In [1]:

    

import pysal.lib 
import geopandas as gpd
from pysal.viz import mapclassify as mc


    

In [2]:

    

columbus = gpd.read_file(pysal.lib.examples.get_path('columbus.shp'))


    

In [3]:

    

mc.Equal_Interval(columbus.CRIME)


    

    




/home/serge/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py:483: UserWarning: Deprecated (2.1.0): Equal_Interval is being renamed to EqualInterval. Equal_Interval will be removed on 2020-01-31.
  warn(self.message)






    
Out[3]:





             Equal Interval             
 
Lower            Upper             Count
========================================
         x[i] <= 13.921                2
13.921 < x[i] <= 27.664               16
27.664 < x[i] <= 41.407               14
41.407 < x[i] <= 55.149               10
55.149 < x[i] <= 68.892                7

In [4]:

    

qc = mc.EqualInterval(columbus.CRIME)


    

In [5]:

    

mc.HeadTail_Breaks(columbus.CRIME)


    

    




/home/serge/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py:483: UserWarning: Deprecated (2.1.0): HeadTail_Breaks is being renamed to HeadTailBreaks. HeadTail_Breaks will be removed on 2020-01-31.
  warn(self.message)
/home/serge/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py:87: DeprecationWarning: Call to deprecated function (or staticmethod) headTail_breaks. (use head_tail_breaks)
  return headTail_breaks(values[values >= mean], cuts)
/home/serge/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py:87: DeprecationWarning: Call to deprecated function (or staticmethod) headTail_breaks. (use head_tail_breaks)
  return headTail_breaks(values[values >= mean], cuts)
/home/serge/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py:87: DeprecationWarning: Call to deprecated function (or staticmethod) headTail_breaks. (use head_tail_breaks)
  return headTail_breaks(values[values >= mean], cuts)
/home/serge/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py:87: DeprecationWarning: Call to deprecated function (or staticmethod) headTail_breaks. (use head_tail_breaks)
  return headTail_breaks(values[values >= mean], cuts)






    
Out[5]:





             HeadTailBreaks             
 
Lower            Upper             Count
========================================
         x[i] <= 35.129               25
35.129 < x[i] <= 49.361               12
49.361 < x[i] <= 57.542                8
57.542 < x[i] <= 63.304                3
63.304 < x[i] <= 68.892                1

In [6]:

    

mc.HeadTailBreaks(columbus.CRIME)


    

    




/home/serge/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py:87: DeprecationWarning: Call to deprecated function (or staticmethod) headTail_breaks. (use head_tail_breaks)
  return headTail_breaks(values[values >= mean], cuts)
/home/serge/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py:87: DeprecationWarning: Call to deprecated function (or staticmethod) headTail_breaks. (use head_tail_breaks)
  return headTail_breaks(values[values >= mean], cuts)
/home/serge/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py:87: DeprecationWarning: Call to deprecated function (or staticmethod) headTail_breaks. (use head_tail_breaks)
  return headTail_breaks(values[values >= mean], cuts)
/home/serge/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py:87: DeprecationWarning: Call to deprecated function (or staticmethod) headTail_breaks. (use head_tail_breaks)
  return headTail_breaks(values[values >= mean], cuts)






    
Out[6]:





             HeadTailBreaks             
 
Lower            Upper             Count
========================================
         x[i] <= 35.129               25
35.129 < x[i] <= 49.361               12
49.361 < x[i] <= 57.542                8
57.542 < x[i] <= 63.304                3
63.304 < x[i] <= 68.892                1

In [7]:

    

mc.Box_Plot(columbus.CRIME)


    

    




/home/serge/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py:483: UserWarning: Deprecated (2.1.0): Box_Plot is being renamed to BoxPlot. Box_Plot will be removed on 2020-01-31.
  warn(self.message)






    
Out[7]:





                 Box Plot                 
 
 Lower            Upper              Count
==========================================
          x[i] <= -22.757                0
-22.757 < x[i] <=  20.049               13
 20.049 < x[i] <=  34.001               12
 34.001 < x[i] <=  48.585               12
 48.585 < x[i] <=  91.391               12

In [8]:

    

mc.BoxPlot(columbus.CRIME)


    

    
Out[8]:





