Mercurial > repos > shellac > guppy_basecaller
annotate env/lib/python3.7/site-packages/boltons/tableutils.py @ 0:26e78fe6e8c4 draft
"planemo upload commit c699937486c35866861690329de38ec1a5d9f783"
author | shellac |
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date | Sat, 02 May 2020 07:14:21 -0400 |
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rev | line source |
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1 # -*- coding: utf-8 -*- |
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2 """If there is one recurring theme in ``boltons``, it is that Python |
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3 has excellent datastructures that constitute a good foundation for |
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4 most quick manipulations, as well as building applications. However, |
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5 Python usage has grown much faster than builtin data structure |
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6 power. Python has a growing need for more advanced general-purpose |
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7 data structures which behave intuitively. |
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8 |
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9 The :class:`Table` class is one example. When handed one- or |
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10 two-dimensional data, it can provide useful, if basic, text and HTML |
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11 renditions of small to medium sized data. It also heuristically |
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12 handles recursive data of various formats (lists, dicts, namedtuples, |
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13 objects). |
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14 |
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15 For more advanced :class:`Table`-style manipulation check out the |
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16 `pandas`_ DataFrame. |
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17 |
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18 .. _pandas: http://pandas.pydata.org/ |
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19 |
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20 """ |
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21 |
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22 from __future__ import print_function |
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23 |
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24 try: |
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25 from html import escape as html_escape |
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26 except ImportError: |
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27 from cgi import escape as html_escape |
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28 import types |
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29 from itertools import islice |
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30 try: |
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31 from collections.abc import Sequence, Mapping, MutableSequence |
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32 except ImportError: |
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33 from collections import Sequence, Mapping, MutableSequence |
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34 try: |
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35 string_types, integer_types = (str, unicode), (int, long) |
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36 from cgi import escape as html_escape |
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37 except NameError: |
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38 # Python 3 compat |
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39 unicode = str |
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40 string_types, integer_types = (str, bytes), (int,) |
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41 from html import escape as html_escape |
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42 |
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43 try: |
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44 from typeutils import make_sentinel |
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45 _MISSING = make_sentinel(var_name='_MISSING') |
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46 except ImportError: |
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47 _MISSING = object() |
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48 |
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49 """ |
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50 Some idle feature thoughts: |
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51 |
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52 * shift around column order without rearranging data |
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53 * gotta make it so you can add additional items, not just initialize with |
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54 * maybe a shortcut would be to allow adding of Tables to other Tables |
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55 * what's the perf of preallocating lists and overwriting items versus |
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56 starting from empty? |
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57 * is it possible to effectively tell the difference between when a |
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58 Table is from_data()'d with a single row (list) or with a list of lists? |
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59 * CSS: white-space pre-line or pre-wrap maybe? |
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60 * Would be nice to support different backends (currently uses lists |
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61 exclusively). Sometimes large datasets come in list-of-dicts and |
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62 list-of-tuples format and it's desirable to cut down processing overhead. |
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63 |
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64 TODO: make iterable on rows? |
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65 """ |
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66 |
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67 __all__ = ['Table'] |
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68 |
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69 |
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70 def to_text(obj, maxlen=None): |
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71 try: |
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72 text = unicode(obj) |
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73 except Exception: |
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74 try: |
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75 text = unicode(repr(obj)) |
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76 except Exception: |
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77 text = unicode(object.__repr__(obj)) |
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78 if maxlen and len(text) > maxlen: |
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79 text = text[:maxlen - 3] + '...' |
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80 # TODO: inverse of ljust/rjust/center |
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81 return text |
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82 |
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83 |
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84 def escape_html(obj, maxlen=None): |
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85 text = to_text(obj, maxlen=maxlen) |
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86 return html_escape(text, quote=True) |
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87 |
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88 |
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89 _DNR = set((type(None), bool, complex, float, |
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90 type(NotImplemented), slice, |
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91 types.FunctionType, types.MethodType, types.BuiltinFunctionType, |
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92 types.GeneratorType) + string_types + integer_types) |
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93 |
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94 |
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95 class UnsupportedData(TypeError): |
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96 pass |
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97 |
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98 |
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99 class InputType(object): |
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100 def __init__(self, *a, **kw): |
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101 pass |
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102 |
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103 def get_entry_seq(self, data_seq, headers): |
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104 return [self.get_entry(entry, headers) for entry in data_seq] |
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105 |
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106 |
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107 class DictInputType(InputType): |
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108 def check_type(self, obj): |
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109 return isinstance(obj, Mapping) |
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110 |
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111 def guess_headers(self, obj): |
