From 2772e90341c716f39e72b269043e89dde657e6ac Mon Sep 17 00:00:00 2001 From: Dirk Sliwka <49401450+dsliwka@users.noreply.github.com> Date: Thu, 5 Sep 2024 17:27:36 +0200 Subject: [PATCH 01/23] Add make_table (style multindex data frame for great_tables or latex) and dtable (uses this to make formatted descriptive statistics tables) functions --- pyfixest/__init__.py | 12 +- pyfixest/report/__init__.py | 4 +- pyfixest/report/summarize.py | 543 +++++++++++++++++++++++++++++++++++ 3 files changed, 557 insertions(+), 2 deletions(-) diff --git a/pyfixest/__init__.py b/pyfixest/__init__.py index 2b40f9d6..62290264 100644 --- a/pyfixest/__init__.py +++ b/pyfixest/__init__.py @@ -14,7 +14,15 @@ fepois, rwolf, ) -from pyfixest.report import coefplot, etable, iplot, summary +from pyfixest.report import ( + coefplot, + etable, + dtable, + make_table, + iplot, + summary +) + from pyfixest.utils import ( get_data, get_ssc, @@ -26,6 +34,8 @@ "fepois", "Stargazer", "etable", + "dtable", + "make_table", "summary", "iplot", "coefplot", diff --git a/pyfixest/report/__init__.py b/pyfixest/report/__init__.py index 8fbf5adc..3ebdae52 100644 --- a/pyfixest/report/__init__.py +++ b/pyfixest/report/__init__.py @@ -1,4 +1,4 @@ -from pyfixest.report.summarize import etable, summary +from pyfixest.report.summarize import (etable, summary, dtable, make_table,) from pyfixest.report.visualize import ( coefplot, iplot, @@ -7,6 +7,8 @@ __all__ = [ "summary", "etable", + "dtable", + "make_table", "iplot", "coefplot", ] diff --git a/pyfixest/report/summarize.py b/pyfixest/report/summarize.py index 776c079f..7082b2b2 100644 --- a/pyfixest/report/summarize.py +++ b/pyfixest/report/summarize.py @@ -943,3 +943,546 @@ def _number_formatter(x: float, **kwargs) -> str: _int, _float = str(x_str).split(".") _float = _float.ljust(digits, "0") return _int if digits == 0 else f"{_int}.{_float}" + + + +def make_table(df: pd.DataFrame, + type: str = 'gt', + notes: str = None, + rgroup_sep: str ="tb", + rgroup_display: bool =True, + caption: str = None, + tab_label: str = None, + texlocation: str = 'htbp', + full_width: bool = False, + file_name: str = None, + ): + + r""" + Create a booktab style table in the desired format (gt or tex) from a DataFrame. + The DataFrame can have a multiindex. Column index used to generate horizonal + table spanners. Row index used to generate row group names and + row names. The table can have multiple index levels in columns and up to + two levels in rows. + + + Parameters + ---------- + df : pd.DataFrame + DataFrame containing the table to be displayed. + type : str, optional + Type of table to be created. The default is 'gt'. + Note: when type = 'gt' but a file_name with a '.tex' + extension is provided, then the table will be displayed as + gt but also saved as a tex file. + notes : str + Table notes to be displayed at the bottom of the table. + rgroup_sep : str + Whether group names are separated by lines. The default is "tb". + When output type = 'gt', the options are 'tb', 't', 'b', or '', i.e. + you can specify whether to have a line above, below, both or none. + When output type = 'tex' no line will be added between the row groups + when rgroup_sep is '' and otherwise a line before the group name will be added. + rgroup_display : bool + Whether to display row group names. The default is + True. + caption : str + Table caption to be displayed at the top of the table. The default is None. + When either caption or label is provided the table will be wrapped in a + table environment. + tab_label : str + LaTex label of the table. The default is None. When either caption or label + is provided the table will be wrapped in a table environment. + texlocation : str + Location of the table. The default is 'htbp'. + full_width : bool + Whether to expand the table to the full width of the page. The default is False. + file_name : str + Name of the file to save the table to. The default is None. + gt tables will be saved as html files and latex tables as tex files. + + Returns + ------- + A table in the specified format. + """ + + assert isinstance(df, pd.DataFrame), "df must be a pandas DataFrame." + assert not isinstance(df.index, pd.MultiIndex) or df.index.nlevels <= 2, "Row index can have at most two levels." + assert type in ['gt', 'tex'], "type must be either 'gt' or 'tex'." + assert rgroup_sep in ['tb', 't', 'b', ''], "rgroup_sep must be either 'tb', 't', 'b', or ''." + assert file_name is None or (isinstance(file_name, str) and file_name.endswith(('.html', '.tex'))), "file_name must end with '.html' or '.tex'." + + # Make a copy of the DataFrame to avoid modifying the original + dfs=df.copy() + + + # Produce LaTeX code if either type is 'tex' or the + # user has passed a file_name which ends with '.tex' + if type == 'tex' or (isinstance(file_name, str) and file_name.endswith(".tex")): + # First wrap all cells which contain a line break in a makecell command + dfs = dfs.map( + lambda x: f"\\makecell{{{x}}}" if isinstance(x, str) and "\\\\" in x else x + ) + row_levels=dfs.index.nlevels + # when the row index has more than one level, we will store + # the top level to use later to add clines and row group titles + # and then remove it + if row_levels>1: + # Store the top level of the row index + top_row_id = dfs.index.get_level_values(0).to_list() + # Generate a list of the distinct values + row_groups = list(dict.fromkeys(top_row_id)) + # Generate a list containing the number of rows for each group + row_groups_len = [top_row_id.count(group) for group in row_groups] + # Drop the top level of the row index: + dfs.index = dfs.index.droplevel(0) + + # Style the table + styler = dfs.style + # if caption is not None: + # styler.set_caption(caption) + + # Generate LaTeX code + latex_res = styler.to_latex( + hrules=True, + multicol_align="c", + multirow_align="t", + column_format="l" + "c" * (dfs.shape[1]+dfs.index.nlevels), + ) + + # # Now perform post-processing of the LaTeX code + # # First split the LaTeX code into lines + lines = latex_res.splitlines() + # Find the line number of the \midrule + line_at = next(i for i, line in enumerate(lines) if "\\midrule" in line) + # Add space after this \midrule: + lines.insert(line_at+1, "\\addlinespace") + line_at += 1 + + # When there are row groups then insert midrules and groupname + if row_levels>1 and len(row_groups)>1: + # Insert a midrule after each row group + for i, row_group in enumerate(row_groups): + if rgroup_display: + # Insert a line with the row group name & same space around it + #lines.insert(line_at+1, "\\addlinespace") + lines.insert(line_at+1, "\\emph{"+ row_groups[i] + "} \\\\") + lines.insert(line_at+2, "\\addlinespace") + lines.insert(line_at+3+row_groups_len[i], "\\addlinespace") + line_at+=3 + if (rgroup_sep!="") and (i1: + # Add column spanners based on multiindex + # Do this for every level in the multiindex (except the one with the column numbers) + for i in range(nl-1): + col_spanners = {} + # Iterate over columns and group them by the labels in the respective level + for c in dfcols: + key = c[i] + if key not in col_spanners: + col_spanners[key] = [] + col_spanners[key].append(c[-1]) + for label, columns in col_spanners.items(): + gt = gt.tab_spanner(label=label, columns=columns, level=nl-1-i) + # Restore column names + gt=gt.cols_label(**col_dict) + + # Customize the table layout + gt = ( + gt.tab_source_note(notes) + .tab_stub(rowname_col=rowname_col, groupname_col=groupname_col) + .tab_options( + table_border_bottom_style="hidden", + stub_border_style="hidden", + column_labels_border_top_style="solid", + column_labels_border_top_color="black", + column_labels_border_bottom_style="solid", + column_labels_border_bottom_color="black", + column_labels_border_bottom_width="0.5px", + column_labels_vlines_color="white", + column_labels_vlines_width="0px", + #column_labels_vlines_style="hidden", + table_body_border_top_style="solid", + table_body_border_top_width="0.5px", + table_body_border_top_color="black", + table_body_hlines_style="none", + table_body_vlines_color="white", + table_body_vlines_width="0px", + #table_body_vlines_style="hidden", + table_body_border_bottom_color="black", + row_group_border_top_style="solid", + row_group_border_top_width="0.5px", + row_group_border_top_color="black", + row_group_border_bottom_style="solid", + row_group_border_bottom_width="0.5px", + row_group_border_bottom_color="black", + row_group_border_left_color="white", + row_group_border_right_color="white", + data_row_padding="4px", + column_labels_padding="4px", + ) + .cols_align(align="center") + ) + + # Full page width + if full_width: + # To CHECK + gt = gt.tab_options(table_width = "100%") + + # Customize row group display + if not 't' in rgroup_sep: + gt = gt.tab_options(row_group_border_top_style="none") + if not 'b' in rgroup_sep: + gt = gt.tab_options(row_group_border_bottom_style="none") + if not rgroup_display: + gt = gt.tab_options(row_group_font_size="0px", + row_group_padding="0px", + ) + # Save the html code of the table to a file + if file_name is not None: + with open(file_name, "w") as f: + f.write(gt.as_raw_html()) + + return gt + + + + + +def _relabel_index(index, labels=None , stats_labels=None): + if stats_labels is None: + if isinstance(index, pd.MultiIndex): + index = pd.MultiIndex.from_tuples([tuple(labels.get(k, k) for k in i) for i in index]) + else: + index = [labels.get(k, k) for k in index] + else: + # if stats_labels is provided, we relabel the lowest level of the index with it + if isinstance(index, pd.MultiIndex): + new_index=[] + for i in index: + l= [labels.get(k, k) for k in i[:-1]] + [stats_labels.get(i[-1], i[-1])] + new_index.append(tuple(l)) + index = pd.MultiIndex.from_tuples(new_index) + else: + index = [stats_labels.get(k, k) for k in index] + return index + + + + + +def dtable(df: pd.DataFrame, + vars : list, + stats: list =['count','mean', 'std'], + bycol: list = None, + byrow: str = None, + type: str = 'gt', + labels: dict = {}, + stats_labels: dict = None, + digits: int = 2, + notes: str = None, + counts_row_below: bool = False, + **kwargs): + + r""" + Generate descriptive statistics tables and create a booktab style table in + the desired format (gt or tex). + + Parameters + ---------- + df : pd.DataFrame + DataFrame containing the table to be displayed. + vars : list + List of variables to be included in the table. + stats : list, optional + List of statistics to be calculated. The default is ['count','mean', 'std']. + All pandas aggregation functions are supported. + bycol : list, optional + List of variables to be used to group the data by columns. The default is None. + byrow : str, optional + Variable to be used to group the data by rows. The default is None. + type : str, optional + Type of table to be created. The default is 'gt'. + Type can be 'gt' for great_tables, 'tex' for LaTeX or 'df' for dataframe. + labels : dict, optional + Dictionary containing the labels for the variables. The default is None. + stats_labels : dict, optional + Dictionary containing the labels for the statistics. The default is None. + The function uses a default labeling which will be replaced by the labels + in the dictionary. + digits : int, optional + Number of decimal places to round the statistics to. The default is 2. + notes : str + Table notes to be displayed at the bottom of the table. + counts_row_below : bool + Whether to display the number of observations at the bottom of the table. + Will only be carried out when each var has the same number of obs and when + byrow is None. The default is False + kwargs : dict + Additional arguments to be passed to the make_table function. + + Returns + ------- + A table in the specified format. + """ + + assert isinstance(df, pd.DataFrame), "df must be a pandas DataFrame." + assert all(pd.api.types.is_numeric_dtype(df[var]) for var in vars), "Variables must be numerical." + assert type in ['gt', 'tex', 'df'], "type must be either 'gt' or 'tex' or 'df'." + assert byrow is None or byrow in df.columns, "byrow must be a column in the DataFrame." + assert bycol is None or all(col in df.columns for col in bycol), "bycol must be a list of columns in the DataFrame." + + # Default stats dictionary + stats_dict = {'count': 'N', 'mean': 'Mean', 'std': 'Std. Dev.', 'min': 'Min', 'max': 'Max', 'var' : 'Variance', 'median': 'Median'} + stats_dict.update(stats_labels or {}) + + # Calculate the desired statistics + agg_funcs = {var: stats for var in vars} + if (byrow is None) and (bycol is None): + res = df.agg(agg_funcs) + elif (byrow is not None) and (bycol is None): + res = df.groupby(byrow).agg(agg_funcs) + elif (byrow is None) and (bycol is not None): + res = df.groupby(bycol).agg(agg_funcs) + else: + bylist = [byrow]+bycol + res = df.groupby(bylist).agg(agg_funcs) + + # Set counts_row_below to false when byrow is not None + # or when 'count' is not in stats + if (byrow is not None) or ('count' not in stats): + counts_row_below = False + + pd.set_option('display.width', 1000) + + # Round all floats to required decimal places + # Convert to string to preserve the formatting + format_string = ",."+str(digits)+"f" + + # Reshaping of table (just transpose when no multiindex) + if res.columns.nlevels == 1: + # Check whether number of obs should be displayed at the bottom + if counts_row_below: + # Only when all counts are the same within each row + if res.loc['count'].nunique() == 1: + # collect the number of obs + nobs =res.loc['count'].iloc[0] + # Drop the count row + res = res.drop('count', axis=0) + if 'count' in stats: stats.remove('count') + else: + counts_row_below = False + + # Transpose + res=res.transpose(copy=True) + + #print(res) + # Format the statistics + for col in res.columns: + # Format the statistics + # for some reason count stats are displayed as floats when no multiindex, + # so we need to convert them to integers + if res[col].name== 'count': + res[col] = res[col].apply(lambda x: f"{x:.0f}") + elif res[col].dtype == float: + res[col] = res[col].apply(lambda x: f"{x:{format_string}}") + + # Add the number of observations at the bottom of the table + if counts_row_below: + obs_row=[str(int(nobs))]+ [""]*(len(res.columns)-1) + res.loc[stats_dict["count"]] = obs_row + + else: + + # When there is a multiindex in the columns + # First check whether number of obs should be displayed at the bottom + if counts_row_below: + # collect the number of obs for each row + count_columns = res.xs('count', axis=1, level=-1) + # when all counts are the same within each row, + # generate a vector with the counts + if count_columns.nunique(axis=1).eq(1).all(): + nobs = count_columns.iloc[:, 0] + #Drop the count column + res = res.drop('count', axis=1, level=-1) + if 'count' in stats: stats.remove('count') + # And append the counts as an additional column + # with the value being assigned to the column of the first stat + # and labeled as defined in the stats_dict + res[stats_dict["count"], stats[0]] = nobs + else: + counts_row_below = False + + # Format the statistics + for col in res.columns: + if res[col].dtype == float: + res[col] = res[col].apply(lambda x: f"{x:{format_string}}") + + # Now some reshaping to bring the multiindex dataframe in the form of a typical descriptive statistics table + res=res.stack(level=0, future_stack=True) + # First bring the variables to the rows: + # Assign name to the column index + res.columns.names = ['Statistics'] + if bycol is not None: + # Then bring the column objects to the columns: + res=res.unstack(level=bycol) + # Finally we want to have the objects first and then the statistics + res.columns=res.columns.reorder_levels(bycol+["Statistics"]) + # And sort it properly by the variables + # (we want to preserve the order of the lowest level for the stats) + levels_to_sort = list(range(res.columns.nlevels-1)) + res=res.sort_index(axis=1, level=levels_to_sort, sort_remaining=False) + + # Replace all NaNs with empty strings + res = res.fillna("") + + # Relabel Variable names in row and column indices + res.columns = _relabel_index(res.columns, labels, stats_dict) + res.index = _relabel_index(res.index, labels) + + # When counts_row_below: Turn row index into a multiindex + # to set up a second panel for the number of observations + # that make_table will thus separate by a line + if counts_row_below: + res.index = pd.MultiIndex.from_tuples([("stats", i) for i in res.index]) + # Modify the last tuple in the MultiIndex + new_index = list(res.index) + new_index[-1] = ("nobs", stats_dict["count"]) + res.index = pd.MultiIndex.from_tuples(new_index) + + # Show row groups iff byrow is not None + rgroup_display = (byrow is not None) + + # Generate the table + if type in ['gt', 'tex']: + # And make a booktab + return make_table(res, type=type, notes=notes, rgroup_display= rgroup_display, **kwargs) + else: + return res + From db81bf443b2ff5b9e1e24be8bfb4f89eb54c1b26 Mon Sep 17 00:00:00 2001 From: Dirk Sliwka <49401450+dsliwka@users.noreply.github.com> Date: Thu, 5 Sep 2024 19:22:49 +0200 Subject: [PATCH 02/23] gt and tex output via make_table --- docs/stargazer.ipynb | 2339 +++++++++++++++++----------------- pyfixest/report/summarize.py | 333 +---- 2 files changed, 1218 insertions(+), 1454 deletions(-) diff --git a/docs/stargazer.ipynb b/docs/stargazer.ipynb index 0bdcea10..88fd11b6 100644 --- a/docs/stargazer.ipynb +++ b/docs/stargazer.ipynb @@ -57,7 +57,7 @@ "data": { "text/html": [ "\n", - "
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coefx
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(0.061) \n", - "1 X1:X2 \n", - "2 f1 x x \n", - "3 f2 - x \n", - "4 Observations 997 997 \n", - "5 S.E. type by: f1 by: f1 \n", - "6 R2 0.489 0.659 \n", - "\n", - " (3) (4) (5) \\\n", + "GT(_tbl_data= level_0 level_1 0 1 \\\n", + "0 coef X1 -0.950***
(0.067) -0.924***
(0.061) \n", + "1 coef X1:X2 \n", + "2 fe f1 x x \n", + "3 fe f2 - x \n", + "4 stats Observations 997 997 \n", + "5 stats S.E. type by: f1 by: f1 \n", + "6 stats R2 0.489 0.659 \n", + "\n", + " 2 3 4 \\\n", "0 -0.924***
(0.061) -1.267***
(0.174) -1.232***
(0.192) \n", "1 0.011
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(5)(6)
coefx
modelstatsstats
Observationsby: f1
R2R20.4890.6590.659
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(0.015) \n", + "2 fe f1 x x \n", + "3 fe f2 - x \n", + "4 stats Observations 997 997 \n", + "5 stats S.E. type by: f1 by: f1 \n", + "6 stats R2 0.489 0.659 \n", + "\n", + " 2 3 4 \\\n", "0 -0.924***
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type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='0.5px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='8px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), 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category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + " 5 \n", + "0 -1.231***
(0.192) \n", + "1 -0.074
(0.104) \n", + "2 -0.041
(0.081) \n", + "3 998 \n", + "4 0.172 , _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Y2', spanner_level=1, spanner_label='Y2', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\\nCoefficient \\n (Std. Error)'], _footnotes=[], _styles=[], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', 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package](https://posit-dev.github.io/great-tables/articles/intro.html)), but you can also opt to pandas styler, markdown, or latex output via the `type` argument." + "By default, `pf.etable()` returns a GT object (see [the Great Tables package](https://posit-dev.github.io/great-tables/articles/intro.html)), but you can also opt to dataframe, markdown, or latex output via the `type` argument." ] }, { @@ -1649,149 +1673,151 @@ { "data": { "text/html": [ - "\n", - "
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f2-xx-xxf2-xx-xx
Observations997997997998998998Observations997997997998998998
S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1
R20.488990.659040.659160.120170.171510.17180R20.488990.659040.659160.120170.171510.17180