                 Box Plot                 
 
 Lower            Upper              Count
==========================================
          x[i] <= -22.757                0
-22.757 < x[i] <=  20.049               13
 20.049 < x[i] <=  34.001               12
 34.001 < x[i] <=  48.585               12
 48.585 < x[i] <=  91.391               12

In [9]:

    

mc.Natural_Breaks(columbus.CRIME)


    

    




/home/serge/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py:483: UserWarning: Deprecated (2.1.0): Natural_Breaks is being renamed to NaturalBreaks. Natural_Breaks will be removed on 2020-01-31.
  warn(self.message)






    
Out[9]:





             NaturalBreaks              
 
Lower            Upper             Count
========================================
         x[i] <=  0.224                2
 0.224 < x[i] <= 22.541               12
22.541 < x[i] <= 34.001               11
34.001 < x[i] <= 48.585               12
48.585 < x[i] <= 68.892               12

In [10]:

    

mc.NaturalBreaks(columbus.CRIME)


    

    
Out[10]:





             NaturalBreaks              
 
Lower            Upper             Count
========================================
         x[i] <=  0.224                2
 0.224 < x[i] <= 22.541               12
22.541 < x[i] <= 34.001               11
34.001 < x[i] <= 48.585               12
48.585 < x[i] <= 68.892               12

In [11]:

    

mc.Fisher_Jenks(columbus.CRIME)


    

    




/home/serge/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py:483: UserWarning: Deprecated (2.1.0): Fisher_Jenks is being renamed to FisherJenks. Fisher_Jenks will be removed on 2020-01-31.
  warn(self.message)






    
Out[11]:





              FisherJenks               
 
Lower            Upper             Count
========================================
         x[i] <=  0.224                2
 0.224 < x[i] <= 22.541               12
22.541 < x[i] <= 34.001               11
34.001 < x[i] <= 48.585               12
48.585 < x[i] <= 68.892               12

In [12]:

    

mc.FisherJenks(columbus.CRIME)


    

    
Out[12]:





              FisherJenks               
 
Lower            Upper             Count
========================================
         x[i] <=  0.224                2
 0.224 < x[i] <= 22.541               12
22.541 < x[i] <= 34.001               11
34.001 < x[i] <= 48.585               12
48.585 < x[i] <= 68.892               12

In [13]:

    

mc.Std_Mean(columbus.CRIME)


    

    




/home/serge/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py:483: UserWarning: Deprecated (2.1.0): Std_Mean is being renamed to StdMean. Std_Mean will be removed on 2020-01-31.
  warn(self.message)






    
Out[13]:





                StdMean                 
 
Lower            Upper             Count
========================================
         x[i] <=  1.665                2
 1.665 < x[i] <= 18.397                6
18.397 < x[i] <= 51.861               30
51.861 < x[i] <= 68.593               10
68.593 < x[i] <= 68.892                1

In [14]:

    

mc.StdMean(columbus.CRIME)


    

    
Out[14]:





                StdMean                 
 
Lower            Upper             Count
========================================
         x[i] <=  1.665                2
 1.665 < x[i] <= 18.397                6
18.397 < x[i] <= 51.861               30
51.861 < x[i] <= 68.593               10
68.593 < x[i] <= 68.892                1

In [15]:

    

mc.User_Defined(columbus.CRIME, bins=[51.862, 69.0])


    

    




/home/serge/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py:483: UserWarning: Deprecated (2.1.0): User_Defined is being renamed to UserDefined. User_Defined will be removed on 2020-01-31.
  warn(self.message)






    
Out[15]:





              UserDefined               
 
Lower            Upper             Count
========================================
         x[i] <= 51.862               38
51.862 < x[i] <= 69.000               11

In [16]:

    

mc.UserDefined(columbus.CRIME, bins=[51.862, 69.0])


    

    
Out[16]:





              UserDefined               
 
Lower            Upper             Count
========================================
         x[i] <= 51.862               38
51.862 < x[i] <= 69.000               11

In [17]:

    

mc.Jenks_Caspall(columbus.CRIME)


    

    




/home/serge/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py:483: UserWarning: Deprecated (2.1.0): Jenks_Caspall is being renamed to JenksCaspall. Jenks_Caspall will be removed on 2020-01-31.
  warn(self.message)






    
Out[17]:





              JenksCaspall              
 
Lower            Upper             Count
========================================
         x[i] <= 20.049               13
20.049 < x[i] <= 29.028                7
29.028 < x[i] <= 36.869                7
36.869 < x[i] <= 48.585               10
48.585 < x[i] <= 68.892               12