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112 return sorted(obj.keys()) |
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113 |
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114 def get_entry(self, obj, headers): |
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115 return [obj.get(h) for h in headers] |
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116 |
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117 def get_entry_seq(self, obj, headers): |
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118 return [[ci.get(h) for h in headers] for ci in obj] |
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119 |
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120 |
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121 class ObjectInputType(InputType): |
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122 def check_type(self, obj): |
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123 return type(obj) not in _DNR and hasattr(obj, '__class__') |
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124 |
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125 def guess_headers(self, obj): |
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126 headers = [] |
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127 for attr in dir(obj): |
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128 # an object's __dict__ could technically have non-string keys |
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129 try: |
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130 val = getattr(obj, attr) |
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131 except Exception: |
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132 # seen on greenlet: `run` shows in dir() but raises |
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133 # AttributeError. Also properties misbehave. |
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134 continue |
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135 if callable(val): |
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136 continue |
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137 headers.append(attr) |
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138 return headers |
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139 |
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140 def get_entry(self, obj, headers): |
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141 values = [] |
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142 for h in headers: |
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143 try: |
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144 values.append(getattr(obj, h)) |
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145 except Exception: |
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146 values.append(None) |
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147 return values |
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148 |
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149 |
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150 # might be better to hardcode list support since it's so close to the |
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151 # core or might be better to make this the copy-style from_* importer |
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152 # and have the non-copy style be hardcoded in __init__ |
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153 class ListInputType(InputType): |
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154 def check_type(self, obj): |
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155 return isinstance(obj, MutableSequence) |
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156 |
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157 def guess_headers(self, obj): |
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158 return None |
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159 |
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160 def get_entry(self, obj, headers): |
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161 return obj |
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162 |
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163 def get_entry_seq(self, obj_seq, headers): |
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164 return obj_seq |
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165 |
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166 |
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167 class TupleInputType(InputType): |
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168 def check_type(self, obj): |
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169 return isinstance(obj, tuple) |
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170 |
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171 def guess_headers(self, obj): |
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172 return None |
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173 |
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174 def get_entry(self, obj, headers): |
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175 return list(obj) |
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176 |
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177 def get_entry_seq(self, obj_seq, headers): |
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178 return [list(t) for t in obj_seq] |
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179 |
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180 |
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181 class NamedTupleInputType(InputType): |
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182 def check_type(self, obj): |
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183 return hasattr(obj, '_fields') and isinstance(obj, tuple) |
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184 |
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185 def guess_headers(self, obj): |
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186 return list(obj._fields) |
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187 |
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188 def get_entry(self, obj, headers): |
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189 return [getattr(obj, h, None) for h in headers] |
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190 |
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191 def get_entry_seq(self, obj_seq, headers): |
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192 return [[getattr(obj, h, None) for h in headers] for obj in obj_seq] |
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193 |
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194 |
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195 class Table(object): |
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196 """ |
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197 This Table class is meant to be simple, low-overhead, and extensible. Its |
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198 most common use would be for translation between in-memory data |
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199 structures and serialization formats, such as HTML and console-ready text. |
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200 |
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201 As such, it stores data in list-of-lists format, and *does not* copy |
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202 lists passed in. It also reserves the right to modify those lists in a |
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203 "filling" process, whereby short lists are extended to the width of |
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204 the table (usually determined by number of headers). This greatly |
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205 reduces overhead and processing/validation that would have to occur |
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206 otherwise. |
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207 |
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208 General description of headers behavior: |
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209 |
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210 Headers describe the columns, but are not part of the data, however, |
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211 if the *headers* argument is omitted, Table tries to infer header |
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212 names from the data. It is possible to have a table with no headers, |
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213 just pass in ``headers=None``. |
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214 |
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215 Supported inputs: |
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216 |
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217 * :class:`list` of :class:`list` objects |
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218 * :class:`dict` (list/single) |
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219 * :class:`object` (list/single) |
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220 * :class:`collections.namedtuple` (list/single) |
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221 * TODO: DB API cursor? |
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222 * TODO: json |
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223 |
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224 Supported outputs: |
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225 |
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226 * HTML |
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227 * Pretty text (also usable as GF Markdown) |
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228 * TODO: CSV |
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229 * TODO: json |