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" ], "text/plain": [ - "" + " est1 est2 \\\n", + "depvar Y Y \n", + "X1 -0.94953*** (0.06652) -0.92405*** (0.06093) \n", + "X2 -0.17423*** (0.01840) -0.17411*** (0.01461) \n", + "X1:X2 \n", + "f1 x x \n", + "f2 - x \n", + "Observations 997 997 \n", + "S.E. type by: f1 by: f1 \n", + "R2 0.48899 0.65904 \n", + "\n", + " est3 est4 \\\n", + "depvar Y Y2 \n", + "X1 -0.92417*** (0.06094) -1.26655*** (0.17359) \n", + "X2 -0.18550*** (0.02516) -0.13056*** (0.04239) \n", + "X1:X2 0.01057 (0.01818) \n", + "f1 x x \n", + "f2 x - \n", + "Observations 997 998 \n", + "S.E. type by: f1 by: f1 \n", + "R2 0.65916 0.12017 \n", + "\n", + " est5 est6 \n", + "depvar Y2 Y2 \n", + "X1 -1.23153*** (0.19228) -1.23100*** (0.19167) \n", + "X2 -0.11767*** (0.04152) -0.07369 (0.10356) \n", + "X1:X2 -0.04082 (0.08093) \n", + "f1 x x \n", + "f2 x x \n", + "Observations 998 998 \n", + "S.E. type by: f1 by: f1 \n", + "R2 0.17151 0.17180 " ] }, "execution_count": 9, @@ -1804,7 +1830,7 @@ "pf.etable(\n", " [fit1, fit2, fit3, fit4, fit5, fit6],\n", " signif_code=[0.01, 0.05, 0.1],\n", - " digits=5,\n", + " digits=5, coef_fmt=\"b (se)\",\n", " type=\"df\",\n", ")" ] @@ -1818,7 +1844,7 @@ "name": "stdout", "output_type": "stream", "text": [ - " est1 est2 est3 est4 est5 est6\n", + "index est1 est2 est3 est4 est5 est6\n", "------------ ------------ ------------ ------------ ------------ ------------ ------------\n", "depvar Y Y Y Y2 Y2 Y2\n", "------------------------------------------------------------------------------------------------\n", @@ -1863,37 +1889,7 @@ "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\\renewcommand\\cellalign{t}\n", - "\\begin{threeparttable}\n", - "\\begin{tabular}{lcccccc}\n", - "\\toprule\n", - " & \\multicolumn{3}{c}{Y} & \\multicolumn{3}{c}{Y2} \\\\\n", - "\\cmidrule(lr){2-4} \\cmidrule(lr){5-7} \n", - " & (1) & (2) & (3) & (4) & (5) & (6) \\\\\n", - "\\midrule\n", - "X1 & \\makecell{-0.95*** \\\\ (0.07)} & \\makecell{-0.92*** \\\\ (0.06)} & \\makecell{-0.92*** \\\\ (0.06)} & \\makecell{-1.27*** \\\\ (0.17)} & \\makecell{-1.23*** \\\\ (0.19)} & \\makecell{-1.23*** \\\\ (0.19)} \\\\\n", - "X2 & \\makecell{-0.17*** \\\\ (0.02)} & \\makecell{-0.17*** \\\\ (0.01)} & \\makecell{-0.19*** \\\\ (0.03)} & \\makecell{-0.13*** \\\\ (0.04)} & \\makecell{-0.12*** \\\\ (0.04)} & \\makecell{-0.07 \\\\ (0.10)} \\\\\n", - "X1:X2 & & & \\makecell{0.01 \\\\ (0.02)} & & & \\makecell{-0.04 \\\\ (0.08)} \\\\\n", - "\\midrule\n", - "f1 & x & x & x & x & x & x \\\\\n", - "f2 & - & x & x & - & x & x \\\\\n", - "\\midrule\n", - "Observations & 997 & 997 & 997 & 998 & 998 & 998 \\\\\n", - "S.E. type & by: f1 & by: f1 & by: f1 & by: f1 & by: f1 & by: f1 \\\\\n", - "$R^2$ & 0.49 & 0.66 & 0.66 & 0.12 & 0.17 & 0.17 \\\\\n", - "\\bottomrule\n", - "\\end{tabular}\n", - "\\footnotesize Significance levels: $*$ p $<$ 0.1, $**$ p $<$ 0.05, $***$ p $<$ 0.01. Format of coefficient cell: Coefficient \n", - " (Std. Error)\n", - "\\end{threeparttable}\n" - ] - } - ], + "outputs": [], "source": [ "# LaTex output (include latex packages booktabs, threeparttable, and makecell in your document):\n", "tab = pf.etable(\n", @@ -1923,7 +1919,7 @@ "latexdocs/SampleTableDoc.pdf
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modelstatsstats
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(0.192) -1.231***
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(0.042) -0.074
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(0.018) \n", + "2 coef Age × Years of Schooling \n", + "3 fe Industry x \n", + "4 fe Year - \n", + "5 stats Observations 997 \n", + "6 stats S.E. type by: f1 \n", + "7 stats R2 0.489 \n", + "\n", + " (2) (3) (4) \\\n", + "0 -1.267***
(0.174) -0.924***
(0.061) -1.232***
(0.192) \n", + "1 -0.131**
(0.042) -0.174***
(0.015) -0.118**
(0.042) \n", + "2 \n", "3 x x x \n", - "4 x x x \n", - "5 997 998 997 \n", + "4 - x x \n", + "5 998 997 998 \n", "6 by: f1 by: f1 by: f1 \n", - "7 0.659 0.172 0.659 \n", - "\n", - " (6) rowtype \n", - "0 -1.231***
(0.192) coef \n", - "1 -0.074
(0.104) coef \n", - "2 -0.041
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(0.192) \n", + "1 -0.185***
(0.025) -0.074
(0.104) \n", + "2 0.011
(0.018) -0.041
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R20.4890.6590.6590.1200.1720.172
Note:*p<0.1; **p<0.05; ***p<0.01
" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" + "ename": "NotImplementedError", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNotImplementedError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[22], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m stargazer_table \u001b[38;5;241m=\u001b[39m \u001b[43mStargazer\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[43mfit1\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfit2\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfit3\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfit4\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfit5\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfit6\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 2\u001b[0m stargazer_table\n", + "File \u001b[1;32mc:\\PythonProjects\\pyfixest\\.venv\\Lib\\site-packages\\stargazer\\stargazer.py:83\u001b[0m, in \u001b[0;36mStargazer.__init__\u001b[1;34m(self, models)\u001b[0m\n\u001b[0;32m 81\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnum_models \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(models)\n\u001b[0;32m 82\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mreset_params()\n\u001b[1;32m---> 83\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mextract_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\PythonProjects\\pyfixest\\.venv\\Lib\\site-packages\\stargazer\\stargazer.py:150\u001b[0m, in \u001b[0;36mStargazer.extract_data\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 148\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodel_data \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m 149\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodels:\n\u001b[1;32m--> 150\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodel_data\u001b[38;5;241m.\u001b[39mappend(\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mextract_model_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43mm\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[0;32m 152\u001b[0m covs \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m 153\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m md \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodel_data:\n", + "File \u001b[1;32mc:\\PythonProjects\\pyfixest\\.venv\\Lib\\site-packages\\stargazer\\stargazer.py:170\u001b[0m, in \u001b[0;36mStargazer.extract_model_data\u001b[1;34m(self, model)\u001b[0m\n\u001b[0;32m 166\u001b[0m extractor \u001b[38;5;241m=\u001b[39m RESULTS_CLASSES[klass]\n\u001b[0;32m 168\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m extractor(model)\n\u001b[1;32m--> 170\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mNotImplementedError\u001b[39;00m(model\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m)\n", + "\u001b[1;31mNotImplementedError\u001b[0m: " + ] } ], "source": [ @@ -3984,9 +3984,20 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[1;31mRunning cells with '.venv (Python 3.11.9)' requires the ipykernel package.\n", + "\u001b[1;31mRun the following command to install 'ipykernel' into the Python environment. \n", + "\u001b[1;31mCommand: 'c:/PythonProjects/pyfixest/.venv/Scripts/python.exe -m pip install ipykernel -U --force-reinstall'" + ] + } + ], "source": [ "rwolf_res = pf.rwolf(\n", " [fit1, fit2, fit3, fit4, fit5, fit6], param=\"X1\", seed=123, reps=9999\n", @@ -3996,34 +4007,18 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
(1)(2)(3)(4)(5)(6)
X1-0.950***-0.924***-0.924***-1.267***-1.232***-1.231***
(0.067)(0.061)(0.061)(0.174)(0.192)(0.192)
X1:X20.011-0.041
(0.018)(0.081)
X2-0.174***-0.174***-0.185***-0.131***-0.118***-0.074
(0.018)(0.015)(0.025)(0.042)(0.042)(0.104)
Fixed Effectsf1f1+f2f1+f2f1f1+f2f1+f2
X1: Romano-Wolf P-Value0.00.00.00.00.00.0
Observations997997997998998998
R20.4890.6590.6590.1200.1720.172
Note:*p<0.1; **p<0.05; ***p<0.01
" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" + "ename": "", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[1;31mRunning cells with '.venv (Python 3.11.9)' requires the ipykernel package.\n", + "\u001b[1;31mRun the following command to install 'ipykernel' into the Python environment. \n", + "\u001b[1;31mCommand: 'c:/PythonProjects/pyfixest/.venv/Scripts/python.exe -m pip install ipykernel -U --force-reinstall'" + ] } ], "source": [ @@ -4055,7 +4050,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.8" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/pyfixest/report/summarize.py b/pyfixest/report/summarize.py index 7082b2b2..8e21f0f6 100644 --- a/pyfixest/report/summarize.py +++ b/pyfixest/report/summarize.py @@ -191,7 +191,7 @@ def etable( r2_within_list: list[float] = [] # noqa: F841 # Define code for R2 & interaction symbol depending on output type - if type in ["df", "html"]: + if type in ["gt", "html"]: interactionSymbol = " × " R2code = "R2" elif type == "tex": @@ -234,7 +234,6 @@ def etable( fixef_list = [] n_fixef = 0 - # create a pd.dataframe with the depvar, nobs, and fixef as keys # First create a dataframe for the model stats such as R2, nobs, etc. model_stats_df = pd.DataFrame() if custom_model_stats is not None: @@ -245,6 +244,8 @@ def etable( model_stats_df["S.E. type"] = se_type_list model_stats_df[R2code] = r2_list n_model_stats = model_stats_df.shape[1] + # Transpose + model_stats_df= model_stats_df.T # Create a dataframe for the Fixed Effects markers fe_df = pd.DataFrame() @@ -260,11 +261,11 @@ def etable( fe_df.loc[i, fixef] = "-" # Sort by model fe_df.sort_index(inplace=True) - # Transpose & concatenate the two dataframes - nobs_fixef_df = pd.concat([fe_df.T, model_stats_df.T]).reset_index() + # Transpose + fe_df= fe_df.T + # Finally, collect & format estimated coefficients and standard errors etc. coef_fmt_elements, coef_fmt_title = _parse_coef_fmt(coef_fmt, custom_stats) - etable_list = [] for i, model in enumerate(models): model_tidy_df = model.tidy() @@ -311,11 +312,11 @@ def etable( custom_stats[element][i] ).apply(_number_formatter, **kwargs) elif element == "\n": # Replace output specific code for newline - if type in ["df", "html", "gt"]: + if type in ["html", "gt"]: model_tidy_df[coef_fmt_title] += "
" elif type == "tex": model_tidy_df[coef_fmt_title] += r"\\" - elif type == "md": + elif type in ["md", "df"]: model_tidy_df[coef_fmt_title] += "\n" else: model_tidy_df[coef_fmt_title] += element @@ -349,8 +350,7 @@ def etable( res[column] = res[column].fillna("") res.rename(columns={"Coefficient": "index"}, inplace=True) - nobs_fixef_df.columns = res.columns - + if labels is not None: # Relabel dependent variables dep_var_list = [labels.get(k, k) for k in dep_var_list] @@ -361,24 +361,28 @@ def etable( ) # Relabel fixed effects - if felabels is not None: - # When the user provides a dictionary for fixed effects, then use it - # When a corresponsing variable is not in the felabel dictionary, then use the labels dictionary - # When in neither then just use the original variable name - nobs_fixef_df["index"] = nobs_fixef_df["index"].apply( - lambda x: felabels.get(x, labels.get(x, x)) - ) - else: - nobs_fixef_df["index"] = nobs_fixef_df["index"].apply( - lambda x: labels.get(x, x) - ) + # When the user provides a dictionary for fixed effects, then use it + # When a corresponsing variable is not in the felabel dictionary, then use the labels dictionary + # When in neither then just use the original variable name + if felabels is None: + felabels = dict() + fe_index=fe_df.index.to_series() + fe_index = fe_index.apply(lambda x: felabels.get(x, labels.get(x, x))) + fe_df.index = fe_index + + res.set_index("index", inplace=True) + model_stats_df.columns = res.columns + if show_fe: + fe_df.columns = res.columns - depvars = pd.DataFrame({"depvar": dep_var_list}).T.reset_index() + depvars = pd.DataFrame({"depvar": dep_var_list}).T depvars.columns = res.columns - - if type == "md": - res_all = pd.concat([depvars, res, nobs_fixef_df], ignore_index=True) - res_all.columns = pd.Index([""] + list(res_all.columns[1:])) + + if type == "df": + res_all = pd.concat([depvars, res, fe_df, model_stats_df]) + return res_all + elif type == "md": + res_all = pd.concat([depvars, res, fe_df, model_stats_df]).reset_index() # Generate notes string if user has not provided any if notes is None: if signif_code: @@ -395,16 +399,21 @@ def etable( print(res_all) print(notes) return None - elif type in ["df", "tex", "gt"]: + + elif type in ["tex", "gt"]: # Prepare Multiindex for columns - id_dep = [""] + dep_var_list # depvars + id_dep = dep_var_list # depvars if model_heads is None: - id_head = [""] * (1 + len(models)) + id_head = [""] * len(models) else: - id_head = [""] + model_heads # model_heads provided by user - id_num = [""] + [f"({s})" for s in range(1, len(models) + 1)] # model numbers + id_head = model_heads # model_heads provided by user + id_num = [f"({s})" for s in range(1, len(models) + 1)] # model numbers - res_all = pd.concat([res, nobs_fixef_df], ignore_index=True) + # Concatenate the dataframes for coefficients, fixed effects, and model stats + # and add keys identifying the three parts which will allow make_table + # to format the table correctly inserting line between the parts + res_all = pd.concat([res, fe_df, model_stats_df], keys=["coef", "fe", "stats"]) + # When no depvars & headlines should be displayed then use simple index # otherwise generate MultiIndex & determine order of index levels as specified by head_order if head_order == "": @@ -413,60 +422,16 @@ def etable( cindex = [{"h": id_head, "d": id_dep}[c] for c in head_order] + [id_num] res_all.columns = pd.MultiIndex.from_arrays(cindex) - if type == "df": - # Generate notes string if user has not provided any - if notes is None: - notes = ( - f"Significance levels: * p < {signif_code[2]}, ** p < {signif_code[1]}, *** p < {signif_code[0]}. " - + f"Format of coefficient cell:\n{coef_fmt_title}" - ) - res_all = _tabulate_etable_df( - df=res_all, - n_coef=res.shape[0], - n_fixef=n_fixef, - n_models=len(models), - n_model_stats=n_model_stats, - notes=notes, - ) - return res_all - elif type == "tex": - # Generate notes string if user has not provided any - if notes is None: - notes = ( - f"Significance levels: $*$ p $<$ {signif_code[2]}, $**$ p $<$ {signif_code[1]}, $***$ p $<$ {signif_code[0]}. " - + f"Format of coefficient cell: {coef_fmt_title}" - ) - latex_res = _tabulate_etable_tex( - df=res_all, - n_coef=res.shape[0], - n_fixef=n_fixef, - n_models=len(models), - notes=notes, - ) - if filename is not None: - with open(filename, "w") as f: - f.write(latex_res) # Write the latex code to a file - if print_tex: - print(latex_res) - return latex_res - elif type == "gt": - if notes is None: - notes = ( - f"Significance levels: * p < {signif_code[2]}, ** p < {signif_code[1]}, *** p < {signif_code[0]}. " - + f"Format of coefficient cell:\n{coef_fmt_title}" - ) - gt = _tabulate_etable_gt( - df=res_all, - n_coef=res.shape[0], - n_fixef=n_fixef, - n_models=len(models), - n_model_stats=n_model_stats, - notes=notes, - ) - return gt - else: - raise ValueError("type must be either 'gt', 'df', 'md' or 'tex'") - + # Generate generic note string if none is provided + if notes is None: + if type == "gt": + notes = (f"Significance levels: * p < {signif_code[2]}, ** p < {signif_code[1]}, *** p < {signif_code[0]}. " + + f"Format of coefficient cell:\n{coef_fmt_title}") + elif type == "tex": + notes = (f"Significance levels: $*$ p $<$ {signif_code[2]}, $**$ p $<$ {signif_code[1]}, $***$ p $<$ {signif_code[0]}. " + + f"Format of coefficient cell: {coef_fmt_title}") + return make_table(res_all, type=type, notes=notes, rgroup_display= False, **kwargs) + return None @@ -603,203 +568,6 @@ def _post_processing_input_checks( return models -def _tabulate_etable_gt(df, n_coef, n_fixef, n_models, n_model_stats, notes): - if isinstance(df.columns, pd.MultiIndex): - # GT does not support MultiIndex columns, so we need to flatten the columns - # But use the MultiIndex to generate column spanners below - # First save the index - dfcols = df.columns.to_list()[1:] - nl = df.columns.nlevels - # Then flatten the column index & keep only the model numbers - df.columns = df.columns.get_level_values(-1) - else: - nl = 1 - - # Add a column for the rowtype to use GTs grouping of rows - df["rowtype"] = "coef" - df.loc[n_coef : n_coef + n_fixef, "rowtype"] = "fe" - df.loc[n_coef + n_fixef : n_coef + n_fixef + n_model_stats, "rowtype"] = ( - "modelstats" - ) - gt = GT(df, auto_align=False) - if nl > 1: - # Add column spanners based on multiindex - # Do this for every level in the multiindex (except the one with the column numbers) - for i in range(nl - 1): - col_spanners = {} - # Iterate over columns and group them by the labels in the respective level - for c in dfcols: - key = c[i] - if key not in col_spanners: - col_spanners[key] = [] - col_spanners[key].append(c[-1]) - for label, columns in col_spanners.items(): - gt = gt.tab_spanner(label=label, columns=columns, level=nl - 1 - i) - - # Customize the table layout - gt = ( - gt.tab_source_note(notes) - .tab_stub(rowname_col="", groupname_col="rowtype") - .tab_options( - table_body_hlines_style="none", - table_body_vlines_style="none", - stub_border_style="hidden", - column_labels_border_top_style="solid", - column_labels_border_top_color="black", - column_labels_border_bottom_style="solid", - column_labels_border_bottom_color="black", - column_labels_border_bottom_width="0.5px", - column_labels_vlines_style="hidden", - table_body_border_top_width="0.5px", - table_border_bottom_style="hidden", - table_body_border_bottom_color="black", - row_group_font_size="0px", - row_group_padding="0px", - row_group_border_top_style="hidden", - row_group_border_bottom_style="solid", - row_group_border_bottom_width="0.5px", - row_group_border_bottom_color="black", - ) - .cols_align(align="center") - .cols_align(align="left", columns="") - ) - - return gt - - -def _tabulate_etable_df(df, n_coef, n_fixef, n_models, n_model_stats, notes): - line1 = n_coef - line2 = line1 + n_fixef - line3 = line2 + n_model_stats - - styler = ( - df.style.set_properties(subset=[df.columns[0]], **{"text-align": "left"}) - .set_properties(subset=df.columns[1:], **{"text-align": "center"}) - .set_table_styles( - [ - { - "selector": "thead th", - "props": "text-align: center", - }, # Center the header - { - "selector": "thead tr:nth-child(1) th", - "props": "border-top: 2px solid black;", - }, # Add a top border above the first index level - { - "selector": "thead tr:nth-child(1) th:nth-child(n+2)", - "props": "border-bottom: 0.5px solid black;", - }, # Add a top border after the first index level from the second column onward - { - "selector": "tbody tr:nth-child(0) td", - "props": "background-color: #f0f0f0", - }, # First row - { - "selector": "tbody tr:nth-child(1) td", - "props": "border-top: 1px solid black", - }, # Line above row 1 (index 1) - { - "selector": f"tbody tr:nth-child({line1}) td", - "props": "border-bottom: 1px solid black;", - }, # Line below fixef_bar row - { - "selector": f"tbody tr:nth-child({line2}) td", - "props": "border-bottom: 1px solid black;", - }, # Line below fixef_bar row - { - "selector": f"tbody tr:nth-child({line3}) td", - "props": "border-bottom: 2px solid black;", - }, # Line below fixef_bar row - { - "selector": "tbody td", - "props": "background-color: #ffffff;", - }, # Background color for all cells - { - "selector": "tbody tr td:first-child", - "props": "background-color: #f0f0f0; font-weight: bold;text-align: left;", - }, # Set first column to grey and bold - { - "selector": "caption", - "props": "caption-side: bottom; font-size: 1em; text-align: justify;", - }, - ] - ) - .hide(axis="index") - .set_caption(notes) - ) - - return styler - - -def _tabulate_etable_tex(df, n_coef, n_fixef, n_models, notes): - # First wrap all cells which contain a line break in a makecell command - df = df.map( - lambda x: f"\\makecell{{{x}}}" if isinstance(x, str) and "\\\\" in x else x - ) - - # Style the table - styler = ( - df.style.hide(axis="index").format_index(escape="latex", axis=1, level=[0, 1]) - # .set_caption(caption) - ) - # Generate LaTeX code - latex_res = styler.to_latex( - hrules=True, multicol_align="c", column_format="l" + "c" * n_models - ) - - # Now perform post-processing of the LaTeX code - # First split the LaTeX code into lines - lines = latex_res.splitlines() - - # Insert midrule after coeffs - coef_start = ( - 3 + df.columns.nlevels - ) ## Table code starts with 2 lines + depth of the column index - lines.insert( - coef_start + n_coef, "\\midrule" - ) # 4 lines in the latex code before the first coefficient - # When FE are present, insert a midrule after the FEs - if n_fixef > 0: - lines.insert(coef_start + n_coef + n_fixef + 1, "\\midrule") - - # Insert cmidrule that underlines each value of the top column index (i.e. typically dependent variable) - # First find the first line with an occurrence of "multicolumn" - cmidrule_line_number = None - for i, line in enumerate(lines): - if "multicolumn" in line: - cmidrule_line_number = i + 1 - # Regular expression to find \multicolumn{number} - pattern = r"\\multicolumn\{(\d+)\}" - # Find all matches (i.e. values of d) in the LaTeX string & convert to integers - ncols = [int(match) for match in re.findall(pattern, line)] - break # Only process the first line containing "multicolumn" - - if cmidrule_line_number is not None: - cmidrule_string = "" - leftcol = 2 - for n in ncols: - cmidrule_string += ( - r"\cmidrule(lr){" + str(leftcol) + "-" + str(leftcol + n - 1) + "} " - ) - leftcol += n - lines.insert(cmidrule_line_number, cmidrule_string) - - # Put the lines back together - latex_res = "\n".join(lines) - - # Wrap in threeparttable to allow for table notes - latex_res = ( - "\\begin{threeparttable}\n" - + latex_res - + "\n\\footnotesize " - + notes - + "\n\\end{threeparttable}" - ) - - # Set cell aligment to top - latex_res = "\\renewcommand\\cellalign{t}\n" + latex_res - - return latex_res - def _tabulate_etable_md(df, n_coef, n_fixef, n_models, n_model_stats): """ @@ -956,6 +724,7 @@ def make_table(df: pd.DataFrame, texlocation: str = 'htbp', full_width: bool = False, file_name: str = None, + **kwargs ): r""" From 1f9bf0e5d2b9d3135c02e989e91139e531f95474 Mon Sep 17 00:00:00 2001 From: Dirk Sliwka <49401450+dsliwka@users.noreply.github.com> Date: Fri, 6 Sep 2024 13:38:16 +0200 Subject: [PATCH 03/23] Correct processing of FixestMulti in etable --- pyfixest/report/summarize.py | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/pyfixest/report/summarize.py b/pyfixest/report/summarize.py index 8e21f0f6..6c9eec38 100644 --- a/pyfixest/report/summarize.py +++ b/pyfixest/report/summarize.py @@ -129,6 +129,12 @@ def etable( assert ( signif_code[0] < signif_code[1] < signif_code[2] ), "signif_code must be in increasing order" + + # Check if models is of type FixestMulti + # If so, convert it to a list of models + if isinstance(models, FixestMulti): + models = models.to_list() + models = _post_processing_input_checks(models) if custom_stats is None: @@ -996,14 +1002,12 @@ def make_table(df: pd.DataFrame, column_labels_border_bottom_width="0.5px", column_labels_vlines_color="white", column_labels_vlines_width="0px", - #column_labels_vlines_style="hidden", table_body_border_top_style="solid", table_body_border_top_width="0.5px", table_body_border_top_color="black", table_body_hlines_style="none", table_body_vlines_color="white", table_body_vlines_width="0px", - #table_body_vlines_style="hidden", table_body_border_bottom_color="black", row_group_border_top_style="solid", row_group_border_top_width="0.5px", @@ -1021,7 +1025,6 @@ def make_table(df: pd.DataFrame, # Full page width if full_width: - # To CHECK gt = gt.tab_options(table_width = "100%") # Customize row group display From 9739a51f817ca93656918b9c96fb1b7e39a2c80b Mon Sep 17 00:00:00 2001 From: Dirk Sliwka <49401450+dsliwka@users.noreply.github.com> Date: Fri, 6 Sep 2024 13:39:04 +0200 Subject: [PATCH 04/23] Add notebook to illustrate table layout functions --- docs/table-layout.ipynb | 5946 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 5946 insertions(+) create mode 100644 docs/table-layout.ipynb diff --git a/docs/table-layout.ipynb b/docs/table-layout.ipynb new file mode 100644 index 00000000..7d5d2222 --- /dev/null +++ b/docs/table-layout.ipynb @@ -0,0 +1,5946 @@ +{ + "cells": [ + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "---\n", + "format:\n", + " html:\n", + " html-table-processing: none\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Table Layout with PyFixest" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pyfixest comes with functions to generate publication-ready tables. The main function is `pf.etable()`, which creates a table with regression results and renders it in different formats, for instance using the [Great Tables](https://posit-dev.github.io/great-tables/articles/intro.html) package or generating formatted LaTex Tables using [booktabs](https://ctan.org/pkg/booktabs?lang=en). It also provides functions `pf.dtable()` to display descriptive statistics and `pf.make_table()` that generates formatted tables from pandas dataframes (for instance generated with other packages) in the same layout. \n", + "\n", + "Contents: \n", + "\n", + "- [Regression Tables via `pf.etable()`](#regression-tables-via-pfetable)\n", + "\n", + " - [Basic Usage](#basic-usage)\n", + " - [Keep and drop variables](#keep-and-drop-variables)\n", + " - [Hide fixed effects or SE-type rows](#hide-fixed-effects-or-se-type-rows)\n", + " - [Display p-values or confidence intervals](#display-p-values-or-confidence-intervals)\n", + " - [Significance levels and rounding](#significance-levels-and-rounding)\n", + " - [Other output formats](#other-output-formats)\n", + " - [Custom Styling with Great Tables](#custom-styling-with-great-tables)\n", + " - [Rename variables](#rename-variables)\n", + " - [Custom model headlines](#custom-model-headlines)\n", + " - [Further custom model information](#further-custom-model-information)\n", + " - [Custom table notes](#custom-table-notes)\n", + " - [Publication-ready LaTex tables](#publication-ready-latex-tables)\n", + " - [Rendering Tables in Quarto](#rendering-tables-in-quarto)\n", + " \n", + "- [Descriptive Statistics via `pf.dtable()`](#descriptive-statistics-via-pftable)\n", + "\n", + "- [Table Layout for DataFrames with `pf.make_table()`](#table-layout-for-dataframes-with-pfmake_table)\n", + "\n", + "\n", + "To begin, we load some libraries and fit a set of regression models. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
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\n", + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import pylatex as pl # for the latex table; note: not a dependency of pyfixest - needs manual installation\n", + "from great_tables import loc, style\n", + "from IPython.display import FileLink, display\n", + "from stargazer.stargazer import LineLocation, Stargazer\n", + "\n", + "import pyfixest as pf\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2\n", + "\n", + "data = pf.get_data()\n", + "\n", + "fit1 = pf.feols(\"Y ~ X1 + X2 | f1\", data=data)\n", + "fit2 = pf.feols(\"Y ~ X1 + X2 | f1 + f2\", data=data)\n", + "fit3 = pf.feols(\"Y ~ X1 *X2 | f1 + f2\", data=data)\n", + "fit4 = pf.feols(\"Y2 ~ X1 + X2 | f1\", data=data)\n", + "fit5 = pf.feols(\"Y2 ~ X1 + X2 | f1 + f2\", data=data)\n", + "fit6 = pf.feols(\"Y2 ~ X1 *X2 | f1 + f2\", data=data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Regression Tables via `pf.etable()`\n", + "\n", + "### Basic Usage" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can compare all regression models via the pyfixest-internal `pf.etable()` function: " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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"cell_type": "markdown", + "metadata": {}, + "source": [ + "### Keep and drop variables\n", + "`etable` allows us to do a few things out of the box. For example, we can only keep the variables that we'd like, which keeps all variables that fit the provided regex match. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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(1)(2)(3)(4)(5)(6)
coef
X1-0.950***
(0.067)		-0.924***
(0.061)		-0.924***
(0.061)		-1.267***
(0.174)		-1.232***
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(0.192)
X1:X20.011
(0.018)		-0.041
(0.081)
fe
f1xxxxxx
f2-xx-xx
stats
Observations997997997998998998
S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1
R20.4890.6590.6590.1200.1720.172
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
\n", + "\n", + "
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}, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can use the `exact_match` argument to select a specific set of variables: " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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coef
X1-0.950***
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(0.104)
fe
f1xxxxxx
f2-xx-xx
stats
Observations997997997998998998
S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1
R20.4890.6590.6590.1200.1720.172
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
\n", + "\n", + "
\n", + " " + ], + "text/plain": [ + "GT(_tbl_data= level_0 level_1 0 1 \\\n", + "0 coef X1 -0.950***
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(0.018) -0.174***
(0.015) \n", + "2 fe f1 x x \n", + "3 fe f2 - x \n", + "4 stats Observations 997 997 \n", + "5 stats S.E. type by: f1 by: f1 \n", + "6 stats R2 0.489 0.659 \n", + "\n", + " 2 3 4 \\\n", + "0 -0.924***
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(0.174) -1.232***
(0.192) \n", + "1 -0.185***
(0.025) -0.131**
(0.042) -0.118**
(0.042) \n", + "2 x x x \n", + "3 x - x \n", + "4 997 998 998 \n", + "5 by: f1 by: f1 by: f1 \n", + "6 0.659 0.120 0.172 \n", + "\n", + " 5 \n", + "0 -1.231***
(0.192) \n", + "1 -0.074
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\"X2\"], exact_match=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also easily **drop** variables via the `drop` argument: " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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\n", + " Y\n", + " \n", + " Y2\n", + "
(1)(2)(3)(4)(5)(6)
coef
X2-0.174***
(0.018)		-0.174***
(0.015)		-0.185***
(0.025)		-0.131**
(0.042)		-0.118**
(0.042)		-0.074
(0.104)
fe
f1xxxxxx
f2-xx-xx
stats
Observations997997997998998998
S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1
R20.4890.6590.6590.1200.1720.172
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
\n", + "\n", + "
\n", + " " + ], + "text/plain": [ + "GT(_tbl_data= level_0 level_1 0 1 \\\n", + "0 coef X2 -0.174***
(0.018) -0.174***
(0.015) \n", + "1 fe f1 x x \n", + "2 fe f2 - x \n", + "3 stats Observations 997 997 \n", + "4 stats S.E. type by: f1 by: f1 \n", + "5 stats R2 0.489 0.659 \n", + "\n", + " 2 3 4 \\\n", + "0 -0.185***
(0.025) -0.131**
(0.042) -0.118**
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+ }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Hide fixed effects or SE-type rows\n", + "We can hide the rows showing the relevant fixed effects and those showing the S.E. type by setting `show_fe=False` and `show_setype=False` (for instance when the set of fixed effects or the estimation method for the std. errors is the same for all models and you want to describe this in the text or table notes rather than displaying it in the table). " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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\n", + " Y\n", + " \n", + " Y2\n", + "
(1)(2)(3)(4)(5)(6)
coef
X1-0.950***
(0.067)		-0.924***
(0.061)		-0.924***
(0.061)		-1.267***
(0.174)		-1.232***
(0.192)		-1.231***
(0.192)
X2-0.174***
(0.018)		-0.174***
(0.015)		-0.185***
(0.025)		-0.131**
(0.042)		-0.118**
(0.042)		-0.074
(0.104)
X1:X20.011
(0.018)		-0.041
(0.081)
stats
Observations997997997998998998
R20.4890.6590.6590.1200.1720.172
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
\n", + "\n", + "
\n", + " " + ], + "text/plain": [ + "GT(_tbl_data= level_0 level_1 0 1 \\\n", + "0 coef X1 -0.950***
(0.067) -0.924***
(0.061) \n", + "1 coef X2 -0.174***
(0.018) -0.174***
(0.015) \n", + "2 coef X1:X2 \n", + "3 stats Observations 997 997 \n", + "4 stats R2 0.489 0.659 \n", + "\n", + " 2 3 4 \\\n", + "0 -0.924***
(0.061) -1.267***
(0.174) -1.232***
(0.192) \n", + "1 -0.185***
(0.025) -0.131**
(0.042) -0.118**
(0.042) \n", + "2 0.011
(0.018) \n", + "3 997 998 998 \n", + "4 0.659 0.120 0.172 \n", + "\n", + " 5 \n", + "0 -1.231***
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source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pf.etable([fit1, fit2, fit3, fit4, fit5, fit6], show_fe=False, show_se_type=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Display p-values or confidence intervals\n", + "By default, `pf.etable()` reports **standard errors**. But we can also ask to output p-values or confidence intervals via the `coef_fmt` function argument. " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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\n", + " Y\n", + " \n", + " Y2\n", + "
(1)(2)(3)(4)(5)(6)
coef
X1-0.950***
(0.067)
[0.000]		-0.924***
(0.061)
[0.000]		-0.924***
(0.061)
[0.000]		-1.267***
(0.174)
[0.000]		-1.232***
(0.192)
[0.000]		-1.231***
(0.192)
[0.000]
X2-0.174***
(0.018)
[0.000]		-0.174***
(0.015)
[0.000]		-0.185***
(0.025)
[0.000]		-0.131**
(0.042)
[0.005]		-0.118**
(0.042)
[0.008]		-0.074
(0.104)
[0.482]
X1:X20.011
(0.018)
[0.565]		-0.041
(0.081)
[0.618]
fe
f1xxxxxx
f2-xx-xx
stats
Observations997997997998998998
S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1
R20.4890.6590.6590.1200.1720.172
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error) \n", + " [p-value]
\n", + "\n", + "
\n", + " " + ], + "text/plain": [ + "GT(_tbl_data= level_0 level_1 0 \\\n", + "0 coef X1 -0.950***
(0.067)
[0.000] \n", + "1 coef X2 -0.174***
(0.018)
[0.000] \n", + "2 coef X1:X2 \n", + "3 fe f1 x \n", + "4 fe f2 - \n", + "5 stats Observations 997 \n", + "6 stats S.E. type by: f1 \n", + "7 stats R2 0.489 \n", + "\n", + " 1 2 \\\n", + "0 -0.924***
(0.061)
[0.000] -0.924***
(0.061)
[0.000] \n", + "1 -0.174***
(0.015)
[0.000] -0.185***
(0.025)
[0.000] \n", + "2 0.011
(0.018)
[0.565] \n", + "3 x x \n", + "4 x x \n", + "5 997 997 \n", + "6 by: f1 by: f1 \n", + "7 0.659 0.659 \n", + "\n", + " 3 4 \\\n", + "0 -1.267***
(0.174)
[0.000] -1.232***
(0.192)
[0.000] \n", + "1 -0.131**
(0.042)
[0.005] -0.118**
(0.042)
[0.008] \n", + "2 \n", + "3 x x \n", + "4 - x \n", + "5 998 998 \n", + "6 by: f1 by: f1 \n", + "7 0.120 0.172 \n", + "\n", + " 5 \n", + "0 -1.231***
(0.192)
[0.000] \n", + "1 -0.074
(0.104)
[0.482] \n", + "2 -0.041
(0.081)
[0.618] \n", + "3 x \n", + "4 x \n", + "5 998 \n", + "6 by: f1 \n", + "7 0.172 , _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Y2', spanner_level=1, spanner_label='Y2', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. 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(se) \\n [p]\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Significance levels and rounding\n", + "Additionally, we can also overwrite the defaults for the reported significance levels and control the rounding of results via the `signif_code` and `digits` function arguments: " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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(0.10356)
X1:X20.01057
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fe
f1xxxxxx
f2-xx-xx
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Observations997997997998998998
S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1
R20.488990.659040.659160.120170.171510.17180
Significance levels: * p < 0.1, ** p < 0.05, *** p < 0.01. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
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0.05, 0.1], digits=5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Other output formats\n", + "By default, `pf.etable()` returns a GT object (see [the Great Tables package](https://posit-dev.github.io/great-tables/articles/intro.html)), but you can also opt to dataframe, markdown, or latex output via the `type` argument." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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f1xxxxxx
f2-xx-xx
Observations997997997998998998
S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1
R20.488990.659040.659160.120170.171510.17180
\n", + "
" + ], + "text/plain": [ + " est1 est2 \\\n", + "depvar Y Y \n", + "X1 -0.94953*** (0.06652) -0.92405*** (0.06093) \n", + "X2 -0.17423*** (0.01840) -0.17411*** (0.01461) \n", + "X1:X2 \n", + "f1 x x \n", + "f2 - x \n", + "Observations 997 997 \n", + "S.E. type by: f1 by: f1 \n", + "R2 0.48899 0.65904 \n", + "\n", + " est3 est4 \\\n", + "depvar Y Y2 \n", + "X1 -0.92417*** (0.06094) -1.26655*** (0.17359) \n", + "X2 -0.18550*** (0.02516) -0.13056*** (0.04239) \n", + "X1:X2 0.01057 (0.01818) \n", + "f1 x x \n", + "f2 x - \n", + "Observations 997 998 \n", + "S.E. type by: f1 by: f1 \n", + "R2 0.65916 0.12017 \n", + "\n", + " est5 est6 \n", + "depvar Y2 Y2 \n", + "X1 -1.23153*** (0.19228) -1.23100*** (0.19167) \n", + "X2 -0.11767*** (0.04152) -0.07369 (0.10356) \n", + "X1:X2 -0.04082 (0.08093) \n", + "f1 x x \n", + "f2 x x \n", + "Observations 998 998 \n", + "S.E. type by: f1 by: f1 \n", + "R2 0.17151 0.17180 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Pandas styler output:\n", + "pf.etable(\n", + " [fit1, fit2, fit3, fit4, fit5, fit6],\n", + " signif_code=[0.01, 0.05, 0.1],\n", + " digits=5, coef_fmt=\"b (se)\",\n", + " type=\"df\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "index est1 est2 est3 est4 est5 est6\n", + "------------ ------------ ------------ ------------ ------------ ------------ ------------\n", + "depvar Y Y Y Y2 Y2 Y2\n", + "------------------------------------------------------------------------------------------------\n", + "X1 -0.94953*** -0.92405*** -0.92417*** -1.26655*** -1.23153*** -1.23100***\n", + " (0.06652) (0.06093) (0.06094) (0.17359) (0.19228) (0.19167)\n", + "X2 -0.17423*** -0.17411*** -0.18550*** -0.13056*** -0.11767*** -0.07369\n", + " (0.01840) (0.01461) (0.02516) (0.04239) (0.04152) (0.10356)\n", + "X1:X2 0.01057 -0.04082\n", + " (0.01818) (0.08093)\n", + "------------------------------------------------------------------------------------------------\n", + "f1 x x x x x x\n", + "f2 - x x - x x\n", + "------------------------------------------------------------------------------------------------\n", + "Observations 997 997 997 998 998 998\n", + "S.E. type by: f1 by: f1 by: f1 by: f1 by: f1 by: f1\n", + "R2 0.48899 0.65904 0.65916 0.12017 0.17151 0.17180\n", + "------------------------------------------------------------------------------------------------\n", + "Significance levels: * p < 0.1, ** p < 0.05, *** p < 0.01\n" + ] + } + ], + "source": [ + "# Markdown output:\n", + "pf.etable(\n", + " [fit1, fit2, fit3, fit4, fit5, fit6],\n", + " signif_code=[0.01, 0.05, 0.1],\n", + " digits=5,\n", + " type=\"md\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To obtain latex output use `format = \"tex\"`. If you want to save the table as a tex file, you can use the `filename=` argument to specify the respective path where it should be saved. If you want the latex code to be displayed in the notebook, you can use the `print_tex=True` argument.\n", + "Etable will use latex packages `booktabs`, `threeparttable` and `makecell` for the table layout, so don't forget to include these packages in your latex document. \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# LaTex output (include latex packages booktabs, threeparttable, and makecell in your document):\n", + "tab = pf.etable(\n", + " [fit1, fit2, fit3, fit4, fit5, fit6],\n", + " signif_code=[0.01, 0.05, 0.1],\n", + " digits=2,\n", + " type=\"tex\",\n", + " print_tex=True,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following code generates a pdf including the regression table which you can display clicking on the link below the cell:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "latexdocs/SampleTableDoc.pdf
" + ], + "text/plain": [ + "c:\\PythonProjects\\pyfixest\\docs\\latexdocs\\SampleTableDoc.pdf" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "## Use pylatex to create a tex file with the table\n", + "\n", + "\n", + "def make_pdf(tab, file):\n", + " \"Create a PDF document with tex table.\"\n", + " doc = pl.Document()\n", + " doc.packages.append(pl.Package(\"booktabs\"))\n", + " doc.packages.append(pl.Package(\"threeparttable\"))\n", + " doc.packages.append(pl.Package(\"makecell\"))\n", + "\n", + " with (\n", + " doc.create(pl.Section(\"A PyFixest LateX Table\")),\n", + " doc.create(pl.Table(position=\"htbp\")) as table,\n", + " ):\n", + " table.append(pl.NoEscape(tab))\n", + "\n", + " doc.generate_pdf(file, clean_tex=False)\n", + "\n", + "\n", + "# Compile latex to pdf & display a button with the hyperlink to the pdf\n", + "make_pdf(tab, \"latexdocs/SampleTableDoc\")\n", + "display(FileLink(\"latexdocs/SampleTableDoc.pdf\"))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Custom Styling with Great Tables\n", + "You can use the rich set of methods offered by [Great Tables](https://posit-dev.github.io/great-tables/articles/intro.html) to further customize the table display." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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\n", + " Y\n", + " \n", + " Y2\n", + "
(1)(2)(3)(4)(5)(6)
coef
X1-0.950***
(0.067)		-0.924***
(0.061)		-0.924***
(0.061)		-1.267***
(0.174)		-1.232***
(0.192)		-1.231***
(0.192)
X2-0.174***
(0.018)		-0.174***
(0.015)		-0.185***
(0.025)		-0.131**
(0.042)		-0.118**
(0.042)		-0.074
(0.104)
X1:X20.011
(0.018)		-0.041
(0.081)
fe
f1xxxxxx
f2-xx-xx
stats
Observations997997997998998998
S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1
R20.4890.6590.6590.1200.1720.172
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
\n", + "\n", + "
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(0.018) -0.174***
(0.015) \n", + "2 coef X1:X2 \n", + "3 fe f1 x x \n", + "4 fe f2 - x \n", + "5 stats Observations 997 997 \n", + "6 stats S.E. type by: f1 by: f1 \n", + "7 stats R2 0.489 0.659 \n", + "\n", + " 2 3 4 \\\n", + "0 -0.924***
(0.061) -1.267***
(0.174) -1.232***
(0.192) \n", + "1 -0.185***
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(0.042) -0.118**
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value='16px'), table_font_weight=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_style=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_color=OptionsInfo(scss=True, category='table', type='value', value='#333333'), table_font_color_light=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_border_top_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_top_style=OptionsInfo(scss=True, category='table', type='value', value='solid'), table_border_top_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_top_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_right_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_right_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_right_color=OptionsInfo(scss=True, 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category='table_body', type='value', value='white'), column_labels_border_top_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_top_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_top_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_bottom_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_bottom_width=OptionsInfo(scss=True, category='column_labels', type='px', value='0.5px'), column_labels_border_bottom_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_lr_style=OptionsInfo(scss=True, category='column_labels', type='value', value='none'), column_labels_border_lr_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_lr_color=OptionsInfo(scss=True, 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table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='4px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value='whitesmoke'), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(\n", + " pf.etable([fit1, fit2, fit3, fit4, fit5, fit6])\n", + " .tab_options(\n", + " column_labels_background_color=\"cornsilk\",\n", + " stub_background_color=\"whitesmoke\",\n", + " )\n", + " .tab_style(\n", + " style=style.fill(color=\"mistyrose\"),\n", + " locations=loc.body(columns=\"(3)\", rows=[\"X2\"]),\n", + " )\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Rename variables\n", + "You can also rename variables if you want to have a more readable output. Just pass a dictionary to the `labels` argument. Note that interaction terms will also be relabeled using the specified labels for the interacted variables (if you want to manually relabel an interaction term differently, add it to the dictionary)." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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(1)(2)(3)(4)(5)(6)
coef
Age-0.950***
(0.067)		-0.924***
(0.061)		-0.924***
(0.061)		-1.267***
(0.174)		-1.232***
(0.192)		-1.231***
(0.192)
Years of Schooling-0.174***
(0.018)		-0.174***
(0.015)		-0.185***
(0.025)		-0.131**
(0.042)		-0.118**
(0.042)		-0.074
(0.104)
Age × Years of Schooling0.011
(0.018)		-0.041
(0.081)
fe
Industryxxxxxx
Year-xx-xx
stats
Observations997997997998998998
S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1
R20.4890.6590.6590.1200.1720.172
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
\n", + "\n", + "
\n", + " " + ], + "text/plain": [ + "GT(_tbl_data= level_0 level_1 0 \\\n", + "0 coef Age -0.950***
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(0.061) -0.924***
(0.061) -1.267***
(0.174) \n", + "1 -0.174***
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(0.192) -1.231***
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(0.042) -0.074
(0.104) \n", + "2 -0.041
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\"Wealth\",\n", + " \"X1\": \"Age\",\n", + " \"X2\": \"Years of Schooling\",\n", + " \"f1\": \"Industry\",\n", + " \"f2\": \"Year\",\n", + "}\n", + "\n", + "pf.etable([fit1, fit2, fit3, fit4, fit5, fit6], labels=labels)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you want to label the rows indicating the inclusion of fixed effects not with the variable label but with a custom label, you can pass on a separate dictionary to the `felabels` argument." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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(1)(2)(3)(4)(5)(6)
coef
Age-0.950***
(0.067)		-0.924***
(0.061)		-0.924***
(0.061)		-1.267***
(0.174)		-1.232***
(0.192)		-1.231***
(0.192)
Years of Schooling-0.174***
(0.018)		-0.174***
(0.015)		-0.185***
(0.025)		-0.131**
(0.042)		-0.118**
(0.042)		-0.074
(0.104)
Age × Years of Schooling0.011
(0.018)		-0.041
(0.081)
fe
Industry Fixed Effectsxxxxxx
Year Fixed Effects-xx-xx
stats
Observations997997997998998998
S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1
R20.4890.6590.6590.1200.1720.172
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
\n", + "\n", + "
\n", + " " + ], + "text/plain": [ + "GT(_tbl_data= level_0 level_1 0 \\\n", + "0 coef Age -0.950***
(0.067) \n", + "1 coef Years of Schooling -0.174***
(0.018) \n", + "2 coef Age × Years of Schooling \n", + "3 fe Industry Fixed Effects x \n", + "4 fe Year Fixed Effects - \n", + "5 stats Observations 997 \n", + "6 stats S.E. type by: f1 \n", + "7 stats R2 0.489 \n", + "\n", + " 1 2 3 \\\n", + "0 -0.924***
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(0.174) \n", + "1 -0.174***
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labels=labels,\n", + " felabels={\"f1\": \"Industry Fixed Effects\", \"f2\": \"Year Fixed Effects\"},\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Custom model headlines\n", + "You can also add custom headers for each model by passing a list of strings to the `model_headers` argument." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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(1)(2)(3)(4)(5)(6)
coef
Age-0.950***
(0.067)		-0.924***
(0.061)		-0.924***
(0.061)		-1.267***
(0.174)		-1.232***
(0.192)		-1.231***
(0.192)
Years of Schooling-0.174***
(0.018)		-0.174***
(0.015)		-0.185***
(0.025)		-0.131**
(0.042)		-0.118**
(0.042)		-0.074
(0.104)
Age × Years of Schooling0.011
(0.018)		-0.041
(0.081)
fe
Industryxxxxxx
Year-xx-xx
stats
Observations997997997998998998
S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1
R20.4890.6590.6590.1200.1720.172
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
\n", + "\n", + "
\n", + " " + ], + "text/plain": [ + "GT(_tbl_data= level_0 level_1 0 \\\n", + "0 coef Age -0.950***
(0.067) \n", + "1 coef Years of Schooling -0.174***
(0.018) \n", + "2 coef Age × Years of Schooling \n", + "3 fe Industry x \n", + "4 fe Year - \n", + "5 stats Observations 997 \n", + "6 stats S.E. type by: f1 \n", + "7 stats R2 0.489 \n", + "\n", + " 1 2 3 \\\n", + "0 -0.924***
(0.061) -0.924***
(0.061) -1.267***
(0.174) \n", + "1 -0.174***
(0.015) -0.185***
(0.025) -0.131**
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(0.042) -0.074
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labels=labels,\n", + " model_heads=[\"US\", \"China\", \"EU\", \"US\", \"China\", \"EU\"],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Or change the ordering of headlines having headlines first and then dependent variables using the `head_order` argument. \"hd\" stands for headlines then dependent variables, \"dh\" for dependent variables then headlines. Assigning \"d\" or \"h\" can be used to only show dependent variables or only headlines. When head_order=\"\" only model numbers are shown." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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(1)(2)(3)(4)(5)(6)
coef
Age-0.950***
(0.067)		-1.267***
(0.174)		-0.924***
(0.061)		-1.232***
(0.192)		-0.924***
(0.061)		-1.231***
(0.192)
Years of Schooling-0.174***
(0.018)		-0.131**
(0.042)		-0.174***
(0.015)		-0.118**
(0.042)		-0.185***
(0.025)		-0.074
(0.104)
Age × Years of Schooling0.011
(0.018)		-0.041
(0.081)
fe
Industryxxxxxx
Year--xxxx
stats
Observations997998997998997998
S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1
R20.4890.1200.6590.1720.6590.172
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
\n", + "\n", + "
\n", + " " + ], + "text/plain": [ + "GT(_tbl_data= level_0 level_1 0 \\\n", + "0 coef Age -0.950***
(0.067) \n", + "1 coef Years of Schooling -0.174***
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(0.174) -0.924***
(0.061) -1.232***
(0.192) \n", + "1 -0.131**
(0.042) -0.174***
(0.015) -0.118**
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(0.192) \n", + "1 -0.185***
(0.025) -0.074
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(0.018) -0.041
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labels=labels,\n", + " model_heads=[\"US\", \"US\", \"China\", \"China\", \"EU\", \"EU\"],\n", + " head_order=\"hd\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Remove the dependent variables from the headers:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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(1)(2)(3)(4)(5)(6)
coef
Age-0.950***
(0.067)		-1.267***
(0.174)		-0.924***
(0.061)		-1.232***
(0.192)		-0.924***
(0.061)		-1.231***
(0.192)
Years of Schooling-0.174***
(0.018)		-0.131**
(0.042)		-0.174***
(0.015)		-0.118**
(0.042)		-0.185***
(0.025)		-0.074
(0.104)
Age × Years of Schooling0.011
(0.018)		-0.041
(0.081)
fe
Industryxxxxxx
Year--xxxx
stats
Observations997998997998997998
S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1
R20.4890.1200.6590.1720.6590.172
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
\n", + "\n", + "
\n", + " " + ], + "text/plain": [ + "GT(_tbl_data= level_0 level_1 (1) \\\n", + "0 coef Age -0.950***
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(0.174) -0.924***
(0.061) -1.232***
(0.192) \n", + "1 -0.131**
(0.042) -0.174***
(0.015) -0.118**
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(0.192) \n", + "1 -0.185***
(0.025) -0.074
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(0.018) -0.041
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labels=labels,\n", + " model_heads=[\"US\", \"US\", \"China\", \"China\", \"EU\", \"EU\"],\n", + " head_order=\"\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Further custom model information\n", + "You can add further custom model statistics/information to the bottom of the table by using the `custom_stats` argument to which you pass a dictionary with the name of the row and lists of values. The length of the lists must be equal to the number of models." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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\n", + " Wage\n", + " \n", + " Wealth\n", + "
(1)(2)(3)(4)(5)(6)
coef
Age-0.950***
(0.067)		-0.924***
(0.061)		-0.924***
(0.061)		-1.267***
(0.174)		-1.232***
(0.192)		-1.231***
(0.192)
Years of Schooling-0.174***
(0.018)		-0.174***
(0.015)		-0.185***
(0.025)		-0.131**
(0.042)		-0.118**
(0.042)		-0.074
(0.104)
Age × Years of Schooling0.011
(0.018)		-0.041
(0.081)
fe
Industryxxxxxx
Year-xx-xx
stats
Number of Clusters424242373737
Additional InfoAABBCC
Observations997997997998998998
S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1
R20.4890.6590.6590.1200.1720.172
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
\n", + "\n", + "
\n", + " " + ], + "text/plain": [ + "GT(_tbl_data= level_0 level_1 0 \\\n", + "0 coef Age -0.950***
(0.067) \n", + "1 coef Years of Schooling -0.174***
(0.018) \n", + "2 coef Age × Years of Schooling \n", + "3 fe Industry x \n", + "4 fe Year - \n", + "5 stats Number of Clusters 42 \n", + "6 stats Additional Info A \n", + "7 stats Observations 997 \n", + "8 stats S.E. type by: f1 \n", + "9 stats R2 0.489 \n", + "\n", + " 1 2 3 \\\n", + "0 -0.924***
(0.061) -0.924***
(0.061) -1.267***
(0.174) \n", + "1 -0.174***
(0.015) -0.185***
(0.025) -0.131**
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(0.192) -1.231***
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(0.042) -0.074
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labels=labels,\n", + " custom_model_stats={\n", + " \"Number of Clusters\": [42, 42, 42, 37, 37, 37],\n", + " \"Additional Info\": [\"A\", \"A\", \"B\", \"B\", \"C\", \"C\"],\n", + " },\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Custom table notes\n", + "You can replace the default table notes with your own notes using the `notes` argument. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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(1)(2)(3)(4)(5)(6)
coef
Age-0.950***
(0.067)		-1.267***
(0.174)		-0.924***
(0.061)		-1.232***
(0.192)		-0.924***
(0.061)		-1.231***
(0.192)
Years of Schooling-0.174***
(0.018)		-0.131**
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fe
Industryxxxxxx
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stats
Observations997998997998997998
S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1
R20.4890.1200.6590.1720.6590.172
Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.
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category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mynotes = \"Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.\"\n", + "pf.etable(\n", + " [fit1, fit4, fit2, fit5, fit3, fit6],\n", + " labels=labels,\n", + " model_heads=[\"US\", \"US\", \"China\", \"China\", \"EU\", \"EU\"],\n", + " head_order=\"hd\",\n", + " notes=mynotes,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Publication-ready LaTex tables \n", + "With few lines of code you thus obtain a publication-ready latex table:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "latexdocs/SampleTableDoc2.pdf
" + ], + "text/plain": [ + "c:\\PythonProjects\\pyfixest\\docs\\latexdocs\\SampleTableDoc2.pdf" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tab = pf.etable(\n", + " [fit1, fit4, fit2, fit5, fit3, fit6],\n", + " labels=labels,\n", + " model_heads=[\"US\", \"US\", \"China\", \"China\", \"EU\", \"EU\"],\n", + " head_order=\"hd\",\n", + " type=\"tex\",\n", + " notes=mynotes,\n", + " show_fe=True,\n", + " show_se_type=False,\n", + " custom_model_stats={\n", + " \"Number of Clusters\": [42, 42, 42, 37, 37, 37],\n", + " },\n", + ")\n", + "\n", + "# Compile latex to pdf & display a button with the hyperlink to the pdf\n", + "make_pdf(tab, \"latexdocs/SampleTableDoc2\")\n", + "display(FileLink(\"latexdocs/SampleTableDoc2.pdf\"))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Rendering Tables in Quarto\n", + "When you use quarto you can include latex tables generated by pyfixest when rendering the qmd file as pdf. Just specify `output: asis` in the code block options of the respective chunk and print the LaTex string returned by etable. Don't forget to include the `\\usepackage` commands for necessary latex packages in the YAML block.\n", + "\n", + "Here you find a sample [qmd file](https://github.com/py-econometrics/pyfixest/blob/master/docs/quarto_example/QuartoExample.qmd) and the rendered [PDF](quarto_example/QuartoExample.pdf)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Descriptive Statistics via `pf.dtable()`\n", + "\n", + "The function `pf.dtable()` allows to display descriptive statistics for a set of variables in the same layout.\n", + "\n", + "## Basic Usage\n", + "Specify the variables you want to display the descriptive statistics for. You can also use a dictionary to rename the variables and add a caption.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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"execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pf.dtable(data, vars=['Y', 'Y2', 'X1', \"X2\"], \n", + " labels=labels,\n", + " caption=\"Descriptive statistics\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Choose the set of statistics to be displayed with `stats`. You can use any pandas aggregation functions. " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Descriptive statistics
NMeanStd. Dev.MinMax
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Wealth1000-0.315.58-16.9717.16
Age9991.040.810.002.00
Years of Schooling1000-0.133.05-9.6710.99
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When the number of observations is the same for all variables in a group, you can also opt to display the number of observations only once for each group byin a separate line at the bottom of the table with `counts_row_below==True`." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Descriptive statistics
\n", + "  \n", + " \n", + " EU\n", + " \n", + " US\n", + "
\n", + " Blue collar\n", + " \n", + " White collar\n", + " \n", + " Blue collar\n", + " \n", + " White collar\n", + "
MeanStd. Dev.MeanStd. Dev.MeanStd. Dev.MeanStd. Dev.
stats
Wage-0.162.31-0.222.21-0.052.37-0.072.34
Wealth-0.685.51-0.595.630.415.74-0.385.46
Age0.950.801.130.761.080.811.020.84
Years of Schooling0.103.13-0.202.95-0.062.83-0.333.24
nobs
Number of observations246247237267
\n", + "\n", + "
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category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Generate some categorial data\n", + "data[\"country\"]=np.random.choice([\"US\", \"EU\"], data.shape[0])\n", + "data[\"occupation\"]=np.random.choice([\"Blue collar\", \"White collar\"], data.shape[0])\n", + "\n", + "# Drop nan values to have balanced data\n", + "data.dropna(inplace=True)\n", + "\n", + "pf.dtable(data, vars=['Y', 'Y2', 'X1', \"X2\"], labels=labels,\n", + " bycol=['country', 'occupation'], \n", + " stats=['count', 'mean', 'std'],\n", + " caption=\"Descriptive statistics\",\n", + " stats_labels={\"count\":\"Number of observations\"},\n", + " counts_row_below=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Or shows groups in columns and rows. Note that you can only use one grouping variable in rows, but several in columns (as shown above)." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Descriptive statistics
\n", + " EU\n", + " \n", + " US\n", + "
NMeanStd. Dev.NMeanStd. Dev.
Blue collar
Wage246-0.162.31237-0.052.37
Wealth246-0.685.512370.415.74
Age2460.950.802371.080.81
Years of Schooling2460.103.13237-0.062.83
White collar
Wage247-0.222.21267-0.072.34
Wealth247-0.595.63267-0.385.46
Age2471.130.762671.020.84
Years of Schooling247-0.202.95267-0.333.24
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But you can also use it directly to generate tables in the same layout from other pandas dataframes. \n", + "\n", + "## Basic Usage" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='0.5px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='4px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "df = pd.DataFrame(np.random.randn(4, 4).round(2), columns= [\"A\", \"B\", \"C\", \"D\"])\n", + "\n", + "# Make Booktabs style table\n", + "pf.make_table(df=df, caption=\"This is a caption\", notes=\"These are notes\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Mutiindex DataFrames\n", + "When the respective dataframe has a mutiindex for the columns, columns spanners are generated from the index. The row index can also be a multiindex (of at most two levels). In this case the first index level is used to generate group rows (for instance using the index name as headline and separating the groups by a horizontal line) and the second index level is used to generate the row labels." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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This is a caption
\n", + "  \n", + " \n", + " A\n", + " \n", + " B\n", + "
\n", + " X\n", + " \n", + " Y\n", + " \n", + " X\n", + " \n", + " Y\n", + "
HighLowHighLowHighLowHighLow
Group 1
Variable 1-0.7210.2120.4110.429-0.4040.556-1.0920.975
Variable 21.4740.217-0.8032.05-0.199-0.6920.2630.237
Variable 3-1.6560.6580.357-1.1190.167-0.257-0.5530.417
Group 2
Variable 4-0.19-0.526-0.603-0.6470.33-0.361-0.3191.413
Variable 50.070.4460.7771.692-1.048-1.883-1.678-2.075
Group 3
Variable 60.151-0.115-1.1520.3170.829-0.092-1.151-1.296
These are notes
\n", + "\n", + "
\n", + " " + ], + "text/plain": [ + "GT(_tbl_data= level_0 level_1 0 1 2 3 4 5 6 7\n", + "0 Group 1 Variable 1 -0.721 0.212 0.411 0.429 -0.404 0.556 -1.092 0.975\n", + "1 Group 1 Variable 2 1.474 0.217 -0.803 2.050 -0.199 -0.692 0.263 0.237\n", + "2 Group 1 Variable 3 -1.656 0.658 0.357 -1.119 0.167 -0.257 -0.553 0.417\n", + "3 Group 2 Variable 4 -0.190 -0.526 -0.603 -0.647 0.330 -0.361 -0.319 1.413\n", + "4 Group 2 Variable 5 0.070 0.446 0.777 1.692 -1.048 -1.883 -1.678 -2.075\n", + "5 Group 3 Variable 6 0.151 -0.115 -1.152 0.317 0.829 -0.092 -1.151 -1.296, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='6', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='7', type=, column_label='Low', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='A', spanner_level=2, spanner_label='A', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2', '3'], built=None), SpannerInfo(spanner_id='B', spanner_level=2, spanner_label='B', spanner_units=None, spanner_pattern=None, vars=['4', '5', '6', '7'], built=None), SpannerInfo(spanner_id='X', spanner_level=1, spanner_label='X', spanner_units=None, spanner_pattern=None, vars=['0', '1', '4', '5'], built=None), SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['2', '3', '6', '7'], built=None)]), _heading=Heading(title='This is a caption', subtitle=None, preheader=None), _stubhead=None, _source_notes=['These are notes'], _footnotes=[], _styles=[], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', value='16px'), table_font_weight=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_style=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_color=OptionsInfo(scss=True, category='table', type='value', value='#333333'), table_font_color_light=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_border_top_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_top_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_top_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_top_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_right_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_right_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_right_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), table_border_bottom_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_bottom_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_bottom_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_bottom_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_left_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_left_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_left_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), heading_background_color=OptionsInfo(scss=True, category='heading', type='value', value=None), heading_align=OptionsInfo(scss=True, category='heading', type='value', value='center'), heading_title_font_size=OptionsInfo(scss=True, category='heading', type='px', value='125%'), heading_title_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_subtitle_font_size=OptionsInfo(scss=True, category='heading', type='px', value='85%'), heading_subtitle_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_padding=OptionsInfo(scss=True, category='heading', type='px', value='4px'), heading_padding_horizontal=OptionsInfo(scss=True, category='heading', type='px', value='5px'), heading_border_bottom_style=OptionsInfo(scss=True, category='heading', type='value', value='solid'), heading_border_bottom_width=OptionsInfo(scss=True, category='heading', type='px', value='2px'), heading_border_bottom_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), heading_border_lr_style=OptionsInfo(scss=True, category='heading', type='value', value='none'), heading_border_lr_width=OptionsInfo(scss=True, category='heading', type='px', value='1px'), heading_border_lr_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), column_labels_background_color=OptionsInfo(scss=True, category='column_labels', type='value', value=None), column_labels_font_size=OptionsInfo(scss=True, category='column_labels', type='px', value='100%'), column_labels_font_weight=OptionsInfo(scss=True, category='column_labels', type='value', value='normal'), column_labels_text_transform=OptionsInfo(scss=True, category='column_labels', type='value', value='inherit'), column_labels_padding=OptionsInfo(scss=True, category='column_labels', type='px', value='4px'), column_labels_padding_horizontal=OptionsInfo(scss=True, category='column_labels', type='px', value='5px'), column_labels_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), column_labels_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), column_labels_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), column_labels_border_top_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_top_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_top_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_bottom_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_bottom_width=OptionsInfo(scss=True, category='column_labels', type='px', value='0.5px'), column_labels_border_bottom_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_lr_style=OptionsInfo(scss=True, category='column_labels', type='value', value='none'), column_labels_border_lr_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_lr_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_hidden=OptionsInfo(scss=False, category='column_labels', type='boolean', value=False), row_group_background_color=OptionsInfo(scss=True, category='row_group', type='value', value=None), row_group_font_size=OptionsInfo(scss=True, category='row_group', type='px', value='100%'), row_group_font_weight=OptionsInfo(scss=True, category='row_group', type='value', value='initial'), row_group_text_transform=OptionsInfo(scss=True, category='row_group', type='value', value='inherit'), row_group_padding=OptionsInfo(scss=True, category='row_group', type='px', value='8px'), row_group_padding_horizontal=OptionsInfo(scss=True, category='row_group', type='px', value='5px'), row_group_border_top_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_top_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_top_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_right_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_right_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_bottom_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_left_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='0.5px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='4px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, 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source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Create a multiindex dataframe with random data\n", + "row_index = pd.MultiIndex.from_tuples([(\"Group 1\", \"Variable 1\"), \n", + " (\"Group 1\", \"Variable 2\"), \n", + " (\"Group 1\", \"Variable 3\"), \n", + " (\"Group 2\", \"Variable 4\"), \n", + " (\"Group 2\", \"Variable 5\"),\n", + " (\"Group 3\", \"Variable 6\")])\n", + "\n", + "col_index = pd.MultiIndex.from_product([['A', 'B'], ['X', 'Y'], ['High','Low']])\n", + "df = pd.DataFrame(np.random.randn(6, 8).round(3), index=row_index, columns=col_index)\n", + "\n", + "pf.make_table(df=df, caption=\"This is a caption\", notes=\"These are notes\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "You can also hide column group names: This just creates a table where variables on the second level of the row index are displayed in groups based on the first level separated by horizontal lines." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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This is a caption
\n", + "  \n", + " \n", + " A\n", + " \n", + " B\n", + "
\n", + " X\n", + " \n", + " Y\n", + " \n", + " X\n", + " \n", + " Y\n", + "
HighLowHighLowHighLowHighLow
Group 1
Variable 1-0.7210.2120.4110.429-0.4040.556-1.0920.975
Variable 21.4740.217-0.8032.05-0.199-0.6920.2630.237
Variable 3-1.6560.6580.357-1.1190.167-0.257-0.5530.417
Group 2
Variable 4-0.19-0.526-0.603-0.6470.33-0.361-0.3191.413
Variable 50.070.4460.7771.692-1.048-1.883-1.678-2.075
Group 3
Variable 60.151-0.115-1.1520.3170.829-0.092-1.151-1.296
These are notes
\n", + "\n", + "
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container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + " \n", + "pf.make_table(df=df, caption=\"This is a caption\", notes=\"These are notes\", \n", + " rgroup_display=False).tab_style(style=style.text(style=\"italic\"), \n", + " locations=loc.body(rows=[1,5]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Defining Table Styles\n", + "\n", + "For \"gt\" type tables you can easily define table styles that you can apply to all tables in your project. Just define a dictionary with the respective values for the tab options (see the [Great Tables documentation](https://posit-dev.github.io/great-tables/reference/GT.tab_options.html#great_tables.GT.tab_options)) and use the style with `.tab_options(**style_dict)`." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "style_print = {\n", + " \"table_font_size\" : \"12px\",\n", + " \"heading_title_font_size\": \"12px\",\n", + " \"source_notes_font_size\": \"8px\",\n", + " \"data_row_padding\": \"3px\",\n", + " \"column_labels_padding\": \"3px\",\n", + "}\n", + "\n", + "style_presentation = {\n", + " \"table_font_size\": \"16px\",\n", + " \"table_font_color_light\": \"white\",\n", + " \"table_body_border_top_style\" : \"hidden\",\n", + " \"table_body_border_bottom_style\" : \"hidden\",\n", + " \"heading_title_font_size\": \"18px\",\n", + " \"source_notes_font_size\": \"12px\",\n", + " \"data_row_padding\": \"3px\",\n", + " \"column_labels_padding\": \"6px\",\n", + " \"column_labels_background_color\": \"midnightblue\",\n", + " \"stub_background_color\": \"whitesmoke\",\n", + " \"row_group_background_color\": \"whitesmoke\",\n", + " \"table_background_color\": \"whitesmoke\",\n", + " \"heading_background_color\": \"white\",\n", + " \"source_notes_background_color\": \"white\",\n", + " \"column_labels_border_bottom_color\": \"white\",\n", + " \"column_labels_font_weight\": \"bold\",\n", + " \"row_group_font_weight\": \"bold\",\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "t1=pf.dtable(data, vars=['Y', 'Y2', 'X1', \"X2\"], \n", + " stats=['count', 'mean', 'std', 'min', 'max'],\n", + " labels=labels,\n", + " caption=\"Descriptive statistics\")\n", + "\n", + "t2=pf.etable(\n", + " [fit1, fit2, fit3, fit4, fit5, fit6],\n", + " labels=labels, show_se=False,\n", + " felabels={\"f1\": \"Industry Fixed Effects\", \"f2\": \"Year Fixed Effects\"},\n", + " caption=\"Regression results\")" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Descriptive statistics
NMeanStd. Dev.MinMax
Wage997-0.132.31-6.546.91
Wealth997-0.325.59-16.9717.16
Age9971.040.810.002.00
Years of Schooling997-0.133.05-9.6710.99
\n", + "\n", + "
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Regression results
\n", + " Wage\n", + " \n", + " Wealth\n", + "
(1)(2)(3)(4)(5)(6)
coef
Age-0.950***
(0.067)		-0.924***
(0.061)		-0.924***
(0.061)		-1.267***
(0.174)		-1.232***
(0.192)		-1.231***
(0.192)
Years of Schooling-0.174***
(0.018)		-0.174***
(0.015)		-0.185***
(0.025)		-0.131**
(0.042)		-0.118**
(0.042)		-0.074
(0.104)
Age × Years of Schooling0.011
(0.018)		-0.041
(0.081)
fe
Industry Fixed Effectsxxxxxx
Year Fixed Effects-xx-xx
stats
Observations997997997998998998
S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1
R20.4890.6590.6590.1200.1720.172
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
\n", + "\n", + "
\n", + " " + ], + "text/plain": [ + "GT(_tbl_data= level_0 level_1 0 1 2 3 4 5\n", + "0 coef Age -0.950***
(0.067) -0.924***
(0.061) -0.924***
(0.061) -1.267***
(0.174) -1.232***
(0.192) -1.231***
(0.192)\n", + "1 coef Years of Schooling -0.174***
(0.018) -0.174***
(0.015) -0.185***
(0.025) -0.131**
(0.042) -0.118**
(0.042) -0.074
(0.104)\n", + "2 coef Age × Years of Schooling 0.011
(0.018) -0.041
(0.081)\n", + "3 fe Industry Fixed Effects x x x x x x\n", + "4 fe Year Fixed Effects - x x - x x\n", + "5 stats Observations 997 997 997 998 998 998\n", + "6 stats S.E. type by: f1 by: f1 by: f1 by: f1 by: f1 by: f1\n", + "7 stats R2 0.489 0.659 0.659 0.120 0.172 0.172, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Wage', spanner_level=1, spanner_label='Wage', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Wealth', spanner_level=1, spanner_label='Wealth', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title='Regression results', subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\\nCoefficient \\n (Std. 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Descriptive statistics
NMeanStd. Dev.MinMax
Wage997-0.132.31-6.546.91
Wealth997-0.325.59-16.9717.16
Age9971.040.810.002.00
Years of Schooling997-0.133.05-9.6710.99
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Regression results
\n", + " Wage\n", + " \n", + " Wealth\n", + "
(1)(2)(3)(4)(5)(6)
coef
Age-0.950***
(0.067)		-0.924***
(0.061)		-0.924***
(0.061)		-1.267***
(0.174)		-1.232***
(0.192)		-1.231***
(0.192)
Years of Schooling-0.174***
(0.018)		-0.174***
(0.015)		-0.185***
(0.025)		-0.131**
(0.042)		-0.118**
(0.042)		-0.074
(0.104)
Age × Years of Schooling0.011
(0.018)		-0.041
(0.081)
fe
Industry Fixed Effectsxxxxxx
Year Fixed Effects-xx-xx
stats
Observations997997997998998998
S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1
R20.4890.6590.6590.1200.1720.172
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
\n", + "\n", + "
\n", + " " + ], + "text/plain": [ + "GT(_tbl_data= level_0 level_1 0 1 2 3 4 5\n", + "0 coef Age -0.950***
(0.067) -0.924***
(0.061) -0.924***
(0.061) -1.267***
(0.174) -1.232***
(0.192) -1.231***
(0.192)\n", + "1 coef Years of Schooling -0.174***
(0.018) -0.174***
(0.015) -0.185***
(0.025) -0.131**
(0.042) -0.118**
(0.042) -0.074
(0.104)\n", + "2 coef Age × Years of Schooling 0.011
(0.018) -0.041
(0.081)\n", + "3 fe Industry Fixed Effects x x x x x x\n", + "4 fe Year Fixed Effects - x x - x x\n", + "5 stats Observations 997 997 997 998 998 998\n", + "6 stats S.E. type by: f1 by: f1 by: f1 by: f1 by: f1 by: f1\n", + "7 stats R2 0.489 0.659 0.659 0.120 0.172 0.172, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Wage', spanner_level=1, spanner_label='Wage', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Wealth', spanner_level=1, spanner_label='Wealth', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title='Regression results', subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. 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"display(t2.tab_options(**style_presentation))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pyfixest-pKOwcWPT-py3.10", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From d5317c459ed0fba354bff4348132b1dffdce66a7 Mon Sep 17 00:00:00 2001 From: Dirk Sliwka <49401450+dsliwka@users.noreply.github.com> Date: Fri, 6 Sep 2024 13:57:00 +0200 Subject: [PATCH 05/23] Correct bug when no fe in models --- pyfixest/report/summarize.py | 12 +++++++----- 1 file changed, 7 insertions(+), 5 deletions(-) diff --git a/pyfixest/report/summarize.py b/pyfixest/report/summarize.py index 6c9eec38..443a3ac3 100644 --- a/pyfixest/report/summarize.py +++ b/pyfixest/report/summarize.py @@ -265,11 +265,13 @@ def etable( fe_df.loc[i, fixef] = "x" else: fe_df.loc[i, fixef] = "-" - # Sort by model - fe_df.sort_index(inplace=True) - # Transpose - fe_df= fe_df.T - + # Sort by model + fe_df.sort_index(inplace=True) + # Transpose + fe_df= fe_df.T + else: + show_fe=False + # Finally, collect & format estimated coefficients and standard errors etc. coef_fmt_elements, coef_fmt_title = _parse_coef_fmt(coef_fmt, custom_stats) etable_list = [] From 8f28a93fd160856f675ac963017a14a856845a72 Mon Sep 17 00:00:00 2001 From: Dirk Sliwka <49401450+dsliwka@users.noreply.github.com> Date: Fri, 6 Sep 2024 14:05:21 +0200 Subject: [PATCH 06/23] Use of etable in replicating-the-effect notebook --- docs/replicating-the-effect.ipynb | 627 ++++--- docs/table-layout.ipynb | 2577 +++++++++++++++-------------- 2 files changed, 1730 insertions(+), 1474 deletions(-) diff --git a/docs/replicating-the-effect.ipynb b/docs/replicating-the-effect.ipynb index f18c260f..331d6769 100644 --- a/docs/replicating-the-effect.ipynb +++ b/docs/replicating-the-effect.ipynb @@ -18,7 +18,7 @@ "data": { "text/html": [ "\n", - "
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(0.046)\n", + "1 coef NumberofLocations -0.019***
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Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient (Std. Error)
est1est2
depvarinspection_scoreinspection_score
Intercept225.504*** (12.409)225.126*** (12.415)
NumberofLocations-0.075*** (0.019)-0.019*** (0.000)
I(NumberofLocations ^ 2)0.056** (0.019)
Year-0.065*** (0.006)-0.065*** (0.006)
Weekend1.759*** (0.488)
NumberofLocations:Weekend-0.010 (0.008)
R20.0690.069
S.E. typeiidiid
Observations2717827178
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coef
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(12.409)		225.126***
(12.415)
NumberofLocations-0.075***
(0.019)		-0.019***
(0.000)
I(NumberofLocations ^ 2)0.056**
(0.019)
Year-0.065***
(0.006)		-0.065***
(0.006)
Weekend1.759***
(0.488)
NumberofLocations:Weekend-0.010
(0.008)
stats
Observations2717827178
S.E. typeiidiid
R20.0690.069
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
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Error | t value | Pr(>|t|) | 2.5% | 97.5% |\n", "|:--------------|-----------:|-------------:|----------:|-----------:|--------:|--------:|\n", - "| Intercept | 185.380 | 12.150 | 15.257 | 0.000 | 161.565 | 209.195 |\n", + "| Intercept | 185.380 | 12.150 | 15.257 | 0.000 | 161.564 | 209.196 |\n", "| Year | -0.046 | 0.006 | -7.551 | 0.000 | -0.057 | -0.034 |\n", "| Weekend | 2.057 | 0.353 | 5.829 | 0.000 | 1.365 | 2.749 |\n", "---\n", @@ -480,7 +731,7 @@ " Weekend\n", " 2.057166\n", " 0.001401\n", - " 1468.256799\n", + " 1468.256800\n", " 0.000434\n", " 2.039364\n", " 2.074969\n", @@ -494,7 +745,7 @@ "Coefficient \n", "Intercept 185.380033 3.264345 56.789343 0.011209 143.902592 \n", "Year -0.045640 0.001624 -28.107556 0.022640 -0.066272 \n", - "Weekend 2.057166 0.001401 1468.256799 0.000434 2.039364 \n", + "Weekend 2.057166 0.001401 1468.256800 0.000434 2.039364 \n", "\n", " 97.5% \n", "Coefficient \n", @@ -523,7 +774,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -538,7 +789,7 @@ "dtype: object" ] }, - "execution_count": 7, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -573,7 +824,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -704,7 +955,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -743,7 +994,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -786,7 +1037,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -940,7 +1191,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.8" + "version": "3.11.9" }, "orig_nbformat": 4 }, diff --git a/docs/table-layout.ipynb b/docs/table-layout.ipynb index 7d5d2222..f4f47467 100644 --- a/docs/table-layout.ipynb +++ b/docs/table-layout.ipynb @@ -43,8 +43,13 @@ " - [Rendering Tables in Quarto](#rendering-tables-in-quarto)\n", " \n", "- [Descriptive Statistics via `pf.dtable()`](#descriptive-statistics-via-pftable)\n", + " - [Basic Usage](#basic-usage-1)\n", "\n", "- [Table Layout for DataFrames with `pf.make_table()`](#table-layout-for-dataframes-with-pfmake_table)\n", + " - [Basic Usage](#basic-usage-2)\n", + " - [Multiindex DataFrames](#multiindex-dataframes)\n", + "\n", + "- [Defining Table Styles](#defining-table-styles)\n", "\n", "\n", "To begin, we load some libraries and fit a set of regression models. " @@ -52,14 +57,14 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", - "
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"execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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"execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Y2', spanner_level=1, spanner_label='Y2', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\\nCoefficient \\n (Std. Error)'], _footnotes=[], _styles=[], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', 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"execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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"execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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_source_notes=['Significance levels: * p < 0.1, ** p < 0.05, *** p < 0.01. Format of coefficient cell:\\nCoefficient \\n (Std. 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category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -1670,7 +1675,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1823,7 +1828,7 @@ "R2 0.17151 0.17180 " ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -1840,7 +1845,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1890,7 +1895,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1913,7 +1918,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1964,57 +1969,57 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
\n", + "
\n", "\n", "
\n", @@ -2165,10 +2170,10 @@ "4 x \n", "5 998 \n", "6 by: f1 \n", - "7 0.172 , _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Y2', spanner_level=1, spanner_label='Y2', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\\nCoefficient \\n (Std. 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15, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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16, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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17, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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Format of coefficient cell:\\nCoefficient \\n (Std. 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18, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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\n", "\n", "
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20, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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"output_type": "execute_result" } @@ -3885,7 +3890,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -3945,57 +3950,57 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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"execution_count": 22, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -4078,57 +4083,57 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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Wage-0.122.24-0.162.312.28-0.012.26-0.222.21-0.052.37-0.072.342.46
Wealth-0.685.51-0.595.630.415.74-0.385.46-0.575.29-0.325.68-0.105.66-0.325.71
Age0.950.801.130.761.081.090.791.070.810.970.811.040.811.020.84
Years of Schooling0.103.13-0.202.95-0.062.83-0.333.242.950.023.11-0.323.140.122.95
nobs
Number of observations246225247275237262267235
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value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, 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value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + "0 Group 1 Variable 1 0.219 0.627 0.095 -1.729 -2.138 -1.709 0.302 -1.321\n", + "1 Group 1 Variable 2 0.187 -1.843 0.131 -0.100 0.318 0.900 0.473 1.318\n", + "2 Group 1 Variable 3 -1.128 0.357 0.306 -0.443 2.434 -0.714 -0.915 -1.981\n", + "3 Group 2 Variable 4 0.895 -0.748 -2.066 -1.527 -0.876 3.376 0.831 0.711\n", + "4 Group 2 Variable 5 -0.449 -0.436 0.015 0.458 0.594 -0.667 1.559 -0.784\n", + "5 Group 3 Variable 6 -0.818 -0.373 -1.044 -1.007 -0.351 -0.340 -1.276 -0.660, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='Low', column_align='center', 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value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" ] }, - "execution_count": 27, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -5008,57 +5013,57 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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Variable 1-0.7210.2120.4110.429-0.4040.556-1.0920.9750.2190.6270.095-1.729-2.138-1.7090.302-1.321
Variable 21.4740.217-0.8032.05-0.199-0.6920.2630.2370.187-1.8430.131-0.10.3180.90.4731.318
Variable 3-1.6560.658-1.1280.357-1.1190.167-0.257-0.5530.4170.306-0.4432.434-0.714-0.915-1.981
Group 2
Variable 4-0.19-0.526-0.603-0.6470.33-0.361-0.3191.4130.895-0.748-2.066-1.527-0.8763.3760.8310.711
Variable 50.070.4460.7771.692-1.048-1.883-1.678-2.075-0.449-0.4360.0150.4580.594-0.6671.559-0.784
Group 3
Variable 60.151-0.115-1.1520.3170.829-0.092-1.151-1.296-0.818-0.373-1.044-1.007-0.351-0.34-1.276-0.66
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value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + "0 Group 1 Variable 1 0.219 0.627 0.095 -1.729 -2.138 -1.709 0.302 -1.321\n", + "1 Group 1 Variable 2 0.187 -1.843 0.131 -0.100 0.318 0.900 0.473 1.318\n", + "2 Group 1 Variable 3 -1.128 0.357 0.306 -0.443 2.434 -0.714 -0.915 -1.981\n", + "3 Group 2 Variable 4 0.895 -0.748 -2.066 -1.527 -0.876 3.376 0.831 0.711\n", + "4 Group 2 Variable 5 -0.449 -0.436 0.015 0.458 0.594 -0.667 1.559 -0.784\n", + "5 Group 3 Variable 6 -0.818 -0.373 -1.044 -1.007 -0.351 -0.340 -1.276 -0.660, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='6', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='7', type=, column_label='Low', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='A', spanner_level=2, spanner_label='A', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2', '3'], built=None), SpannerInfo(spanner_id='B', spanner_level=2, spanner_label='B', spanner_units=None, spanner_pattern=None, vars=['4', '5', '6', '7'], built=None), SpannerInfo(spanner_id='X', spanner_level=1, spanner_label='X', spanner_units=None, spanner_pattern=None, vars=['0', '1', '4', '5'], built=None), SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['2', '3', '6', '7'], built=None)]), _heading=Heading(title='This is a caption', subtitle=None, preheader=None), _stubhead=None, _source_notes=['These are notes'], _footnotes=[], _styles=[StyleInfo(locname='data', locnum=5, grpname=None, colname='0', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='0', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='1', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='1', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='2', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='2', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='3', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='3', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='4', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='4', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='5', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='5', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='6', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='6', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='7', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='7', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)])], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', value='16px'), table_font_weight=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_style=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_color=OptionsInfo(scss=True, category='table', type='value', value='#333333'), table_font_color_light=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_border_top_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_top_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_top_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_top_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_right_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_right_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_right_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), table_border_bottom_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_bottom_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_bottom_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_bottom_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_left_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_left_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_left_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), heading_background_color=OptionsInfo(scss=True, category='heading', type='value', value=None), heading_align=OptionsInfo(scss=True, category='heading', type='value', value='center'), heading_title_font_size=OptionsInfo(scss=True, category='heading', type='px', value='125%'), heading_title_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_subtitle_font_size=OptionsInfo(scss=True, category='heading', type='px', value='85%'), heading_subtitle_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_padding=OptionsInfo(scss=True, category='heading', type='px', value='4px'), heading_padding_horizontal=OptionsInfo(scss=True, category='heading', type='px', value='5px'), heading_border_bottom_style=OptionsInfo(scss=True, category='heading', type='value', value='solid'), heading_border_bottom_width=OptionsInfo(scss=True, category='heading', type='px', value='2px'), heading_border_bottom_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), heading_border_lr_style=OptionsInfo(scss=True, category='heading', type='value', value='none'), heading_border_lr_width=OptionsInfo(scss=True, category='heading', type='px', value='1px'), heading_border_lr_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), column_labels_background_color=OptionsInfo(scss=True, category='column_labels', type='value', value=None), column_labels_font_size=OptionsInfo(scss=True, category='column_labels', type='px', value='100%'), column_labels_font_weight=OptionsInfo(scss=True, category='column_labels', type='value', value='normal'), column_labels_text_transform=OptionsInfo(scss=True, category='column_labels', type='value', value='inherit'), column_labels_padding=OptionsInfo(scss=True, category='column_labels', type='px', value='4px'), column_labels_padding_horizontal=OptionsInfo(scss=True, category='column_labels', type='px', value='5px'), column_labels_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), column_labels_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), column_labels_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), column_labels_border_top_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_top_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_top_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_bottom_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_bottom_width=OptionsInfo(scss=True, category='column_labels', type='px', value='0.5px'), column_labels_border_bottom_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_lr_style=OptionsInfo(scss=True, category='column_labels', type='value', value='none'), column_labels_border_lr_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_lr_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_hidden=OptionsInfo(scss=False, category='column_labels', type='boolean', value=False), row_group_background_color=OptionsInfo(scss=True, category='row_group', type='value', value=None), row_group_font_size=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_font_weight=OptionsInfo(scss=True, category='row_group', type='value', value='initial'), row_group_text_transform=OptionsInfo(scss=True, category='row_group', type='value', value='inherit'), row_group_padding=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_padding_horizontal=OptionsInfo(scss=True, category='row_group', type='px', value='5px'), row_group_border_top_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_top_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_top_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_right_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_right_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_bottom_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_left_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='0.5px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='4px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" ] }, - "execution_count": 28, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -5228,7 +5233,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -5263,7 +5268,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -5281,57 +5286,57 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