In [18]:

    

mc.JenksCaspall(columbus.CRIME)


    

    
Out[18]:





              JenksCaspall              
 
Lower            Upper             Count
========================================
         x[i] <= 20.049               13
20.049 < x[i] <= 29.028                7
29.028 < x[i] <= 36.869                7
36.869 < x[i] <= 48.585               10
48.585 < x[i] <= 68.892               12

In [19]:

    

mc.Jenks_Caspall_Sampled(columbus.CRIME)


    

    




/home/serge/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py:483: UserWarning: Deprecated (2.1.0): Jenks_Caspall_Sampled is being renamed to JenksCaspallSampled. Jenks_Caspall_Sampled will be removed on 2020-01-31.
  warn(self.message)
/home/serge/anaconda3/envs/pysaldev/lib/python3.7/site-packages/pandas/core/computation/expressions.py:183: UserWarning: evaluating in Python space because the '*' operator is not supported by numexpr for the bool dtype, use '&' instead
  .format(op=op_str, alt_op=unsupported[op_str]))
/home/serge/anaconda3/envs/pysaldev/lib/python3.7/site-packages/numpy/core/fromnumeric.py:56: FutureWarning: Series.nonzero() is deprecated and will be removed in a future version.Use Series.to_numpy().nonzero() instead
  return getattr(obj, method)(*args, **kwds)






    
Out[19]:





          JenksCaspallSampled           
 
Lower            Upper             Count
========================================
         x[i] <= 16.492                6
16.492 < x[i] <= 41.968               27
41.968 < x[i] <= 42.445                1
42.445 < x[i] <= 61.299               13
61.299 < x[i] <= 68.892                2

In [20]:

    

mc.Jenks_Caspall_Forced(columbus.CRIME)


    

    




/home/serge/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py:483: UserWarning: Deprecated (2.1.0): Jenks_Caspall_Forced is being renamed to JenksCaspallForced. Jenks_Caspall_Forced will be removed on 2020-01-31.
  warn(self.message)






    
Out[20]:





           JenksCaspallForced           
 
Lower            Upper             Count
========================================
         x[i] <= 18.905               10
18.905 < x[i] <= 29.028               10
29.028 < x[i] <= 38.426                9
38.426 < x[i] <= 52.794               10
52.794 < x[i] <= 68.892               10

In [21]:

    

mc.JenksCaspallForced(columbus.CRIME)


    

    
Out[21]:





           JenksCaspallForced           
 
Lower            Upper             Count
========================================
         x[i] <= 18.905               10
18.905 < x[i] <= 29.028               10
29.028 < x[i] <= 38.426                9
38.426 < x[i] <= 52.794               10
52.794 < x[i] <= 68.892               10

In [22]:

    

mc.JenksCaspallSampled(columbus.CRIME)


    

    
Out[22]:





          JenksCaspallSampled           
 
Lower            Upper             Count
========================================
         x[i] <= 18.905               10
18.905 < x[i] <= 34.001               15
34.001 < x[i] <= 54.522               16
54.522 < x[i] <= 54.839                1
54.839 < x[i] <= 68.892                7

In [23]:

    

mc.Max_P_Classifier(columbus.CRIME, k=5)


    

    




/home/serge/Dropbox/p/pysal/src/subpackages/mapclassify/mapclassify/classifiers.py:483: UserWarning: Deprecated (2.1.0): Max_P_Classifier is being renamed to MaxP. Max_P_Classifier will be removed on 2020-01-31.
  warn(self.message)






    
Out[23]:





                  MaxP                  
 
Lower            Upper             Count
========================================
         x[i] <= 27.823               19
27.823 < x[i] <= 29.028                1
29.028 < x[i] <= 39.175               10
39.175 < x[i] <= 50.732                8
50.732 < x[i] <= 68.892               11

In [24]:

    

mc.MaxP(columbus.CRIME, k=5)


    

    
Out[24]:





                  MaxP                  
 
Lower            Upper             Count
========================================
         x[i] <= 27.823               19
27.823 < x[i] <= 29.028                1
29.028 < x[i] <= 39.175               10
39.175 < x[i] <= 50.732                8
50.732 < x[i] <= 68.892               11

In [ ]: