示例#1
0
    def run(self):
        """Runs the script"""

        # Convert the units to the desired ones
        for meas in self.measurements:
            unit = (self.config[self.analysisname].get(meas, {}).get(
                "UnitConversion", None))
            if unit:
                self.data = convert_to_EngUnits(self.data, meas, unit)

        # Plot all Measurements
        self.basePlots = plot_all_measurements(
            self.data,
            self.config,
            self.measurements[0],
            self.analysisname,
            do_not_plot=[self.measurements[0]],
        )
        self.PlotDict["All"] = self.basePlots

        # Plot all special Plots:
        # Histogram Plot
        self.Histogram = dospecialPlots(
            self.data, self.config, self.analysisname, "concatHistogram",
            self.measurements, **self.config[self.analysisname].get(
                "AuxOptions", {}).get("concatHistogram", {}))
        if self.Histogram:
            self.PlotDict["Histogram"] = self.Histogram
            self.PlotDict["All"] = self.PlotDict["All"] + self.Histogram

        # Whiskers Plot
        self.WhiskerPlots = dospecialPlots(self.data, self.config,
                                           self.analysisname, "BoxWhisker",
                                           self.measurements)
        if self.WhiskerPlots:
            self.PlotDict["Whiskers"] = self.WhiskerPlots
            self.PlotDict["All"] = self.PlotDict["All"] + self.WhiskerPlots

        # Violin Plot
        self.Violin = dospecialPlots(self.data, self.config, self.analysisname,
                                     "Violin", self.measurements)
        if self.Violin:
            self.PlotDict["Violin"] = self.Violin
            self.PlotDict["All"] = self.PlotDict["All"] + self.Violin

        # Reconfig the plots to be sure
        self.PlotDict["All"] = config_layout(
            self.PlotDict["All"],
            **self.config.get(self.analysisname, {}).get("Layout", {}))
        return self.PlotDict
示例#2
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    def run(self):
        """Runs the script"""

        self.analysis()

        # Convert the units to the desired ones
        for meas in self.measurements:
            unit = (self.config[self.analysisname].get(meas, {}).get(
                "UnitConversion", None))
            if unit:
                self.data = convert_to_EngUnits(self.data, meas, unit)

        # Plot all Measurements
        self.basePlots = plot(
            self.data,
            self.config,
            self.xaxis,
            self.analysisname,
            do_not_plot=[self.xaxis],
        )
        self.PlotDict["All"] = self.basePlots

        # Plot all special Plots:
        # Histogram Plot
        self.Histogram = dospecialPlots(
            self.data, self.config, self.analysisname, "Histogram",
            self.measurements, **self.config[self.analysisname].get(
                "AuxOptions", {}).get("singleHistogram", {}))
        if self.Histogram:
            self.PlotDict["Histogram"] = self.Histogram
            self.PlotDict["All"] = self.PlotDict["All"] + self.Histogram

        # Whiskers Plot
        self.WhiskerPlots = dospecialPlots(self.data, self.config,
                                           self.analysisname, "BoxWhisker",
                                           self.measurements)
        if self.WhiskerPlots:
            self.PlotDict["Whiskers"] = self.WhiskerPlots
            self.PlotDict["All"] = self.PlotDict["All"] + self.WhiskerPlots
        return self.PlotDict
示例#3
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    def run(self):
        """Runs the script"""
        # Plot all Measurements
        self.basePlots = plot_all_measurements(self.data, self.config, self.xaxis, self.name, do_not_plot = self.donts)
        self.PlotDict["BasePlots"] = self.basePlots
        self.PlotDict["All"] = self.basePlots

        # Histogram Plot
        self.Histogram = dospecialPlots(self.data, self.config, self.name, "concatHistogram", self.measurements,
                                        **self.config[self.name].get("AuxOptions", {}).get("concatHistogram", {}))
        if self.Histogram:
            self.PlotDict["Histogram"] = self.Histogram
            self.PlotDict["All"] = self.PlotDict["All"] + self.Histogram