\n", + "
\n", "\n", "
Variable 1-0.7210.2120.4110.429-0.4040.556-1.0920.9750.2190.6270.095-1.729-2.138-1.7090.302-1.321
Variable 21.4740.217-0.8032.05-0.199-0.6920.2630.2370.187-1.8430.131-0.10.3180.90.4731.318
Variable 3-1.6560.658-1.1280.357-1.1190.167-0.257-0.5530.4170.306-0.4432.434-0.714-0.915-1.981
Group 2
Variable 4-0.19-0.526-0.603-0.6470.33-0.361-0.3191.4130.895-0.748-2.066-1.527-0.8763.3760.8310.711
Variable 50.070.4460.7771.692-1.048-1.883-1.678-2.075-0.449-0.4360.0150.4580.594-0.6671.559-0.784
Group 3
Variable 60.151-0.115-1.1520.3170.829-0.092-1.151-1.296-0.818-0.373-1.044-1.007-0.351-0.34-1.276-0.66
\n", @@ -5401,7 +5406,7 @@ "0 Wage 997 -0.13 2.31 -6.54 6.91\n", "1 Wealth 997 -0.32 5.59 -16.97 17.16\n", "2 Age 997 1.04 0.81 0.00 2.00\n", - "3 Years of Schooling 997 -0.13 3.05 -9.67 10.99, _body=, _boxhead=Boxhead([ColInfo(var='index', type=, column_label='index', column_align='center', column_width=None), ColInfo(var='N', type=, column_label='N', column_align='center', column_width=None), ColInfo(var='Mean', type=, column_label='Mean', column_align='center', column_width=None), ColInfo(var='Std. Dev.', type=, column_label='Std. Dev.', column_align='center', column_width=None), ColInfo(var='Min', type=, column_label='Min', column_align='center', column_width=None), ColInfo(var='Max', type=, column_label='Max', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([]), _heading=Heading(title='Descriptive statistics', subtitle=None, preheader=None), _stubhead=None, _source_notes=[None], _footnotes=[], _styles=[], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', value='12px'), table_font_weight=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_style=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_color=OptionsInfo(scss=True, category='table', type='value', value='#333333'), table_font_color_light=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_border_top_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_top_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_top_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_top_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_right_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_right_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_right_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), table_border_bottom_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_bottom_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_bottom_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_bottom_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_left_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_left_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_left_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), heading_background_color=OptionsInfo(scss=True, category='heading', type='value', value=None), heading_align=OptionsInfo(scss=True, category='heading', type='value', value='center'), heading_title_font_size=OptionsInfo(scss=True, category='heading', type='px', value='12px'), heading_title_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_subtitle_font_size=OptionsInfo(scss=True, category='heading', type='px', value='85%'), heading_subtitle_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_padding=OptionsInfo(scss=True, category='heading', type='px', value='4px'), heading_padding_horizontal=OptionsInfo(scss=True, category='heading', type='px', value='5px'), heading_border_bottom_style=OptionsInfo(scss=True, category='heading', type='value', value='solid'), heading_border_bottom_width=OptionsInfo(scss=True, category='heading', type='px', value='2px'), heading_border_bottom_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), heading_border_lr_style=OptionsInfo(scss=True, category='heading', type='value', value='none'), heading_border_lr_width=OptionsInfo(scss=True, category='heading', type='px', value='1px'), heading_border_lr_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), column_labels_background_color=OptionsInfo(scss=True, category='column_labels', type='value', value=None), column_labels_font_size=OptionsInfo(scss=True, category='column_labels', type='px', value='100%'), column_labels_font_weight=OptionsInfo(scss=True, category='column_labels', type='value', value='normal'), column_labels_text_transform=OptionsInfo(scss=True, category='column_labels', type='value', value='inherit'), column_labels_padding=OptionsInfo(scss=True, category='column_labels', type='px', value='3px'), column_labels_padding_horizontal=OptionsInfo(scss=True, category='column_labels', type='px', value='5px'), column_labels_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), column_labels_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), column_labels_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), column_labels_border_top_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_top_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_top_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_bottom_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_bottom_width=OptionsInfo(scss=True, category='column_labels', type='px', value='0.5px'), column_labels_border_bottom_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_lr_style=OptionsInfo(scss=True, category='column_labels', type='value', value='none'), column_labels_border_lr_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_lr_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_hidden=OptionsInfo(scss=False, category='column_labels', type='boolean', value=False), row_group_background_color=OptionsInfo(scss=True, category='row_group', type='value', value=None), row_group_font_size=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_font_weight=OptionsInfo(scss=True, category='row_group', type='value', value='initial'), row_group_text_transform=OptionsInfo(scss=True, category='row_group', type='value', value='inherit'), row_group_padding=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_padding_horizontal=OptionsInfo(scss=True, category='row_group', type='px', value='5px'), row_group_border_top_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_top_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_top_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_right_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_right_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_bottom_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_left_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='0.5px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='3px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='8px'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + "3 Years of Schooling 997 -0.13 3.05 -9.67 10.99, _body=, _boxhead=Boxhead([ColInfo(var='index', type=, column_label='index', column_align='center', column_width=None), ColInfo(var='N', type=, column_label='N', column_align='center', column_width=None), ColInfo(var='Mean', type=, column_label='Mean', column_align='center', column_width=None), ColInfo(var='Std. Dev.', type=, column_label='Std. Dev.', column_align='center', column_width=None), ColInfo(var='Min', type=, column_label='Min', column_align='center', column_width=None), ColInfo(var='Max', type=, column_label='Max', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([]), _heading=Heading(title='Descriptive statistics', subtitle=None, preheader=None), _stubhead=None, _source_notes=[None], _footnotes=[], _styles=[], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', value='12px'), table_font_weight=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_style=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_color=OptionsInfo(scss=True, category='table', type='value', value='#333333'), table_font_color_light=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_border_top_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_top_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_top_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_top_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_right_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_right_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_right_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), table_border_bottom_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_bottom_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_bottom_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_bottom_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_left_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_left_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_left_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), heading_background_color=OptionsInfo(scss=True, category='heading', type='value', value=None), heading_align=OptionsInfo(scss=True, category='heading', type='value', value='center'), heading_title_font_size=OptionsInfo(scss=True, category='heading', type='px', value='12px'), heading_title_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_subtitle_font_size=OptionsInfo(scss=True, category='heading', type='px', value='85%'), heading_subtitle_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_padding=OptionsInfo(scss=True, category='heading', type='px', value='4px'), heading_padding_horizontal=OptionsInfo(scss=True, category='heading', type='px', value='5px'), heading_border_bottom_style=OptionsInfo(scss=True, category='heading', type='value', value='solid'), heading_border_bottom_width=OptionsInfo(scss=True, category='heading', type='px', value='2px'), heading_border_bottom_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), heading_border_lr_style=OptionsInfo(scss=True, category='heading', type='value', value='none'), heading_border_lr_width=OptionsInfo(scss=True, category='heading', type='px', value='1px'), heading_border_lr_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), column_labels_background_color=OptionsInfo(scss=True, category='column_labels', type='value', value=None), column_labels_font_size=OptionsInfo(scss=True, category='column_labels', type='px', value='100%'), column_labels_font_weight=OptionsInfo(scss=True, category='column_labels', type='value', value='normal'), column_labels_text_transform=OptionsInfo(scss=True, category='column_labels', type='value', value='inherit'), column_labels_padding=OptionsInfo(scss=True, category='column_labels', type='px', value='3px'), column_labels_padding_horizontal=OptionsInfo(scss=True, category='column_labels', type='px', value='5px'), column_labels_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), column_labels_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), column_labels_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), column_labels_border_top_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_top_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_top_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_bottom_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_bottom_width=OptionsInfo(scss=True, category='column_labels', type='px', value='0.5px'), column_labels_border_bottom_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_lr_style=OptionsInfo(scss=True, category='column_labels', type='value', value='none'), column_labels_border_lr_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_lr_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_hidden=OptionsInfo(scss=False, category='column_labels', type='boolean', value=False), row_group_background_color=OptionsInfo(scss=True, category='row_group', type='value', value=None), row_group_font_size=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_font_weight=OptionsInfo(scss=True, category='row_group', type='value', value='initial'), row_group_text_transform=OptionsInfo(scss=True, category='row_group', type='value', value='inherit'), row_group_padding=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_padding_horizontal=OptionsInfo(scss=True, category='row_group', type='px', value='5px'), row_group_border_top_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_top_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_top_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_right_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_right_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_bottom_color=OptionsInfo(scss=True, 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<49401450+dsliwka@users.noreply.github.com> Date: Fri, 6 Sep 2024 14:35:58 +0200 Subject: [PATCH 07/23] Update quickstart notebook --- docs/quickstart.ipynb | 1318 +++++++++++++++++++++++++++++------------ 1 file changed, 955 insertions(+), 363 deletions(-) diff --git a/docs/quickstart.ipynb b/docs/quickstart.ipynb index 13c3fbfa..9fdd15b0 100644 --- a/docs/quickstart.ipynb +++ b/docs/quickstart.ipynb @@ -41,7 +41,7 @@ "data": { "text/html": [ "\n", - "
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\n", " \n", @@ -81,7 +81,7 @@ "data": { "text/html": [ "\n", - "