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230 * TODO: json lines |
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231 |
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232 To minimize resident size, the Table data is stored as a list of lists. |
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233 """ |
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234 |
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235 # order definitely matters here |
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236 _input_types = [DictInputType(), ListInputType(), |
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237 NamedTupleInputType(), TupleInputType(), |
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238 ObjectInputType()] |
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239 |
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240 _html_tr, _html_tr_close = '<tr>', '</tr>' |
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241 _html_th, _html_th_close = '<th>', '</th>' |
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242 _html_td, _html_td_close = '<td>', '</td>' |
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243 _html_thead, _html_thead_close = '<thead>', '</thead>' |
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244 _html_tbody, _html_tbody_close = '<tbody>', '</tbody>' |
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245 |
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246 # _html_tfoot, _html_tfoot_close = '<tfoot>', '</tfoot>' |
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247 _html_table_tag, _html_table_tag_close = '<table>', '</table>' |
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248 |
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249 def __init__(self, data=None, headers=_MISSING, metadata=None): |
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250 if headers is _MISSING: |
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251 headers = [] |
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252 if data: |
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253 headers, data = list(data[0]), islice(data, 1, None) |
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254 self.headers = headers or [] |
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255 self.metadata = metadata or {} |
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256 self._data = [] |
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257 self._width = 0 |
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258 |
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259 self.extend(data) |
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260 |
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261 def extend(self, data): |
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262 """ |
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263 Append the given data to the end of the Table. |
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264 """ |
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265 if not data: |
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266 return |
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267 self._data.extend(data) |
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268 self._set_width() |
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269 self._fill() |
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270 |
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271 def _set_width(self, reset=False): |
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272 if reset: |
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273 self._width = 0 |
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274 if self._width: |
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275 return |
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276 if self.headers: |
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277 self._width = len(self.headers) |
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278 return |
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279 self._width = max([len(d) for d in self._data]) |
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280 |
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281 def _fill(self): |
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282 width, filler = self._width, [None] |
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283 if not width: |
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284 return |
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285 for d in self._data: |
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286 rem = width - len(d) |
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287 if rem > 0: |
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288 d.extend(filler * rem) |
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289 return |
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290 |
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291 @classmethod |
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292 def from_dict(cls, data, headers=_MISSING, max_depth=1, metadata=None): |
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293 """Create a Table from a :class:`dict`. Operates the same as |
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294 :meth:`from_data`, but forces interpretation of the data as a |
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295 Mapping. |
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296 """ |
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297 return cls.from_data(data=data, headers=headers, |
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298 max_depth=max_depth, _data_type=DictInputType(), |
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299 metadata=metadata) |
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300 |
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301 @classmethod |
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302 def from_list(cls, data, headers=_MISSING, max_depth=1, metadata=None): |
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303 """Create a Table from a :class:`list`. Operates the same as |
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304 :meth:`from_data`, but forces the interpretation of the data |
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305 as a Sequence. |
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306 """ |
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307 return cls.from_data(data=data, headers=headers, |
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308 max_depth=max_depth, _data_type=ListInputType(), |
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309 metadata=metadata) |
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310 |
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311 @classmethod |
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312 def from_object(cls, data, headers=_MISSING, max_depth=1, metadata=None): |
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313 """Create a Table from an :class:`object`. Operates the same as |
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314 :meth:`from_data`, but forces the interpretation of the data |
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315 as an object. May be useful for some :class:`dict` and |
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316 :class:`list` subtypes. |
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317 """ |
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318 return cls.from_data(data=data, headers=headers, |
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319 max_depth=max_depth, _data_type=ObjectInputType(), |
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320 metadata=metadata) |
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321 |
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322 @classmethod |
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323 def from_data(cls, data, headers=_MISSING, max_depth=1, **kwargs): |
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324 |
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325 """Create a Table from any supported data, heuristically |
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326 selecting how to represent the data in Table format. |
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327 |
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328 Args: |
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329 data (object): Any object or iterable with data to be |
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330 imported to the Table. |
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331 |
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332 headers (iterable): An iterable of headers to be matched |
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333 to the data. If not explicitly passed, headers will be |
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334 guessed for certain datatypes. |
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335 |
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336 max_depth (int): The level to which nested Tables should |
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337 be created (default: 1). |
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338 |
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339 _data_type (InputType subclass): For advanced use cases, |
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340 do not guess the type of the input data, use this data |
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341 type instead. |
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342 """ |
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343 # TODO: seen/cycle detection/reuse ? |
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344 # maxdepth follows the same behavior as find command |
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345 # i.e., it doesn't work if max_depth=0 is passed in |
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346 metadata = kwargs.pop('metadata', None) |
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347 _data_type = kwargs.pop('_data_type', None) |
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348 |
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349 if max_depth < 1: |
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350 # return data instead? |
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351 return cls(headers=headers, metadata=metadata) |
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352 is_seq = isinstance(data, Sequence) |
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353 if is_seq: |
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354 if not data: |
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355 return cls(headers=headers, metadata=metadata) |
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356 to_check = data[0] |
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357 if not _data_type: |
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358 for it in cls._input_types: |
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359 if it.check_type(to_check): |
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360 _data_type = it |
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361 break |
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362 else: |
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363 # not particularly happy about this rewind-y approach |
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364 is_seq = False |
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365 to_check = data |
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366 else: |
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367 if type(data) in _DNR: |
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368 # hmm, got scalar data. |
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369 # raise an exception or make an exception, nahmsayn? |
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370 return cls([[data]], headers=headers, metadata=metadata) |
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371 to_check = data |
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372 if not _data_type: |
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373 for it in cls._input_types: |
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374 if it.check_type(to_check): |
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375 _data_type = it |
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376 break |
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377 else: |
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378 raise UnsupportedData('unsupported data type %r' |
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379 % type(data)) |
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380 if headers is _MISSING: |
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381 headers = _data_type.guess_headers(to_check) |
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382 if is_seq: |
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383 entries = _data_type.get_entry_seq(data, headers) |
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384 else: |
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385 entries = [_data_type.get_entry(data, headers)] |
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386 if max_depth > 1: |
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387 new_max_depth = max_depth - 1 |
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388 for i, entry in enumerate(entries): |
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389 for j, cell in enumerate(entry): |
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390 if type(cell) in _DNR: |
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391 # optimization to avoid function overhead |
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392 continue |
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393 try: |
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394 entries[i][j] = cls.from_data(cell, |
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395 max_depth=new_max_depth) |
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396 except UnsupportedData: |
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397 continue |
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398 return cls(entries, headers=headers, metadata=metadata) |
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399 |
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400 def __len__(self): |
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401 return len(self._data) |
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402 |
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403 def __getitem__(self, idx): |
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404 return self._data[idx] |
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405 |
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406 def __repr__(self): |
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407 cn = self.__class__.__name__ |
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408 if self.headers: |
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409 return '%s(headers=%r, data=%r)' % (cn, self.headers, self._data) |
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410 else: |
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411 return '%s(%r)' % (cn, self._data) |
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412 |
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413 def to_html(self, orientation=None, wrapped=True, |
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414 with_headers=True, with_newlines=True, |
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415 with_metadata=False, max_depth=1): |
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416 """Render this Table to HTML. Configure the structure of Table |
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417 HTML by subclassing and overriding ``_html_*`` class |
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418 attributes. |
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419 |
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420 Args: |
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421 orientation (str): one of 'auto', 'horizontal', or |
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422 'vertical' (or the first letter of any of |
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423 those). Default 'auto'. |
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424 wrapped (bool): whether or not to include the wrapping |
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425 '<table></table>' tags. Default ``True``, set to |
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426 ``False`` if appending multiple Table outputs or an |
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427 otherwise customized HTML wrapping tag is needed. |
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428 with_newlines (bool): Set to ``True`` if output should |
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429 include added newlines to make the HTML more |
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430 readable. Default ``False``. |
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431 with_metadata (bool/str): Set to ``True`` if output should |
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432 be preceded with a Table of preset metadata, if it |
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433 exists. Set to special value ``'bottom'`` if the |
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434 metadata Table HTML should come *after* the main HTML output. |
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435 max_depth (int): Indicate how deeply to nest HTML tables |
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436 before simply reverting to :func:`repr`-ing the nested |
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437 data. |
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438 |
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439 Returns: |
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440 A text string of the HTML of the rendered table. |
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441 |
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442 """ |
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443 lines = [] |
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444 headers = [] |
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445 if with_metadata and self.metadata: |
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446 metadata_table = Table.from_data(self.metadata, |
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447 max_depth=max_depth) |
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448 metadata_html = metadata_table.to_html(with_headers=True, |
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449 with_newlines=with_newlines, |
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450 with_metadata=False, |
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451 max_depth=max_depth) |
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452 if with_metadata != 'bottom': |
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453 lines.append(metadata_html) |
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454 lines.append('<br />') |
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455 |
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456 if with_headers and self.headers: |
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457 headers.extend(self.headers) |
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458 headers.extend([None] * (self._width - len(self.headers))) |
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459 if wrapped: |
