|
| 1 | +from StringIO import StringIO |
| 2 | +from pandas.core.common import adjoin, _pfixed |
| 3 | +from pandas.core.index import MultiIndex, _ensure_index |
| 4 | + |
| 5 | + |
| 6 | +class DataFrameFormatter(object): |
| 7 | + """ |
| 8 | + Render a DataFrame |
| 9 | +
|
| 10 | + self.to_string() : console-friendly tabular output |
| 11 | + self.to_html() : html table |
| 12 | + """ |
| 13 | + def __init__(self, frame, buf=None, columns=None, col_space=None, |
| 14 | + na_rep='NaN', formatters=None, float_format=None, |
| 15 | + sparsify=True, index_names=True): |
| 16 | + |
| 17 | + self.frame = frame |
| 18 | + self.buf = buf if buf is not None else StringIO() |
| 19 | + self.show_index_names = index_names |
| 20 | + self.sparsify = sparsify |
| 21 | + self.float_format = float_format |
| 22 | + self.formatters = formatters |
| 23 | + self.na_rep = na_rep |
| 24 | + self.col_space = col_space |
| 25 | + |
| 26 | + if columns is not None: |
| 27 | + self.columns = _ensure_index(columns) |
| 28 | + else: |
| 29 | + self.columns = frame.columns |
| 30 | + |
| 31 | + def to_string(self): |
| 32 | + """ |
| 33 | + Render a DataFrame to a console-friendly tabular output. |
| 34 | + """ |
| 35 | + frame = self.frame |
| 36 | + format_col = self._get_column_formatter() |
| 37 | + |
| 38 | + to_write = [] |
| 39 | + |
| 40 | + if len(frame.columns) == 0 or len(frame.index) == 0: |
| 41 | + info_line = 'Empty %s\nColumns: %s\nIndex: %s' |
| 42 | + to_write.append(info_line % (type(self.frame).__name__, |
| 43 | + repr(frame.columns), |
| 44 | + repr(frame.index))) |
| 45 | + else: |
| 46 | + # may include levels names also |
| 47 | + str_index = self._get_formatted_index() |
| 48 | + str_columns = self._get_formatted_column_labels() |
| 49 | + |
| 50 | + stringified = [str_columns[i] + format_col(c) |
| 51 | + for i, c in enumerate(self.columns)] |
| 52 | + |
| 53 | + to_write.append(adjoin(1, str_index, *stringified)) |
| 54 | + |
| 55 | + for s in to_write: |
| 56 | + if isinstance(s, unicode): |
| 57 | + to_write = [unicode(s) for s in to_write] |
| 58 | + break |
| 59 | + |
| 60 | + self.buf.writelines(to_write) |
| 61 | + |
| 62 | + def to_html(self): |
| 63 | + """ |
| 64 | + Render a DataFrame to a html table. |
| 65 | + """ |
| 66 | + def write(buf, s, indent=0): |
| 67 | + buf.write(unicode((' ' * indent) + str(s) + '\n')) |
| 68 | + |
| 69 | + def write_th(buf, s, indent=0): |
| 70 | + write(buf, '<th>%s</th>' % str(s), indent) |
| 71 | + |
| 72 | + def write_td(buf, s, indent=0): |
| 73 | + write(buf, '<td>%s</td>' % str(s), indent) |
| 74 | + |
| 75 | + def write_tr(buf, l, indent=0, indent_delta=4, header=False): |
| 76 | + write(buf, '<tr>', indent) |
| 77 | + indent += indent_delta |
| 78 | + if header: |
| 79 | + for s in l: |
| 80 | + write_th(buf, s, indent) |
| 81 | + else: |
| 82 | + for s in l: |
| 83 | + write_td(buf, s, indent) |
| 84 | + indent -= indent_delta |
| 85 | + write(buf, '</tr>', indent) |
| 86 | + |
| 87 | + def single_column_table(column): |
| 88 | + table = '<table><tbody>' |
| 89 | + for i in column: |
| 90 | + table += ('<tr><td>%s</td></tr>' % str(i)) |
| 91 | + table += '</tbody></table>' |
| 92 | + return table |
| 93 | + |
| 94 | + def single_row_table(row): |
| 95 | + table = '<table><tbody><tr>' |
| 96 | + for i in row: |
| 97 | + table += ('<td>%s</td>' % str(i)) |
| 98 | + table += '</tr></tbody></table>' |
| 99 | + return table |
| 100 | + |
| 101 | + indent = 0 |
| 102 | + indent_delta = 2 |
| 103 | + frame = self.frame |
| 104 | + buf = self.buf |
| 105 | + format_col = self._get_column_formatter() |
| 106 | + |
| 107 | + write(buf, '<table border="1">', indent) |
| 108 | + |
| 109 | + def _column_header(): |
| 110 | + row = [''] * (frame.index.nlevels - 1) |
| 111 | + |
| 112 | + if isinstance(frame.columns, MultiIndex): |
| 113 | + if self.has_column_names: |
| 114 | + row.append(single_column_table(frame.columns.names)) |
| 115 | + row.extend([single_column_table(c) for c in frame.columns]) |
| 116 | + else: |
| 117 | + row.append(frame.columns.name or '') |
| 118 | + row.extend(frame.columns) |
| 119 | + return row |
| 120 | + |
| 121 | + if len(frame.columns) == 0 or len(frame.index) == 0: |
| 122 | + write(buf, '<tbody>', indent + indent_delta) |
| 123 | + write_tr(buf, |
| 124 | + [repr(frame.index), |
| 125 | + 'Empty %s' % type(self.frame).__name__], |
| 126 | + indent + (2 * indent_delta), |
| 127 | + indent_delta) |
| 128 | + write(buf, '</tbody>', indent + indent_delta) |
| 129 | + else: |
| 130 | + indent += indent_delta |
| 131 | + write(buf, '<thead>', indent) |
| 132 | + row = [] |
| 133 | + |
| 134 | + # header row |
| 135 | + col_row = _column_header() |
| 136 | + indent += indent_delta |
| 137 | + write_tr(buf, col_row, indent, indent_delta, header=True) |
| 138 | + if self.has_index_names: |
| 139 | + row = frame.index.names + [''] * len(frame.columns) |
| 140 | + write_tr(buf, row, indent, indent_delta, header=True) |
| 141 | + write(buf, '</thead>', indent) |
| 142 | + write(buf, '<tbody>', indent) |
| 143 | + |
| 144 | + # write values |
| 145 | + for i in range(len(frame)): |
| 146 | + row = [] |
| 147 | + try: |
| 148 | + row.extend(frame.index[i]) |
| 149 | + except TypeError: |
| 150 | + row.append(frame.index[i]) |
| 151 | + for column in frame.columns: |
| 152 | + row.append(format_col(column, i)) |
| 153 | + write_tr(buf, row, indent, indent_delta) |
| 154 | + indent -= indent_delta |
| 155 | + write(buf, '</body>', indent) |
| 156 | + indent -= indent_delta |
| 157 | + |
| 158 | + write(buf, '</table>', indent) |
| 159 | + |
| 160 | + def _get_column_formatter(self): |
| 161 | + from pandas.core.common import _format |
| 162 | + |
| 163 | + col_space = self.col_space |
| 164 | + |
| 165 | + if col_space is None: |
| 166 | + def _myformat(v): |
| 167 | + return _format(v, na_rep=self.na_rep, |
| 168 | + float_format=self.float_format) |
| 169 | + else: |
| 170 | + def _myformat(v): |
| 171 | + return _pfixed(v, col_space, na_rep=self.na_rep, |
| 172 | + float_format=self.float_format) |
| 173 | + |
| 174 | + formatters = {} if self.formatters is None else self.formatters |
| 175 | + |
| 176 | + def _format_col(col, i=None): |
| 177 | + formatter = formatters.get(col, _myformat) |
| 178 | + if i == None: |
| 179 | + return [formatter(x) for x in self.frame[col]] |
| 180 | + else: |
| 181 | + return formatter(self.frame[col][i]) |
| 182 | + |
| 183 | + return _format_col |
| 184 | + |
| 185 | + def _get_formatted_column_labels(self): |
| 186 | + from pandas.core.index import _sparsify |
| 187 | + |
| 188 | + if isinstance(self.columns, MultiIndex): |
| 189 | + fmt_columns = self.columns.format(sparsify=False, adjoin=False) |
| 190 | + str_columns = zip(*[[' %s' % y for y in x] |
| 191 | + for x in zip(*fmt_columns)]) |
| 192 | + if self.sparsify: |
| 193 | + str_columns = _sparsify(str_columns) |
| 194 | + |
| 195 | + str_columns = [list(x) for x in zip(*str_columns)] |
| 196 | + else: |
| 197 | + str_columns = [[' %s' % x] for x in self.columns.format()] |
| 198 | + |
| 199 | + if self.show_index_names and self.has_index_names: |
| 200 | + for x in str_columns: |
| 201 | + x.append('') |
| 202 | + |
| 203 | + return str_columns |
| 204 | + |
| 205 | + @property |
| 206 | + def has_index_names(self): |
| 207 | + return _has_names(self.frame.index) |
| 208 | + |
| 209 | + @property |
| 210 | + def has_column_names(self): |
| 211 | + return _has_names(self.frame.columns) |
| 212 | + |
| 213 | + def _get_formatted_index(self): |
| 214 | + index = self.frame.index |
| 215 | + columns = self.frame.columns |
| 216 | + |
| 217 | + show_index_names = self.show_index_names and self.has_index_names |
| 218 | + show_col_names = self.show_index_names and self.has_column_names |
| 219 | + |
| 220 | + if isinstance(index, MultiIndex): |
| 221 | + fmt_index = index.format(sparsify=self.sparsify, adjoin=False, |
| 222 | + names=show_index_names) |
| 223 | + else: |
| 224 | + fmt_index = [index.format(name=show_index_names)] |
| 225 | + |
| 226 | + adjoined = adjoin(1, *fmt_index).split('\n') |
| 227 | + |
| 228 | + # empty space for columns |
| 229 | + if show_col_names: |
| 230 | + col_header = [' %s' % x for x in self._get_column_name_list()] |
| 231 | + else: |
| 232 | + col_header = [''] * columns.nlevels |
| 233 | + |
| 234 | + return col_header + adjoined |
| 235 | + |
| 236 | + def _get_column_name_list(self): |
| 237 | + names = [] |
| 238 | + columns = self.frame.columns |
| 239 | + if isinstance(columns, MultiIndex): |
| 240 | + names.extend('' if name is None else name |
| 241 | + for name in columns.names) |
| 242 | + else: |
| 243 | + names.append('' if columns.name is None else columns.name) |
| 244 | + return names |
| 245 | + |
| 246 | +def _has_names(index): |
| 247 | + if isinstance(index, MultiIndex): |
| 248 | + return any([x is not None for x in index.names]) |
| 249 | + else: |
| 250 | + return index.name is not None |
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