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           Branch data     Line data    Source code
       1                 :            : /***************************************************************************
       2                 :            :   qgsstatisticalsummary.h
       3                 :            :   --------------------------------------
       4                 :            :   Date                 : May 2015
       5                 :            :   Copyright            : (C) 2015 by Nyall Dawson
       6                 :            :   Email                : nyall dot dawson at gmail dot com
       7                 :            :  ***************************************************************************
       8                 :            :  *                                                                         *
       9                 :            :  *   This program is free software; you can redistribute it and/or modify  *
      10                 :            :  *   it under the terms of the GNU General Public License as published by  *
      11                 :            :  *   the Free Software Foundation; either version 2 of the License, or     *
      12                 :            :  *   (at your option) any later version.                                   *
      13                 :            :  *                                                                         *
      14                 :            :  ***************************************************************************/
      15                 :            : 
      16                 :            : #ifndef QGSSTATISTICALSUMMARY_H
      17                 :            : #define QGSSTATISTICALSUMMARY_H
      18                 :            : 
      19                 :            : #include <QMap>
      20                 :            : #include <QVariant>
      21                 :            : #include <cmath>
      22                 :            : #include "qgis_core.h"
      23                 :            : 
      24                 :            : /***************************************************************************
      25                 :            :  * This class is considered CRITICAL and any change MUST be accompanied with
      26                 :            :  * full unit tests in testqgsstatisticalsummary.cpp.
      27                 :            :  * See details in QEP #17
      28                 :            :  ****************************************************************************/
      29                 :            : 
      30                 :            : /**
      31                 :            :  * \ingroup core
      32                 :            :  * \class QgsStatisticalSummary
      33                 :            :  * \brief Calculator for summary statistics for a list of doubles.
      34                 :            :  *
      35                 :            :  * Statistics are calculated by calling calculate() and passing a list of doubles. The
      36                 :            :  * individual statistics can then be retrieved using the associated methods. Note that not all statistics
      37                 :            :  * are calculated by default. Statistics which require slower computations are only calculated by
      38                 :            :  * specifying the statistic in the constructor or via setStatistics().
      39                 :            :  *
      40                 :            :  * \since QGIS 2.9
      41                 :            :  */
      42                 :            : 
      43                 :          0 : class CORE_EXPORT QgsStatisticalSummary
      44                 :            : {
      45                 :            :   public:
      46                 :            : 
      47                 :            :     //! Enumeration of flags that specify statistics to be calculated
      48                 :            :     enum Statistic
      49                 :            :     {
      50                 :            :       Count = 1 << 0,  //!< Count
      51                 :            :       CountMissing = 1 << 15, //!< Number of missing (null) values
      52                 :            :       Sum = 1 << 1,  //!< Sum of values
      53                 :            :       Mean = 1 << 2,  //!< Mean of values
      54                 :            :       Median = 1 << 3, //!< Median of values
      55                 :            :       StDev = 1 << 4, //!< Standard deviation of values
      56                 :            :       StDevSample = 1 << 5, //!< Sample standard deviation of values
      57                 :            :       Min = 1 << 6,  //!< Min of values
      58                 :            :       Max = 1 << 7,  //!< Max of values
      59                 :            :       Range = 1 << 8, //!< Range of values (max - min)
      60                 :            :       Minority = 1 << 9, //!< Minority of values
      61                 :            :       Majority = 1 << 10, //!< Majority of values
      62                 :            :       Variety = 1 << 11, //!< Variety (count of distinct) values
      63                 :            :       FirstQuartile = 1 << 12, //!< First quartile
      64                 :            :       ThirdQuartile = 1 << 13, //!< Third quartile
      65                 :            :       InterQuartileRange = 1 << 14, //!< Inter quartile range (IQR)
      66                 :            :       First = 1 << 16, //!< First value (since QGIS 3.6)
      67                 :            :       Last = 1 << 17, //!< Last value (since QGIS 3.6)
      68                 :            :       All = Count | CountMissing | Sum | Mean | Median | StDev | Max | Min | Range | Minority | Majority | Variety | FirstQuartile | ThirdQuartile | InterQuartileRange | First | Last
      69                 :            :     };
      70                 :            :     Q_DECLARE_FLAGS( Statistics, Statistic )
      71                 :            : 
      72                 :            :     /**
      73                 :            :      * Constructor for QgsStatisticalSummary
      74                 :            :      * \param stats flags for statistics to calculate
      75                 :            :      */
      76                 :            :     QgsStatisticalSummary( QgsStatisticalSummary::Statistics stats = QgsStatisticalSummary::All );
      77                 :            : 
      78                 :          0 :     virtual ~QgsStatisticalSummary() = default;
      79                 :            : 
      80                 :            :     /**
      81                 :            :      * Returns flags which specify which statistics will be calculated. Some statistics
      82                 :            :      * are always calculated (e.g., sum, min and max).