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460 lines.append(self._html_table_tag) |
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461 orientation = orientation or 'auto' |
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462 ol = orientation[0].lower() |
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463 if ol == 'a': |
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464 ol = 'h' if len(self) > 1 else 'v' |
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465 if ol == 'h': |
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466 self._add_horizontal_html_lines(lines, headers=headers, |
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467 max_depth=max_depth) |
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468 elif ol == 'v': |
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469 self._add_vertical_html_lines(lines, headers=headers, |
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470 max_depth=max_depth) |
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471 else: |
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472 raise ValueError("expected one of 'auto', 'vertical', or" |
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473 " 'horizontal', not %r" % orientation) |
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474 if with_metadata and self.metadata and with_metadata == 'bottom': |
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475 lines.append('<br />') |
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476 lines.append(metadata_html) |
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477 |
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478 if wrapped: |
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479 lines.append(self._html_table_tag_close) |
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480 sep = '\n' if with_newlines else '' |
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481 return sep.join(lines) |
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482 |
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483 def get_cell_html(self, value): |
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484 """Called on each value in an HTML table. By default it simply escapes |
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485 the HTML. Override this method to add additional conditions |
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486 and behaviors, but take care to ensure the final output is |
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487 HTML escaped. |
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488 """ |
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489 return escape_html(value) |
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490 |
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491 def _add_horizontal_html_lines(self, lines, headers, max_depth): |
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492 esc = self.get_cell_html |
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493 new_depth = max_depth - 1 if max_depth > 1 else max_depth |
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494 if max_depth > 1: |
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495 new_depth = max_depth - 1 |
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496 if headers: |
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497 _thth = self._html_th_close + self._html_th |
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498 lines.append(self._html_thead) |
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499 lines.append(self._html_tr + self._html_th + |
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500 _thth.join([esc(h) for h in headers]) + |
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501 self._html_th_close + self._html_tr_close) |
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502 lines.append(self._html_thead_close) |
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503 trtd, _tdtd, _td_tr = (self._html_tr + self._html_td, |
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504 self._html_td_close + self._html_td, |
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505 self._html_td_close + self._html_tr_close) |
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506 lines.append(self._html_tbody) |
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507 for row in self._data: |
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508 if max_depth > 1: |
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509 _fill_parts = [] |
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510 for cell in row: |
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511 if isinstance(cell, Table): |
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512 _fill_parts.append(cell.to_html(max_depth=new_depth)) |
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513 else: |
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514 _fill_parts.append(esc(cell)) |
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515 else: |
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516 _fill_parts = [esc(c) for c in row] |
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517 lines.append(''.join([trtd, _tdtd.join(_fill_parts), _td_tr])) |
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518 lines.append(self._html_tbody_close) |
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519 |
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520 def _add_vertical_html_lines(self, lines, headers, max_depth): |
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521 esc = self.get_cell_html |
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522 new_depth = max_depth - 1 if max_depth > 1 else max_depth |
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523 tr, th, _th = self._html_tr, self._html_th, self._html_th_close |
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524 td, _tdtd = self._html_td, self._html_td_close + self._html_td |
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525 _td_tr = self._html_td_close + self._html_tr_close |
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526 for i in range(self._width): |
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527 line_parts = [tr] |
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528 if headers: |
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529 line_parts.extend([th, esc(headers[i]), _th]) |
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530 if max_depth > 1: |
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531 new_depth = max_depth - 1 |
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532 _fill_parts = [] |
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533 for row in self._data: |
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534 cell = row[i] |
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535 if isinstance(cell, Table): |
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536 _fill_parts.append(cell.to_html(max_depth=new_depth)) |
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537 else: |
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538 _fill_parts.append(esc(row[i])) |
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539 else: |
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540 _fill_parts = [esc(row[i]) for row in self._data] |
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541 line_parts.extend([td, _tdtd.join(_fill_parts), _td_tr]) |
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542 lines.append(''.join(line_parts)) |
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543 |
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544 def to_text(self, with_headers=True, maxlen=None): |
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545 """Get the Table's textual representation. Only works well |
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546 for Tables with non-recursive data. |
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547 |
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548 Args: |
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549 with_headers (bool): Whether to include a header row at the top. |
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550 maxlen (int): Max length of data in each cell. |
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551 """ |
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552 lines = [] |
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553 widths = [] |
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554 headers = list(self.headers) |
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555 text_data = [[to_text(cell, maxlen=maxlen) for cell in row] |
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556 for row in self._data] |
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557 for idx in range(self._width): |
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558 cur_widths = [len(cur) for cur in text_data] |
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559 if with_headers: |
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560 cur_widths.append(len(to_text(headers[idx], maxlen=maxlen))) |
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561 widths.append(max(cur_widths)) |
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562 if with_headers: |
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563 lines.append(' | '.join([h.center(widths[i]) |
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564 for i, h in enumerate(headers)])) |
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565 lines.append('-|-'.join(['-' * w for w in widths])) |
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566 for row in text_data: |
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567 lines.append(' | '.join([cell.center(widths[j]) |
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568 for j, cell in enumerate(row)])) |
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569 return '\n'.join(lines) |