        # Whiskers Plot
        self.WhiskerPlots = dospecialPlots(self.data, self.config, self.name, "BoxWhisker", self.measurements)
        if self.WhiskerPlots:
            self.PlotDict["Whiskers"] = self.WhiskerPlots
            self.PlotDict["All"] = self.PlotDict["All"] + self.WhiskerPlots

        # Violin Plot
        self.Violin = dospecialPlots(self.data, self.config,self.name, "Violin", self.measurements)
        if self.Violin:
            self.PlotDict["Violin"] = self.Violin
            self.PlotDict["All"] += self.Violin

        # singleHist Plot
        self.singleHist = dospecialPlots(self.data, self.config, self.name, "Histogram", self.measurements,
                                         **self.config[self.name].get("AuxOptions", {}).get("singleHistogram", {}))
        if self.singleHist:
            self.PlotDict["singleHistogram"] = self.singleHist
            self.PlotDict["All"] = self.PlotDict["All"] + self.singleHist

        # Reconfig the plots to be sure
        self.PlotDict["All"] = config_layout(self.PlotDict["All"], **self.config[self.name].get("Layout", {}))

        return self.PlotDict
示例#4
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    def run(self):
        """Runs the script"""

        # Add the 1/c^2 data to the dataframes
        for df in self.data["keys"]:
            if "CV" in self.data[df]["data"]:
                self.data[df]["data"].insert(
                    3, "1C2", 1 / self.data[df]["data"]["CV"].pow(2))
                self.data[df]["units"].append("arb. units")
                self.data[df]["measurements"].append("1C2")
            elif "capacitance" in self.data[df]["data"]:
                self.data[df]["data"].insert(
                    3, "1C2", 1 / self.data[df]["data"]["capacitance"].pow(2))
                self.data[df]["units"].append("arb. units")
                self.data[df]["measurements"].append("1C2")

        # Add the measurement to the list

        # Plot all Measurements
        self.basePlots = plot_all_measurements(self.data,
                                               self.config,
                                               self.xaxis,
                                               self.analysisName,
                                               do_not_plot=self.donts)
        #self.basePlots = applyPlotOptions(self.basePlots, {'Curve': {'color': "hv.Cycle('PiYG')"}})
        self.PlotDict["BasePlots"] = self.basePlots
        self.PlotDict["All"] = self.basePlots

        # Add full depletion point to 1/c^2 curve
        if self.config[self.analysisName].get("1C2", {}).get(
                "DoFullDepletionCalculation", False):
            try:
                if self.basePlots.Overlay.CV_CURVES_hyphen_minus_Full_depletion.children:
                    c2plot = self.basePlots.Overlay.CV_CURVES_hyphen_minus_Full_depletion.opts(
                        clone=True)
                else:
                    c2plot = self.basePlots.Curve.CV_CURVES_hyphen_minus_Full_depletion.opts(
                        clone=True)
                fdestimation = self.find_full_depletion(
                    c2plot,
                    self.data,
                    self.config,
                    PlotLabel="Full depletion estimation")
                self.PlotDict["All"] += fdestimation
                self.PlotDict["BasePlots"] += fdestimation
            except Exception as err:
                self.log.warning(
                    "No full depletion calculation possible... Error: {}".
                    format(err))

        # Whiskers Plot
        self.WhiskerPlots = dospecialPlots(self.data, self.config,
                                           self.analysisName, "BoxWhisker",
                                           self.measurements)
        if self.WhiskerPlots:
            self.PlotDict["Whiskers"] = self.WhiskerPlots
            self.PlotDict["All"] = self.PlotDict["All"] + self.WhiskerPlots

        # Histogram Plot
        self.HistogramPlots = dospecialPlots(self.data, self.config,
                                             self.analysisName, "Histogram",
                                             self.measurements)
        if self.HistogramPlots:
            self.PlotDict["Histogram"] = self.HistogramPlots
            self.PlotDict["All"] = self.PlotDict["All"] + self.HistogramPlots