      83                 :            :      * \see setStatistics
      84                 :            :      */
      85                 :            :     Statistics statistics() const { return mStatistics; }
      86                 :            : 
      87                 :            :     /**
      88                 :            :      * Sets flags which specify which statistics will be calculated. Some statistics
      89                 :            :      * are always calculated (e.g., sum, min and max).
      90                 :            :      * \param stats flags for statistics to calculate
      91                 :            :      * \see statistics
      92                 :            :      */
      93                 :            :     void setStatistics( QgsStatisticalSummary::Statistics stats );
      94                 :            : 
      95                 :            :     /**
      96                 :            :      * Resets the calculated values
      97                 :            :      */
      98                 :            :     void reset();
      99                 :            : 
     100                 :            :     /**
     101                 :            :      * Calculates summary statistics for a list of values
     102                 :            :      * \param values list of doubles
     103                 :            :      */
     104                 :            :     void calculate( const QList<double> &values );
     105                 :            : 
     106                 :            :     /**
     107                 :            :      * Adds a single value to the statistics calculation. Calling this method
     108                 :            :      * allows values to be added to the calculation one at a time. For large
     109                 :            :      * quantities of values this may be more efficient then first adding all the
     110                 :            :      * values to a list and calling calculate().
     111                 :            :      * \param value value to add
     112                 :            :      * \note call reset() before adding the first value using this method
     113                 :            :      * to clear the results from any previous calculations
     114                 :            :      * \note finalize() must be called after adding the final value and before
     115                 :            :      * retrieving calculated statistics.
     116                 :            :      * \see calculate()
     117                 :            :      * \see addVariant()
     118                 :            :      * \see finalize()
     119                 :            :      * \since QGIS 2.16
     120                 :            :      */
     121                 :            :     void addValue( double value );
     122                 :            : 
     123                 :            :     /**
     124                 :            :      * Adds a single value to the statistics calculation. Calling this method
     125                 :            :      * allows values to be added to the calculation one at a time. For large
     126                 :            :      * quantities of values this may be more efficient then first adding all the
     127                 :            :      * values to a list and calling calculate().
     128                 :            :      * \param value variant containing to add. Non-numeric values are treated as null.
     129                 :            :      * \note call reset() before adding the first value using this method
     130                 :            :      * to clear the results from any previous calculations
     131                 :            :      * \note finalize() must be called after adding the final value and before
     132                 :            :      * retrieving calculated statistics.
     133                 :            :      * \see addValue()
     134                 :            :      * \see calculate()
     135                 :            :      * \see finalize()
     136                 :            :      * \since QGIS 2.16
     137                 :            :      */
     138                 :            :     void addVariant( const QVariant &value );
     139                 :            : 
     140                 :            :     /**
     141                 :            :      * Must be called after adding all values with addValues() and before retrieving
     142                 :            :      * any calculated statistics.
     143                 :            :      * \see addValue()
     144                 :            :      * \see addVariant()
     145                 :            :      * \since QGIS 2.16
     146                 :            :      */
     147                 :            :     void finalize();
     148                 :            : 
     149                 :            :     /**
     150                 :            :      * Returns the value of a specified statistic
     151                 :            :      * \param stat statistic to return
     152                 :            :      * \returns calculated value of statistic. A NaN value may be returned for invalid
     153                 :            :      * statistics.
