checked=True,plot=False, # CHECKS ### self._plot = 'filled' - self.FillingWarning(lineno()) - - # several checks on availability of the right columns in the necessary - # dataframes/dictionaries + self._filling_warning(lineno()) + if clear: self._reset_meta_filled(to_fill) self.meta_filled = self.meta_filled.reindex(self.index(),fill_value='!!') - if not to_fill in self.meta_filled.columns: - # if the to_fill column doesn't exist yet in the meta_filled dataset, - # add it, and fill it with the meta_valid values; if this last one - # doesn't exist yet, create it with 'original' tags. - try: - self.meta_filled[to_fill] = self.meta_valid[to_fill] - except: - self.add_to_meta_valid([to_fill]) - self.meta_filled[to_fill] = self.meta_valid[to_fill] - else: - # where the meta_filled dataset contains original values, update with - # the values from meta_valid; in case a filling round was done before - # any filtering; not supposed to happen, but cases exist. - try: - self.meta_filled[to_fill].loc[self.meta_filled[to_fill]=='original'] = \ - self.meta_valid[to_fill].loc[self.meta_filled[to_fill]=='original'] - except: - self.add_to_meta_valid([to_fill]) - self.meta_filled[to_fill].loc[self.meta_filled[to_fill]=='original'] = \ - self.meta_valid[to_fill].loc[self.meta_filled[to_fill]=='original'] - - if not to_fill in self.filled: - self.add_to_filled([to_fill]) - - try: - if not isinstance(self.daily_profile,dict): - raise TypeError("self.daily_profile should be a dictionary Type. \ - Run calc_daily_profile() to get an average daily profile for " + to_fill) - except AttributeError: - raise AttributeError("self.daily_profile doesn't exist yet, meaning \ - there is no data available to replace other data with. Run \ - calc_daily_profile() to get an average daily profile for " + to_fill) - - # Give warning when replacing data from rain events and at the same time - # check if arange has the right type - try: - rain = (self.data_type == 'WWTP') and \ - (self.highs['highs'].loc[arange[0]:arange[1]].sum() > 1) - except TypeError: - raise TypeError("Slicing not possible for index type " + \ - str(type(self.data.index[0])) + " and arange argument type " + \ - str(type(arange[0])) + ". Try changing the type of the arange \ - values to one compatible with " + str(type(self.data.index[0])) + \ - " slicing.") + # Add the to_fill column to the self.meta_valid and self.meta_filled dataframes, + # where relevant + self._add_to_meta(to_fill) + + # Give warning when replacing data from rain events and at the same time check if + # arange has the right type + self._check_rain(arange,lineno()) - if rain : - self.RainWarning(lineno()) + # Check if daily_profile has been generated + self._check_daily_profile() ### # CALCULATIONS @@ -836,54 +748,19 @@ def fill_missing_model(self,to_fill,to_use,arange,only_checked=True, # CHECKS ### self._plot = 'filled' - self.FillingWarning(lineno()) - - # several checks on availability of the right columns in the necessary - # dataframes/dictionaries + self._filling_warning(lineno()) + if clear: self._reset_meta_filled(to_fill) self.meta_filled = self.meta_filled.reindex(self.index(),fill_value='!!') - if not to_fill in self.meta_filled.columns: - # if the to_fill column doesn't exist yet in the meta_filled dataset, - # add it, and fill it with the meta_valid values; if this last one - # doesn't exist yet, create it with 'original' tags. - try: - self.meta_filled[to_fill] = self.meta_valid[to_fill] - except: - self.add_to_meta_valid([to_fill]) - self.meta_filled[to_fill] = self.meta_valid[to_fill] - else: - # where the meta_filled dataset contains original values, update with - # the values from meta_valid; in case a filling round was done before - # any filtering; not supposed to happen, but cases exist. - try: - self.meta_filled[to_fill].loc[self.meta_filled[to_fill]=='original'] = \ - self.meta_valid[to_fill].loc[self.meta_filled[to_fill]=='original'] - except: - self.add_to_meta_valid([to_fill]) - self.meta_filled[to_fill].loc[self.meta_filled[to_fill]=='original'] = \ - self.meta_valid[to_fill].loc[self.meta_filled[to_fill]=='original'] - - if not to_fill in self.filled: - self.add_to_filled([to_fill]) - - # Give warning when replacing data from rain events and at the same time - # check if arange has the right type - try: - rain = (self.data_type == 'WWTP') and \ - (self.highs['highs'].loc[arange[0]:arange[1]].sum() > 1) - except TypeError: - raise TypeError("Slicing not possible for index type " + \ - str(type(self.data.index[0])) + " and arange argument type " + \ - str(type(arange[0])) + ". Try changing the type of the arange \ - values to one compatible with " + str(type(self.data.index[0])) + \ - " slicing.") - - if rain : - wn.warn('Data points obtained during a rain event will be replaced. \ - Make sure you are confident in this replacement method for the \ - filling of gaps in the data during rain events.') + # Add the to_fill column to the self.meta_valid and self.meta_filled dataframes, + # where relevant + self._add_to_meta(to_fill) + + # Give warning when replacing data from rain events and at the same time check if + # arange has the right type + self._check_rain(arange,lineno()) ### # CALCULATIONS @@ -978,59 +855,19 @@ def fill_missing_daybefore(self,to_fill,arange,range_to_replace=[1,4], # CHECKS ### self._plot = 'filled' - self.FillingWarning(lineno()) - # index checks - #if arange[0] < 1 or arange[1] > self.index()[-1]: - # raise IndexError('Index out of bounds. Check whether the values of \ - # "arange" are within the index range of the data. Mind that the first \ - # day of data cannot be replaced with this algorithm!') - - # several checks on availability of the right columns in the necessary - # dataframes/dictionaries + self._filling_warning(lineno()) + if clear: self._reset_meta_filled(to_fill) self.meta_filled = self.meta_filled.reindex(self.index(),fill_value='!!') - if not to_fill in self.meta_filled.columns: - # if the to_fill column doesn't exist yet in the meta_filled dataset, - # add it, and fill it with the meta_valid values; if this last one - # doesn't exist yet, create it with 'original' tags. - try: - self.meta_filled[to_fill] = self.meta_valid[to_fill] - except: - self.add_to_meta_valid([to_fill]) - self.meta_filled[to_fill] = self.meta_valid[to_fill] - else: - # where the meta_filled dataset contains original values, update with - # the values from meta_valid; in case a filling round was done before - # any filtering; not supposed to happen, but cases exist. - try: - self.meta_filled[to_fill].loc[self.meta_filled[to_fill]=='original'] = \ - self.meta_valid[to_fill].loc[self.meta_filled[to_fill]=='original'] - except: - self.add_to_meta_valid([to_fill]) - self.meta_filled[to_fill].loc[self.meta_filled[to_fill]=='original'] = \ - self.meta_valid[to_fill].loc[self.meta_filled[to_fill]=='original'] - - if not to_fill in self.filled: - self.add_to_filled([to_fill]) - - # Give warning when replacing data from rain events and at the same time - # check if arange has the right type - try: - rain = (self.data_type == 'WWTP') and \ - (self.highs['highs'].loc[arange[0]:arange[1]].sum() > 1) - except TypeError: - raise TypeError("Slicing not possible for index type " + \ - str(type(self.data.index[0])) + " and arange argument type " + \ - str(type(arange[0])) + ". Try changing the type of the arange \ - values to one compatible with " + str(type(self.data.index[0])) + \ - " slicing.") - - if rain : - wn.warn('Data points obtained during a rain event will be replaced. \ - Make sure you are confident in this replacement method for the \ - filling of gaps in the data during rain events.') + # Add the to_fill column to the self.meta_valid and self.meta_filled dataframes, + # where relevant + self._add_to_meta(to_fill) + + # Give warning when replacing data from rain events and at the same time check if + # arange has the right type + self._check_rain(arange,lineno()) ### # CALCULATIONS