        # Reconfig the plots to be sure
        self.PlotDict["All"] = config_layout(
            self.PlotDict["All"],
            **self.config[self.analysisName].get("Layout", {}))

        return self.PlotDict
示例#5
0
    def run(self):
        """Runs the script"""

        # Convert the units to the desired ones
        self.original_data = deepcopy(self.data)  # Is needed for grading
        for meas in self.measurements:
            unit = (self.config[self.analysisName].get(meas, {}).get(
                "UnitConversion", None))
            if unit:
                self.data = convert_to_EngUnits(self.data, meas, unit)

        # Add the 1/c^2 data to the dataframes
        for df in self.data["keys"]:
            if "CV" in self.data[df]["data"]:
                self.data[df]["data"].insert(
                    3, "1C2", 1 / self.data[df]["data"]["CV"].pow(2))
                self.data[df]["units"].append("arb. units")
                self.data[df]["measurements"].append("1C2")
            elif "capacitance" in self.data[df]["data"]:
                self.data[df]["data"].insert(
                    3, "1C2", 1 / self.data[df]["data"]["capacitance"].pow(2))
                self.data[df]["units"].append("arb. units")
                self.data[df]["measurements"].append("1C2")

        # Add the measurement to the list

        # Plot all Measurements
        self.basePlots = plot_all_measurements(
            self.data,
            self.config,
            self.xaxis,
            self.analysisName,
            do_not_plot=self.donts,
        )
        # self.basePlots = applyPlotOptions(self.basePlots, {'Curve': {'color': "hv.Cycle('PiYG')"}})
        self.PlotDict["BasePlots"] = self.basePlots
        self.PlotDict["All"] = self.basePlots

        # Add full depletion point to 1/c^2 curve
        if (self.config[self.analysisName].get("1C2", {}).get(
                "DoFullDepletionCalculation", False)):
            try:
                if (self.basePlots.Overlay.
                        CV_CURVES_hyphen_minus_Full_depletion.children):
                    c2plot = self.basePlots.Overlay.CV_CURVES_hyphen_minus_Full_depletion.opts(
                        clone=True)
                else:
                    c2plot = self.basePlots.Curve.CV_CURVES_hyphen_minus_Full_depletion.opts(
                        clone=True)
                fdestimation = self.find_full_depletion(
                    c2plot,
                    self.data,
                    self.config,
                    PlotLabel="Full depletion estimation",
                )
                self.PlotDict["All"] += fdestimation
                self.PlotDict["BasePlots"] += fdestimation
            except Exception as err:
                self.log.warning(
                    "No full depletion calculation possible... Error: {}".
                    format(err))

        # Whiskers Plot
        self.WhiskerPlots = dospecialPlots(self.data, self.config,
                                           self.analysisName, "BoxWhisker",
                                           self.measurements)
        if self.WhiskerPlots:
            self.PlotDict["Whiskers"] = self.WhiskerPlots
            self.PlotDict["All"] = self.PlotDict["All"] + self.WhiskerPlots

        # Histogram Plot
        self.HistogramPlots = dospecialPlots(self.data, self.config,
                                             self.analysisName, "Histogram",
                                             self.measurements)
        if self.HistogramPlots:
            self.PlotDict["Histogram"] = self.HistogramPlots
            self.PlotDict["All"] = self.PlotDict["All"] + self.HistogramPlots

        # Reconfig the plots to be sure
        self.PlotDict["All"] = config_layout(
            self.PlotDict["All"],
            **self.config[self.analysisName].get("Layout", {}))
        self.PlotDict["data"] = self.data

        # Grade the sensor
        try:
            self.grade_Sensor()
        except:
            self.log.critical(
                "Some error happend while evaluating grade of sensor. This can happen!",
                exc_info=True)

        return self.PlotDict