     154                 :            :      */
     155                 :            :     double statistic( QgsStatisticalSummary::Statistic stat ) const;
     156                 :            : 
     157                 :            :     /**
     158                 :            :      * Returns calculated count of values
     159                 :            :      */
     160                 :          0 :     int count() const { return mCount; }
     161                 :            : 
     162                 :            :     /**
     163                 :            :      * Returns the number of missing (null) values
     164                 :            :      * \since QGIS 2.16
     165                 :            :      */
     166                 :            :     int countMissing() const { return mMissing; }
     167                 :            : 
     168                 :            :     /**
     169                 :            :      * Returns calculated sum of values
     170                 :            :      */
     171                 :          0 :     double sum() const { return mSum; }
     172                 :            : 
     173                 :            :     /**
     174                 :            :      * Returns calculated mean of values. A NaN value may be returned if the mean cannot
     175                 :            :      * be calculated.
     176                 :            :      */
     177                 :          0 :     double mean() const { return mMean; }
     178                 :            : 
     179                 :            :     /**
     180                 :            :      * Returns calculated median of values. This is only calculated if Statistic::Median has
     181                 :            :      * been specified in the constructor or via setStatistics. A NaN value may be returned if the median cannot
     182                 :            :      * be calculated.
     183                 :            :      */
     184                 :            :     double median() const { return mMedian; }
     185                 :            : 
     186                 :            :     /**
     187                 :            :      * Returns calculated minimum from values. A NaN value may be returned if the minimum cannot
     188                 :            :      * be calculated.
     189                 :            :      */
     190                 :          0 :     double min() const { return mMin; }
     191                 :            : 
     192                 :            :     /**
     193                 :            :      * Returns calculated maximum from values. A NaN value may be returned if the maximum cannot
     194                 :            :      * be calculated.
     195                 :            :      */
     196                 :          0 :     double max() const { return mMax; }
     197                 :            : 
     198                 :            :     /**
     199                 :            :      * Returns calculated range (difference between maximum and minimum values). A NaN value may be returned if the range cannot
     200                 :            :      * be calculated.
     201                 :            :      */
     202                 :            :     double range() const { return std::isnan( mMax ) || std::isnan( mMin ) ? std::numeric_limits<double>::quiet_NaN() : mMax - mMin; }
     203                 :            : 
     204                 :            :     /**
     205                 :            :      * Returns the first value obtained. A NaN value may be returned if no values were encountered.
     206                 :            :      *
     207                 :            :      * \see last()
     208                 :            :      * \since QGIS 3.6
     209                 :            :      */
     210                 :            :     double first() const { return mFirst; }
     211                 :            : 
     212                 :            :     /**
     213                 :            :      * Returns the last value obtained. A NaN value may be returned if no values were encountered.
     214                 :            :      *
     215                 :            :      * \see first()
     216                 :            :      * \since QGIS 3.6
     217                 :            :      */
     218                 :            :     double last() const { return mLast; }
     219                 :            : 
     220                 :            :     /**
     221                 :            :      * Returns population standard deviation. This is only calculated if Statistic::StDev has
     222                 :            :      * been specified in the constructor or via setStatistics. A NaN value may be returned if the standard deviation cannot
     223                 :            :      * be calculated.
     224                 :            :      * \see sampleStDev
     225                 :            :      */
     226                 :            :     double stDev() const { return mStdev; }
     227                 :            : 
     228                 :            :     /**
     229                 :            :      * Returns sample standard deviation. This is only calculated if Statistic::StDev has
     230                 :            :      * been specified in the constructor or via setStatistics. A NaN value may be returned if the standard deviation cannot
     231                 :            :      * be calculated.
     232                 :            :      * \see stDev
     233                 :            :      */
     234                 :            :     double sampleStDev() const { return mSampleStdev; }
     235                 :            : 
     236                 :            :     /**
     237                 :            :      * Returns variety of values. The variety is the count of unique values from the list.
     238                 :            :      * This is only calculated if Statistic::Variety has been specified in the constructor
     239                 :            :      * or via setStatistics.
     240                 :            :      */
     241                 :            :     int variety() const { return mValueCount.count(); }
     242                 :            : 
     243                 :            :     /**
     244                 :            :      * Returns minority of values. The minority is the value with least occurrences in the list.
     245                 :            :      * This is only calculated if Statistic::Minority has been specified in the constructor
     246                 :            :      * or via setStatistics. If multiple values match, return the first value relative to the
     247                 :            :      * initial values order. A NaN value may be returned if the minority cannot be calculated.
     248                 :            :      * \see majority
     249                 :            :      */
     250                 :            :     double minority() const { return mMinority; }
     251                 :            : 
     252                 :            :     /**
     253                 :            :      * Returns majority of values. The majority is the value with most occurrences in the list.
     254                 :            :      * This is only calculated if Statistic::Majority has been specified in the constructor
     255                 :            :      * or via setStatistics. If multiple values match, return the first value relative to the
     256                 :            :      * initial values order. A NaN value may be returned if the minority cannot be calculated.
     257                 :            :      * \see minority
     258                 :            :      */
     259                 :            :     double majority() const { return mMajority; }
     260                 :            : 
     261                 :            :     /**
     262                 :            :      * Returns the first quartile of the values. The quartile is calculated using the
     263                 :            :      * "Tukey's hinges" method. A NaN value may be returned if the first quartile cannot
     264                 :            :      * be calculated.
     265                 :            :      * \see thirdQuartile
     266                 :            :      * \see interQuartileRange
     267                 :            :      */
     268                 :            :     double firstQuartile() const { return mFirstQuartile; }
     269                 :            : 
     270                 :            :     /**
     271                 :            :      * Returns the third quartile of the values. The quartile is calculated using the
     272                 :            :      * "Tukey's hinges" method. A NaN value may be returned if the third quartile cannot
     273                 :            :      * be calculated.
     274                 :            :      * \see firstQuartile
     275                 :            :      * \see interQuartileRange
     276                 :            :      */
     277                 :            :     double thirdQuartile() const { return mThirdQuartile; }
     278                 :            : 
     279                 :            :     /**
     280                 :            :      * Returns the inter quartile range of the values. The quartiles are calculated using the
     281                 :            :      * "Tukey's hinges" method. A NaN value may be returned if the IQR cannot
     282                 :            :      * be calculated.
     283                 :            :      * \see firstQuartile
     284                 :            :      * \see thirdQuartile
     285                 :            :      */
     286                 :          0 :     double interQuartileRange() const { return std::isnan( mThirdQuartile ) || std::isnan( mFirstQuartile ) ? std::numeric_limits<double>::quiet_NaN() : mThirdQuartile - mFirstQuartile; }
     287                 :            : 
     288                 :            :     /**
     289                 :            :      * Returns the friendly display name for a \a statistic.
     290                 :            :      * \see shortName()
     291                 :            :      */
     292                 :            :     static QString displayName( QgsStatisticalSummary::Statistic statistic );
     293                 :            : 
     294                 :            :     /**
     295                 :            :      * Returns a short, friendly display name for a \a statistic, suitable for use in a field name.
     296                 :            :      * \see displayName()
     297                 :            :      * \since QGIS 3.6
     298                 :            :      */
     299                 :            :     static QString shortName( QgsStatisticalSummary::Statistic statistic );
     300                 :            : 
     301                 :            :   private:
     302                 :            : 
     303                 :            :     Statistics mStatistics;
     304                 :            : 
     305                 :            :     int mCount;
     306                 :            :     int mMissing;
     307                 :            :     double mSum;
     308                 :            :     double mMean;
     309                 :            :     double mMedian;
     310                 :            :     double mMin;
     311                 :            :     double mMax;
     312                 :            :     double mStdev;
     313                 :            :     double mSampleStdev;
     314                 :            :     double mMinority;
     315                 :            :     double mMajority;
     316                 :            :     double mFirstQuartile;
     317                 :            :     double mThirdQuartile;
     318                 :            :     double mFirst;
     319                 :            :     double mLast;
     320                 :            :     QMap< double, int > mValueCount;
     321                 :            :     QList< double > mValues;
     322                 :            :     bool mRequiresAllValueStorage = false;
     323                 :            :     bool mRequiresHisto = false;
     324                 :            : };
     325                 :            : 
     326                 :          0 : Q_DECLARE_OPERATORS_FOR_FLAGS( QgsStatisticalSummary::Statistics )
     327                 :            : 
     328                 :            : #endif // QGSSTATISTICALSUMMARY_H

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