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\n", " \n", @@ -161,10 +161,10 @@ "name": "stdout", "output_type": "stream", "text": [ + "numpy : 2.0.2\n", + "pyfixest : 0.24.2\n", + "matplotlib: 3.9.2\n", "pandas : 2.2.2\n", - "matplotlib: 3.9.0\n", - "pyfixest : 0.24.0\n", - "numpy : 1.26.4\n", "\n" ] } @@ -391,7 +391,7 @@ "outputs": [ { "data": { - "image/png": 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bukPW2hFdszndUaA0AAAAAAAAKEcUk8i7pJ/WyGrJIewzCQAAAAAAsP9gKTfyrsaNyuzDdY6hJwcAAAAAoFz4dl/e3QO5owlC3o0JtirkhEZ0zezY9AKlAQAAAAAAQDlixiTyzhijM5qO021b71PGZmQHJfeZkLKLI7IpR07Mk3NkUv4hGZmgFHOiOrPl5FLHBgAAAAAAQBFRTKIgTmw8Uo92P6u2O3qUeL5WyaQj67nbf+5uDsvcY1V7dr/mnTBTUyMTSpgWAAAAAAC8Fadyo9AoJlEQARNQ5PY6xZ/15KV2fZh5qYCUkgbuqFdrXbM0vgQhAQAAAAAAUDJU3yiIR556Qkuf79ltKbmjbCKgO371qra0txcpGQAAAAAAAMoBxSQK4rZbnlI2kduE3EzS0S1/uLvAiQAAAAAAAFBOWMqNvGvb2q6+Dpv7Bb6jlx7rkj5RuEwAAAAAAGBkfMt8NhQWjzDk3Zq21SO+xvckz/MLkAYAAAAAAADliGISededjo/4GmMkiWISAAAAAABgf8FSbuRd06hxsiNYyS1JbjQrGXpyAAAAAADKhSdT6giocjRByLupzRNVP3NAUm7tpBPyFD0qJdfh4QgAAAAAALC/oAlC3o2J1Sq7oEl+JLfxXsho8vwjCxsKAAAAAAAAZYWl3CiI0TNm6Y1TX1PzIkduas9Tv72oVce50uFTZhQxHQAAAAAAGA6ncqPQeIQh73xr9dLgesVnOeo4W0q1WnkRK/vm0m7fGfq/E1OstvyDlBpldHfH4hKnBgAAAAAAQDExYxJ5ty7erazvSZJSk6QtF0qBTimyTnJSVn6NFJ8u+TV/u+b1/rYSpQUAAAAAAEApUEwi7wa81C7H3mRbpHiLr5CTVcoPyO5msq5nfbmczA0AAAAAALBfoJhE3tW4IW3bVdKRr0OaNuj0cUvUEEzIWiPHWG2IN+kvm+dq5cAo6c3RlJIAAAAAAJQPT3s+MwLIB4pJ5N2UWLMCjqvaQFKXznxIjaG4Im52pzEz69s1MdatVQOj9PNVx2pW7egSpQUAAAAAAEApUEwi7xxjdN64WRpd+3U1h/vl7uEDllggo5n1W/TPM57SvJrzixsSAAAAAAAAJUUxiYI4ecxqbczE91hKbhNyfM2o7dCBNT2SJhUjGgAAAAAAyIFv2XINhUUxibyz1qrbv11Bx9v+ve61Ua1/rlGp/oBizWlNO65LseaMJCnsprQ5c6PqAteWKjIAAAAAAACKjGISeZe062RtSpK06aV6PfKtGRpoCyvV78paR07A1+Pf9zRmTr9OunylGsanNOC9UuLUAAAUVjqV0crXNsrL+qptiCpSG5ExbCgPAACA/RfFJPLOs/2yklY80KqHrj5Aqf7gTj/3s45SfY7WPdWsW/95gc79/qsaPUOy1pMxbmlCAwBQIFvbenXXL5/Qsw8vleMYWWtljFEkFtJZHzxGx585X4EAz38AAKD8eCzlRoHxCEPeuYqpa3VED31z11LyrRLdId3xmYOVSRpKSQBA1Vnx6nr950U/08N3vaiBvoT6euLq7x36Z/umHv36+4v0jUt/qVQyU+qoAAAAQNFRTCLvIs4UPfWzMUr15TYhNz0Q0Bv3zSpwKgAAiqttY7e+/aXfq783IWt3PyaVzGjtijZ9+wu3FjccAAAAUAYoJpF3yXhG659ukpTbvlnZpKvnftVS2FAAABTZbT95RAO9iWHHZTOe1q7cotXLNhchFQAAAFA+KCaRd23rOuU64RFdk+jzZfc0nQQAgAqTGEzp1WdX5zx+sC+pP970eAETAQAAjJwvUzFfqEwUk8g7L+sp19mSO6KYBABUizde3yTr+yO6ZsWrGwqUBgAAAChPFJPIu6bRDXvcS2tPXNeR4/BwBABUh3QyI98b2ZOhzwd0AAAA2M/kdjoJMALNYxpUP6Zeg73xnMZbIx1x5iEFTgUAQPHU1EflBnb+wM06UqbOkXWN3ISvQGLnIjIQcIsZEQAAYFieZQIRCotiEgWRPW6cvDVtctPDz/6wIUfBYyYUIRUAAMVxwJwJ24vJbNSoe35UvbMjsmZosxMrKRD31fJcXHWr03Ido6NOOaikmQEAAIBio/pG3sXTab3emFF8aq384N73mvRCjjqPbtWdG1cVKR0AAIXnBhwd/875So8Oas35Teo6JCov5siPOvKiQ/9MtwS05eRarX9XvcK1Yb39/CNLHRsAAAAoKmZMIu829PXJOEYdp4+V/1iHapf1yWR8OTucAeAHjGzAqPPYURqY0yCTSstaK2M4SQsAUB2OPG++vhdeIS+y5+c2G3KUHBtU3/sb1TqmoYjpAAAAhudb3qOjsCgmkXdZzx9ao2aMOk8Yrb4jmzRv3Rq5y1Py05Ibkwbm1uv1cRNk39xPy775xV95AIBq8ctVi5XdSym5jQ0YbQ15WtHdqQObWoqQDAAAACgPFJPIu9G1Ndq2s+T7Zr2mzxzxjMKOp7pwevuYnmRY/emQvvDwKXqhbbwCjpHDbEkAQJWIZzL668a1yvWc7b50Sje+9pK+/rZTC5oLAAAAKCcUk8i71poajaur1QcPelz/NP9l1e9QSG7TGEmpMZLSD8/4sz7/0Oka3/zOEiQFAKAwlnS2y7e51pJDnmvbWKA0AAAA+8bjaBIUGMUkCuLfjonqkKZXdltK7qghktI1Jy9Sm/2XIiUDAKDw4tmMvBEWkyMbDQAAAFQ+qm8UxFFj71R9OJXT2NpQVhNjfy5wIgAAiqc+FFbAGdnLLJctTQAAALCfoZhE3hnbrYCW5jw+4GQVsb8vYCIAAIrr4JbRI9o72Ug6aeK0wgUCAAAAyhDFJPLO0WZlsiNcvuYnJOsXKBEAAMUVdF29Y+oBOc+CrAuF9aGD5hc4FQAAwMj41lTMFyoTxSQKIpXJjmh8OusVKAkAAKXxsbkL1RqNDTsuFgjo9CkzNKG2vgipAAAAgPJBMYm8a+9tkB3hFv4DSUcyPBwBANWjIRzRDaedo/E1dYoGdn/eYF0wpNOnHKDPHfa2IqcDAAAASo8mCHnX0R/Uii2jcx6fyjq648X58nyWcgMAqsvYmlrdctb79fnD3qYpdQ1qCIfVGImoPhzWSROn6nunnKUvHXnCiPajBAAAKBZfTsV8FdPXv/51zZo1S7fffvs+Xf+73/1Os2bN0qxZs/KcrPLs/uN74O8QDLi68aGjNXPsFtVH07JWWrxxjB5bPkX9ibBa6wZ1xsErNam5T5KUSId098vzdd7JvCkDAFSfsBvQWdNn6azps1TfGFXW+go7rrq746WOBgAAgBFatGiRbr755n2+fu3atbrqqqvymKiyUUwi7ya0NGjxxvG66fFDNXPsVv3ggaPUnwqrLxGRJBn5uvmpQzSxqU//+va/6oaHj5DrNsowWwQAUOUCjqOwG5DnsUoAAACg0jz44IO67LLL5O/jik/P83T55ZcrHucD6m0oJpF3kVBAR8+arF88nlLA8ZT13Z1+buWoLxHRa4mIPnHjexRwgvp/Zy8oTVgAAAAAALBbHqddS5J839f3v/99XXfddftcSkrSddddp5deeil/waoAxSQK4tiDpuj+l1bsUkq+lec78q2nww+cWKRkAAAU34AX1yM9T2vpppVK+xk1But1XM0RmltzoBwOfwMAAChbjz32mK655hotX75ckjR37lwtWbJkxP+eV155Rdddd50ikYhOOeUU/elPf8p31IpEMYmC+MuLy3MeG3BdPfTKGzr3mIMLmAgAgOLzra/ftN+lZ/peVsqmlbXe9p+91veGwk5IF409X7NrZpQwJQAAAPbkoosukiQFg0FdfPHFOvvss3X66aeP6N+RSCT0+c9/XtlsVpdffrn6+voKEbUi8RE98m4gkdLitW05j89kPf3hycUFTAQAQPFZa/XDTTfrid4XNOgndiolJSnhJ9WT7dMPN92sxQO5f6AHAACA4jHG6IwzztCdd96pSy+9VI4z8irtm9/8ptasWaOjjz5aF154YQFSVi5mTCLvNnf3a6Tn2MRTGVlrOQAHAFA1Hu97Xq8PrlTKpvc6Lu4n9JPNv9XVMy5XxAkXKR0AAMDwfPaY1L333qtp06bt8/WPPPKIfvOb36iurk5XXXUVvcdbMGMSeedbK2tHdo2VRnwNAADl7E+dDw9bSm6Tthk90ftCgRMBAABgpP6eUrKrq0tXXHGFJOmKK67Q+PHj8xWralBMIu9GN9SM+Jqg68hx+NQAAFAdNqa2aNBL5Dw+bTNa1P14ARMBAACg2K688kp1dHTotNNO07nnnlvqOGWJpdzIu6bamCa1Nui19e05jQ84Rm9fOLPAqQAAKJ6tmW55b9lTcjhxP1mgNAAAlFbWenqqe7l+u+UJdWb7ZSUFjasTm+bqnNFHqDVUV+qI2APfMp9tX9122226//771dLSoq997WuljlO2eIShID588kLFwsGcxkZCQZ1z1NwCJwIAoHgcOdIIFwKwbgAAUI3aU736xOIb9J21f9KqRLt6Mwn1ZRLqTA/ojrZndMlrP9Ef254tdUwgr9avX69vfOMbkqSvfvWram5uLnGi8sWMSRTErEmj5QWsbGrvb7SspIaWmJpqo8WKBgBAwY0Pj5Yrd0TXNAcaCpQGAIDS6MkM6nPLblJnZmC3P/dlNeAl9ctNj8l1XJ01amGREwL55/u+Lr/8cg0ODuq8887TaaedVupIZY1iEgXxhxcWKxnw5IUk9819/3csKO2b38iGpY5UXC9v2KIFk8aVICkAAPnXEmxSg1+nQcVzGm+SRmeOO7nAqQAAKK6fbnhQXXsoJXcU91P65cZHdHLzXMXccBGSIVceazpGbNOmTXrhhaFDDW+//Xbdfvvtex0/a9YsSdK5556rq6++uuD5yg1LuZF3vrW648XXlfGt/LCUqZUytVbJUb4SYzwlW31lYlaZGskGpYFUWr968qVSxwYAIK/cP9XI5tZLysaNwitjhQ0EAEARxb2Unu1dOTQpJQcpP6u/bH25oJkAlB9mTCLv1nX2yPOHnn68iFVqTFZ+SEM1uNHQdElfcuNG4TZXTtZoeVtHCRMDAJBffd2D2vJAv7xkSO470jJ76BytL6nfKPO/Ud094UkdvHB6UXMCAFAoL/atVmYEB8GlbVb3bX1Z7xlzZAFTAYU3YcKE7TMm9+T666/X9ddfL0nbxwaDuZ3TUW0oJpF38XRG1lplajylJvjaZYstI8mRvDqrRDSr6Lqhh6Hn+3IdJvECACrfmhVt8j0r/96w7FZHgfNSUsTK1A793GYlJSW7zlX2xojU5Wh9ig/pAADVoy+bUNrPjuiaAS9ZoDRA8RhjVFNTs9cxO5aQw42tdhSTBRCPx3XuuedqzZo1uvTSS/XpT3+61JGKqiYcVDboKzVuN6XkjszQUu7E5KzqN4YoJQEAVSObzsq+uXrAPhtU5tmAzIGezGxPJmJlu4z854JS7w7PfTbXxW4AAJS/sBOUa1z5NvdyMmSoKMqNb9ljEoXFb30BXH311VqzZk2pY5TMpOZG9Tekct7B1DpS7Vg2OAYAVI/GlloFgq6U2PYdI7siILtizy+9QpH9c/kOAKA6HVw7SREnoIyXWzFpZHRYA1uaAPsbpqjl2cMPP6zf/va3pY5RUikvq1TMV86Hd7nSlshgQTMBAFBMU2eNUzCc++e/gaCrE886pICJAAAortHhBk2KtOY8vtYN67wxRxUwEYByRDGZR11dXbriiitKHaPklmxtk8357LUhcS8tyxI2AECVcByjM847XKEcy8lwJKhT33NYgVMBAFBcH590qmrdyLDjwiagQ+qmamy4sfChMCK+dSrmq1gmTpyoZcuWadmyZTrvvPP26d/x6U9/evu/Y39HMZlHX/7yl7V169Z9fmBWi7aBkc9+tJKy1s9/GAAASuSM9x+h8VNaFQju/eVWtCas9//LSapr3MPR3QAAVKiZNeP1/6a8c6/lZMQJ6qDaifrctLOLmAxAuaCYzJNbb71VDzzwgCZMmLDfz5psCkU1wgmTkpUChocjAKB6BEMBXfG9D2vmvEmqqd/1DVkwFFBNfUQf+OQpOuWchSVICABA4b2tabaumfVhva1xturciOoDUdUFomoIxjQh3KyLJ52hrx34AQWdvZ2cCqBacfhNHqxbt07//d//LWOMrrrqKtXW1pY6UknNiNTLZCSb66PLSqEuyRhO+wIAVJdwNKQv/N+HtO6Ndt39qye0/NX18j1fsZqITjjrEJ307gWK1Q6/xA0AgEo2JTpKX5pxrgaySfWGBuXJV3OwVrWpaKmjYRh+zodHAPuGYvLv5HmeLr/8csXjcf3jP/6jjjqKzXoHN/eodllKffPCUi4fenlSyyNbZf/JUk4CAKrS5Bmj9an/fI+am2vkuo48z1dXFwe/AQD2L7WBiCY3tvztuTDFcyGwv6OY/Dtdf/31evHFFzVjxgz927/9W1H/201NsbIs8jpqw5pw32bFp0xVtkF73zDAk8KbpdYXtqqpKSbHYTl3OXMcs/2fzc01JU6DfcE9rHzcwwrl90jJ38r0PCrfJmWcUWqu+aAUOk5iK5OKwu9g5eMeVjbuX+XjHgLYEcXk32Hx4sX64Q9/qEAgoGuuuUbhcLio//1AoDz34Bg3bbSiWxNqvXmdtn5gsrJNkox2Lig9SXaolBx7w1JFHVfBIA/HSmGMkeuWXymO3HEPKx/3sDJY68n2fU1K3iPZhKT09p+ZzAuSiUgN18oJH126kNgn/A5WPu5hZeP+VT7uIQCJYnKfJZNJff7zn1cmk9GnP/1pHXzwwUXPkM16ZTljsr61XpNnT1D/E8sU6M+o54ypSk1whwpKRzKeFOyQImtSarpnpaI9KZ3xubPleZzKXe4cx8gYI2utfH+kJxyhHHAPKx/3sIJYK/VdKqWfkFFiNz/vk2yfbM+l8ur+VwofV/yMGDF+Bysf97Cycf8qX6XeQ9fdP1c4eLb8OgdUF4rJfXTNNddo1apVmjdvni6++OKSZOjujpfkv5uLsy97l1YvXiet7FJkZZcyE+qUOKBZNuzKHcgounSrAl1Db9LCjTU64YMnsNdWBRjaG83I9y33q0JxDysf97ByhPw7VeM/KcfsppTcgbF98vs+p27nLsnEipQO+4rfwcrHPaxs3L/KV6n3cNSoulJHAKoSxeQ+eOyxx3TzzTcrHA7rm9/8pgIB/t/4VvNOnKsTLjhOj9zymBL9SYU29iu0sX+XcbH6mD52zUfUOLqhBCkBACicqP8zOSa3DxH97KDCwbuUMhcUOBUAAABQPmjU9sE999wjSUqlUjrzzDP3Ovb73/++vv/970uSHnjgAU2cOLHg+crFR772ATWMqtc91/1ZmVRWqXhq+89i9VEFIyF9/Fv/qIVnLChdSAAACsC1K5RNdSkQyW18IJBR2Pu1Ug7FJAAAKB++3T+XsKN4KCZRMMYYnfOZs/SOj5+mx29/Si/c+6KSg0nVt9br+A8cp0NOPljOfrpPBwCguhm7Wb6XHn7gDrxUtxQsUCAAAACgDFFM7oOvfvWr+o//+I+9jlm4cKEk6ROf+IQ+8YlPSJJisf1z36hwLKxTPnyi3vf/zpTrOvI8v6L2EgEAYKTa1nZpQvPIrkmnslJtYfIAAFBqg71xPfz7Z7T8+VXKpLMaPalFJ7z3SE0/eFKpowEoIYrJfRAKhRQKhXIaGwwGVVNTU+BEAACgnLRtbtLY+pGdYtmxJaLGlgIFAgCgRLysp1987Q96btGrSiUyyqazQz94aqWe/ssrqmuq0f/7vws18YCxpQ2K3fI5lRsFxjpaFMXqtVv1m9ue0fU/f0S3/fF5be0cKHUkAAAKJmvHamNb7h9M9qeCuv1XBxYwEQAAxed7vv7nEz/Vk/e8qMHexN9KyTcN9ia0Zc1W/fdHr9e6ZZtLlBJAKTFjEgX1yuIN+umvHlNvf0IDA0OH3ziOUSwa0qSJzfrkx07S+LGNpQ0JAECeTZk1Xv/94EJ9a/pf1RAcfq/J3mxITyVm6WNFyAYAQLHc8/OH9cYr65ROZvY6bqBnUP97yc/0v/d9kXMIgP0Mv/EomEceX6Zv/eA+bdzcs72UlCTftxoYTOn1ZZt1xdf/oFVrO0qYEgCA/NvoxvWwM1XXr5qvvsyet3/xrdSRiurC587U0uP2z72oAQDVyfd93X/zE0olcjsMLjmY0it/XVbgVADKDTMmC2TZsv37L9S16zv1s5sf12B8709C/f1J/fe37tH3rvmQohGOIgUAVIcnO9bLDxr9aNUCrY/X6d9nPauaQFpNoaHnxYxvNJANaUlfi77w6gnalKyVidgSpwYAIH+WPrdKmdTeZ0ruKN6f1N0/fVgLTjyogKkwUr7YYxKFRTGJgrj1juc0OJgafqCkeCKtR/66TO847eACpwIAoDhSvieZoRfy92yZoXu2TNcRTW06pmWTagJpbU7U6p4t09WR+tssSUsvCQCoIu3rOpXI8T3hNls3dhUoDYByRTGJvBuMp7T49Y1/+4Zv5Q6kFBjMSL6VdY28+rC8aFAyRum0p7v+/DLFJACgakRSARlfsts3zTF6tnusnu3e84mjxitKNAAAisI4zrbP6EZwDbPzgP0NxSTyrq29T8YYyVoFepIK9qUk3+40AdxNZiVjlGqNya8JaTCekrV26DoAACpcczws+SO4wJfC7Wz9DQCoHhNmjFakJqLB3njO14yfPrqAibAvfMt7dBQWr4CRd74/tBYt2JlQsDcp85ZSUpKMlYxvFe6Iy33zYByWsAEAqsVgKq1Im5NzOWl8KbKFl2UAgOoxY/5kRWvCO33PSrKOkXUdvfXtX019VO/++ClFywegPPAKGHnX0lwjvz+pwEBKZpiy0VirUGdCjm/lMG0fAFAlJrY0KrLFkZvU8OVkVopudBSybjGiAQBQFMYYnf2JUxWpCcsayauNykZCkoZW1yngyq+LyoaGFnLWN9dq1mHTShsaQNGxlBt519RYo2B3QukdSslYTUazDupSJJJVf39IS5e0KJt9sxf3rSZFI6UJCwBAAcyaOEpGUv1rAfXPysqLSvatr7r8oZmS0Y2OIm2u6mOhUkQFAKBgTjzvCD390Gta/PhyOfGh1XTb+Z40kJCMkdNcq8/d8M9s7VWGfMt8NhQWxSTyrrdrQE5maHrI2PEDuvBjS3ToEW1yjOS4vrysI983WnTfFP3uV7M1MBDS1lUdJU4NAEAeJT3J9aSsK7fTkd8s2agv7TAp0iSNTMoo0OdInq+sct+DCwCASrD2jTa99sRyKZPdZXsvaWiLL1krvyeuX37/fv3rf19Q7IgASozqG3nX2dYnOdKsgzr1vz94SMefvEH19RnV1mUUi3mqq8+ooTGts89bqe/++AG1tCaUzXjb96YEAKDSPbd+raKrBxUfZ5VpNEOzQZKunMG/fRnPkQJGA5OsshGrAbev1LEBAMir//vcr+Wnd19K7sT39dI9L2prW08RUgEoJxSTyDvjGNU09Ok///sJNTSm5ezhURYMWrWOiuuqbz+irDJi1j4AoFps3LpVXkTK1tidZknulivFJ1rVPp8pSjYAAIqhs6NPXavbhy8l32R9Xzdee29BM2HkfGsq5guViWISeRdsCuv957+u2rr0sGNdV2psTOnwo9eznwgAoGo4cavuQ6Kywdye26xrlBjNHpMAgOrx51ueGjrkJkfGSosffa2AiQCUI/aYRN6tHmjXySdukPvmDJGk7+gv3ZP1QM9Exb2AmgIpvad1tY6q2yLXSDW1WX3gQ0vlWyuHchIAUAVqG2rk9ef++a8NGvXMiRUwEQAAxdXX2S/r25xnTEqSn84WLA+A8kQxibwb7Fkq22RkrXRT2yz9umOmUr6jpA1uH/PC4CiFjacvTnpexzVs0ejWuBK+J8flIQkAqHzRlhrZTSO7xkZYyAIAqB6RWHhou64RHCVg9rQPGICqxW898q4x5EhG+s7G+bqpfZZ6vfBOpaQkDXghdWaj+q+1R+qB7gkaesbySxMYAIA8GzW2Uc5we0u+RSjMh3MAgOpx3DsP0R4PHNgNK2ncgeMKFwj7xJepmC9UJopJ5N3k1ul6Md6qu7umatDf+35ZA35I39ywUF2ZkAIue2sBAKrDtPomuaERTBGR1FrH8yAAoHocOG+SInXRnMcb19FHv/DuAiYCUI4oJpF348bM1Y1bZ2tgmFJym7gX0PVr5xc4FQAAxVMTSasmOvwhcNsE3KxmTt5SwEQAABTfR754juTmUDsYqXlis2YtmFL4UADKCsUk8u6N+CatStbnPD4rV09kRxUwEQAAxdWR2aS5U9sUcHPbxD/gempqppgEAFSX489aoLM+fsrey0kj1bTU6erffaZ4wZAz35qK+UJlophE3i3telHp7Mg21kp7AWV8r0CJAAAoLiurMc0Dmj5h+HIyFMzo6Hkr5DgjW/oNAEAluODSM/TZ739UTRNbhgpKxwydMeA6CkSCOuH8Y/S9+7+oSE241FEBlAC7rCPv4gNJOcaOaPNZK0mepxGfFAAAQBlqCDTLNa5mTdmsaCSlZWsmyvMcZbyhl15GvgIBX3WxhBbMXK2aaFphw+oBAEB1OvT42Tr0z7PVsbFL65dtVjqV0bjJLZp00AQ5nMQN7NcoJpF3U0Lj5QSXylfuJWPQeHLd4PADAQCoAKMCExQxMSU0qBljtur8KUtVl3D0fPs4xTNBjYsN6JBxm/WS36A1mRoFTEhH1p1a6tgAABTUqAnNmjVvklzXkef56uoaLHUkDIMl0ig0iknk3dRRU9TQk1SnanIab7PSAbF2OQ5/4QEAqoMxRsfWvUPP9f9c/9LymmpMVuEmqzPHr91p3BF+h5YkG3RH/xzNjx1borQAAABAaVBMIu8G7RLFX2qUnZOVCeWwX5ZnlHqjRv7BPtP4AQBVY1Y4rCNDS1S/lz0mY46n+ZEeNbmvKGTYWwsAAAD7F1og5N36jX3qX1cv//Ua2fTeZ0HalJH3dIPeWDxF1uZ2cikAAJXA976sWmf457aw42tyqE8D2buKkAoAAAAoH8yYRN5taW+U1C27Jio/aeTMG5QCdvvsSWslpY2UcOW9WCf1BeQZKx6OAIBqkfHbNDbQqVx3KQlIcrzvSMGzC5oLAABgJNhjEoVGE4S8M2qV1WoZSXZLRN6WsNSclRmTkgla2ZQjuzEsDfzt4Wet5Fs7guNyAAAoX32ZW9XsSMrxtbxjpNFurzgCAAAAAPsTiknkXdA10k5bSxqpKyjbFdTedpx0OfwGAFAlMnarzAif1ozJYV9mAAAq2IDXp47+VfKNpzqnQVE7SmakT5gAqgrFJPIuGgzIGinX91dWkjV2aIk3AABVIJNtUNZxFHT9nK9hqRQAoFptTq/Vg71/0Ob0WhljZWXlGFcBhXRU7Wk6vPYkuYZ6ohzx+gSFxuE3yLtoXUhOypPd6/zIHVlFOjIyzJgEAFSJzWuPkp/rOm5JvpVe62ssXCAAAErk1cGndHPHt7U69ZqSdlAJP66kn1DcG1Cf16WHe+/QTR3XKmszpY4KoAQoJpF3tU5I0c6MfFfDVpNWku9aeVE7grdvAACUt7b+Ab0y2CQ/x8/oEr6jP/dMKGwoAACKbH1qpe7ruUVJG9/jmIzS2pJep9s6ry9iMgDlgmISedfghjU4yVXN+pT8wNC8ybe+L9u2fNsP+GpYkZTqAizlBgBUjb5kvx7sHZPTWGulQT+gLZlYgVMBAFBc9/f8bq+l5DaestqQekNdmbYipMJI+DIV84XKRDGJvGtpqVUm5sqPWdWvTErWkxew8tw3vwJW2aCVSXpqXJpU74GuHN+Rw1JuAECVaK5r1JG1nTltamKMVOt6anLSBc8FAECxdGXb1e115Dw+YeN6ov++AiYCUI7YXRZ5lwpYBTxHHQtDanw9IyftKTnK0Y575jpZq2inp665ASVbAwr0B0sXGACAPJtWO03z6rbKffO5r70tqjt+f6BefG60MmlXDY0pnXXOGzr+pI0KhnyFjacTTFdpQwMAkEcbUm8o7adGcIXVmtTSguUBUJ4oJpF3XYMJOTWurGvVPz0sWcm8ZVq1FzTqmR2SHMmLWrkpI8/35TpM4gUAVL65B/TISRtlMkb/e9URevG50RocDMr3h57nNm+q1ZrV9frxD+fr0//2oo49fpOOHtetkbx9AwCgnGVtRr68EV8DYP9CMYm8CwVcxWt9BeJGxhrJWoXW9ym6tEtO0pNXF1J8XquyrVFZ38pNGMWjnhzDUm4AQHVwnD65vqMrv3icXn+tRZm0u8uYZCKoZCKob3/zMHme0bEnDFBMAgCqRsytU9CElLa5P7tFndoCJsK+8C3v01FYFJPIu7pYWJ7vy7FGkdc71fznNTKprNzE0Kdl1kh1T2+W1xBW57kHKD02pnTMylBMAgCqhFVM9/9p+h5LyR3FB0P63rcWasHhT0oNRQoIAECBzQjPkWsCUo7FZEAhHVZ7QoFTASg3rJtF3nUkBuVmHNU9s0Utd6xUoCe1vZSUJGMlN5FVaMugRv9iicLrB2RSks+x3ACAKpG1B+l3v5kxbCm5zWA8pD/dfUSBUwEAUDxBJ6xZkQUyb9YOvjXqTYfVlqzVlkSdtqZqlPbdHcYHNT92bKniAigRiknk3Zb+AQU3DajhgXVyk3vfU8RNZDXq16/LxLNFSgcAQOGtWTmont5w7hf40u2/ZbokAKC6nNr4PtU6jepMxbQh3qieTEwJL6ykH9JANqwtiXptjDfI2JhObzhfIWcEz50oCt+aivlCZaKYRN7VBUNqeGj9sKXkNibtq/aFNllmTAIAqsSK1zfKH9l+/+rv50M6AEB1CZuoMtnpGsxG5cuR3amCMPLlKGMD2pxsUEtgeslyAigdiknkXYMfUHhN79++YYw0qkmaPU2ac4A0c6rUWLf9x07WV91TWziRGwBQNVYs36iRftzGx3MAgGpzf/fjWp3cKH+YcUk/re9s+IV8O9xIANWGw2+Qd/2burX9mWf8KGncaMkxkrvDPlv1NZJvpVXrpZ5+OfGsrOUAHABAdQjFQkMfzI2gbvQjfEAHAKgevvV1f/dflbLpnMYn/aRei6/QwTWzCpwMI8ESaRQar4CRd5s6e+VkfWnKeGn8GCkY2LmUlKRAQAoFpQMmS80NMllPWW+Ea94AAChTmclGXiy3g28kyXeNBifGCpgIAIDiWpFYo7SfyXl83E/qT52PFDARgHJEMYm8iyczUl2tNKpZCgzzpiwQkKZNlNyAHMPDEQBQHaKzohqcFJPvDj/LwEqyAaP+2SxkAQBUj/Z0p5J+akTXdGS6CpQGQLmiCULeGTcrTRwzfCm5jetIY1slDr8BAFSJUCCgjJtQYmxkr+WklWSDjvqn1CrTwOE3AIDqYYzRSBcBs2gY2P9QTCLvwtGgFIvkfoHjSKObZXk0AgCqxIKmiYo9vEqJ8VENTK2VF3Hlu0bWWslaWTO0fDvdGFLvQQ3ykn1q+OuWUscGACBvxoZGKeKER3wNyotvTcV8oTJRBSHvGpoaRn60qOPI4eEIAKgSXQ9sVHzeKPVNNkqODclOyypsOuXGe+TEe+QOdivc2qP0pIAGJrrqX9ik2FMsXwMAVI8ZkckKj6CYjDlRndlyUuECAShLNEHIu4ANS8ERfloRHNnJpQAAlLONKzZpcOFYhf2sJjy7XOEXu5Rpd+SnzNBX0iiz1FfT8+s1ec1q+UFHAwtGlzo2AAB5Y4zRWc0nKWJyKydr3ZhmRacXOBWAcsMu68i7uqYaOWHJjmCf40DMp5YEAFSNrVHJTXia9uc1Snc40u6WF1mj7IAr9/mMDnDXaPWhE4sfFACAAjqh8UgtS6zWKwNLldzLG8R6t1afnfgxGcNy3HJjWSKNAmPGJPJuzGhHE2a1536B8XXYO5bJdXg4AgCqQ2ReRNM3rlem0+y+lNyBl3DkPJ9W1CaLlA4AgOIwxujj4y7QGc3Hq9aNKrxD8Wgk1TghHRidqi9PuUSjQs2lCwqgZJgxibxrqO9T04Q+bXhlrHI6V80aTZjbJmstn5ABAKpCw/ge6UVP1nNzGp+NO5q8nsNvAADVKKvTGh7UMTWLdNeGGVqaGKWsHDW7cZ09fpWm1jiqcU+R1FjqoABKgGISedeW6NWyx6Ypp1LyTU/fPlfvO9SO6BoAAMqVt/kNWX8EF/hG/qvZguUBAKAUrPU0mLlId76e1W9f+oBSXlCD6YgkKeBk9dfAwTp47Hr9v7d9XBPqfiTXmV3ixHgrn/foKDDWziLvXl6SVHogOIIrjDYtGa2RvH8DAKCcOUkrmx3ZC3nrFSgMAAAlkvJ+qh88Wa8bnztWXYm67aWkJGX9gAbSUT2z/gD9vz+erXW9l8nyZAjsdygmkXdbVnkyZoQ1o2+VTTNTBABQJSLNMu7IjnVjNxMAQDWx1te9yx/TAytnK57Z88ncvnXUOVirL//lZGW8R4uYEEA5oJhE3tUaR8HwyD7pcgO+3EBu+3ABAFDuGg44ZMRFY8N8Dr8BAFSPjP+Ufv3igr2WkttYOeqKx/TSlt8VIRlGwremYr5QmSgmkXfRhi4ZZ2SzROpa4nL4ewQAUCUcM1pNRyYk5fZ8GIh5SpweK2woAACKaGnHWg2kQjmP709F9ZuXxhQwEYByRDGJvMuEt2rq/E1SjrtGBiMZLXzn68pkM4UNBgBAkfhtWbVPrs19fMZoqT++gIkAACiu1V2+4tnci0lJWtvdWJgwAMoWxSTyznMjWviOpYrU5lY0RmrTOmDhRjkOS7kBANWhxYspdV9QyvEky6zjaPSf2WsZAFA9rEbLjmwhnXw7kkNUAVQDiknk3diGuWocO6gzL31CkZrUngcaXzWNcb3vigdlXVFMAgCqhpdKK9SR+37LTkqKvNxfwEQAABTX+LqDFA2O7EO3MXVNBUqDfWWtqZgvVCaKSeTdQZMOUFtbo6bMa9P7v/ygJh+8WZGalAKhrBzXUzCSUaQmpTnHrdGH/vs+1TbG9cwLs+U6PBwBANUhaK2cEU4TCeS4HyUAAJXgsAnjFXIjOY+PBdP64CHHFDARkD9f//rXNWvWLN1+++3Dju3q6tJ3v/tdnXfeeTrssMN08MEH6/jjj9ell16qRx55pAhpy1ug1AFQfcY31+uRO96m88ffo9bJvXrvFx/RYE9EG5aOUjYVUKQmrUkHtykUGfr0LDEYVH/vqSVODQBAHlmrUNBXKpv7p/ehEJ/0AwCqh+s4OnfOobr5peeU8oafhBIN1ultU6cUIRnw91m0aJFuvvnmnMY+99xzuvTSS9Xd3b3T99vb23X//ffr/vvv17nnnqtvfOMbct39cxUpxSTyzhijk+ecqaefX6WjD3tN4ZinmsakZh29fpexyXhQ9zx0tC469ZQSJAUAoDBGTaiRG/Al5f4Cs75hL9ufAABQgS5cuEDPbNig5Vvbld7LDif14aC++Y53KMAqurLjs0R6Jw8++KAuu+wy+f7wh/1u2bJFF198sfr7+9XY2KjPfOYzOuGEExQOh7VixQr94Ac/0HPPPac//OEPam1t1ec+97ki/C8oP/zWoyDmH9Kplnm9euTpQ9TfH1EqsfMbs8RgUF2dtXrwmQWae+I6jRmTLlFSAADyb+oBbUpkc//810qae1JPwfIAAFAKAdfRd88+S8dPna76cEiBt3RcdaGgxtbW6n/fdZZmjx5VmpBADnzf13e/+11dcsklymRyO+j3Rz/6kfr7+xUOh3XTTTfpgx/8oCZOnKhRo0bp2GOP1a9+9SudfvrpkqRf/OIXam9vL+T/hLLFjEkUxLL0HxSOpjXt2E16fctEdaxo0qTWrQoHMxpIRLSlr1kT57XpwGPWSzJamrhTR9Z+stSxAQDIi97+PnnBqJxEPLcLjNFjyybrI4WNBQBA0YVcV185/RR1xuP6/atL9Gp7mzKer7H1dXrP7NlaMG6sjGFWHsrXY489pmuuuUbLly+XJM2dO1dLliwZ9rr77rtPknTWWWdp1qxZu/zcGKPLLrtM999/vzKZjB5//HGde+65+Q1fASgmkXeDXocSfo8kyU8bDbzhKOOktaGxTnKsbMwo05bSwKqAooekZIzV+vSTOlIUkwCA6vDnR/tlIyEpkZG8jLS31T6OZGIxDa7dP/cVAgDsH1piMV24YIEGUil5vlVzfUwhh+e+csdp19JFF10kSQoGg7r44ot19tlnb5/puCfb9pQ0xmj+/Pl7HDd58uTtf2bGJJAnCX/oFzDR6Wr1mlYFD/QVrdvxHZmVe5RVbyKmjgdqNPv4DtmIlW89OYYnJgBA5Vu9OSRjpfpzszKJlPofDsqmJJv+2y46Tq0vJyKNujShjl/XyOsrYWAAAApoY3uPfvuXF/Xca+vkOEZWkpHUUBvV+acfquMPnSHHoQBDeTLG6PTTT9dll12mGTNmaMOGDcNe09TUpCeffFLpdFrW2j2OW7du3fY/19fX5yVvpaGYRN65Jqhs3GjNplaFDvAVDHlqCCQUc9NyZOXJqN+NqD8QkQ51tOzxUTrklLgMW54CAKpEKBpRdGZKo87vlVvrq/WjCfX+JaT4M0H5KaNAs6/Gd6cVnZ+VrBSe1qY3vjCx1LEBAMi7Z5es1bdvflgD8ZTeWs/0DiT1g989poefX6Er/vntCri8J0T5uffeezVt2rR9ujYUCu3157fccsv2Px922GH79N+odBSTyLs6d7zeeCGswEGeRtf0q8ZJy8hq2wFrAUmBQFxNwbi63Rp1z4uqZ0WjzNF8QgYAqA7jp7Roy7guubVDKwbcGqn53LSaz93NYW9Gcms9RY7KbSN1AAAqxRsbtup/3ywlJSk2Kq6asYNyAr7SAyH1rGpQIpXRqys26zu/flj/9pFTSpwY2NW+lpLDefHFF/XrX/9aknTEEUdo5syZBfnvlDuKSeSdY4PKjDcaX9+riMnIdXadtrzte41uXKr3teWNumLHBACgYDb1b1FoRu5Fo1tj1fru7gImAgCg+H78hyc0EE+p8YBuTT5+owKxjNyQJ+NIXtqR9Yy6ljVr3aMT9dzr69Xe1a/Rzbw3LCc+e0wWxKpVq3TJJZfI8zyFw2F9+ctfLnWkkmGeNPJu+ZrlqmtKKqysAu6e91KQpIDrqyGQlHNAb5HSAQBQeP2mQzY4smvCzbuZTQkAQIXa2jOgdZu7Nf6oTZrxjjWKtiQVjHpyXMkYKRD2FYx5GjV/qw7+yGtK+XHd8fArpY4NFNzKlSv1j//4j+rs7JQkfeUrX9Hs2bNLnKp0KCaRd72JLtWHkwoG9nYE6d+4xld9KKlsNlvgZAAAFIcbNRrx/AImJAAAqsjilZsVmtChcUe0KRDx9jjOca3CDSkdeN5yPbtk3R7HAdXgueee04c+9KHtJ3B/6Utf0rnnnlviVKXFUm7kXSCaVcDJrZSUJMeRaiMpuS4ncgMAqsP4xjF6w3Mk5f586KX5vBgAUD2S6awmvG3dTqVkz0BMPf0x+b6jSCijMc09cl0rx5UiTUmZelbSlZu9HCiNEfrjH/+oK664Qul0Wo7j6Ctf+YrOP//8UscqOYpJ5F1dc63s4AinfVjJypcR5SQAoPJt3JKRN8lRMJrbeC8jtb0wRppT2FwAABSLqetVMDK0Km7T1kYtXT1RGd/IcX05juRnHb2ycrLGtXZr7rQNCkY9tR62ocSpgcL44Q9/qO985zuSpGg0qm9961s69dRTS5yqPFBMIu/64rnPDtnGyshawzI2AEBV6O8aVEfXKE0+fqNMLs9tRmpf3FLwXAAAFEvzpLScHk/L1o7Tho5mNY/pU11DQrLa/r4vm3HVvqVej754kI5bsFQNExIlzQwUwle+8pXtp2+3trbquuuu0/z580ucqnxQTCLvtvZFpREepJZMhuTk9M4NAIDyl2hPKDwzlfsFvqNQDYffAACqhxswau+uV1tfvaYc2C7X9Xf5sC4Q8DVhcpfiAxE9veQAvfPQLaUJiz3ymT30d7nmmmu2l5JTp07VT37yE02aNKnEqcoLmxkh7zq9lNZtHCU/x4mT6bSrF5dMk5frBQAAlLmWequWA7pzmy0pyQn4Gnckb8YAANWjzm3Qqi2jNX5ylwKBXUvJbVzXKlabUH1rXMlErLghgQK6//779dOf/lTSUCl58803U0ruBjMmkXcJE9dzK6Zr8oQORSKZYcenM0EtHxwlywcxAIAqMf6ArNaO4ONf40hNU/sKFwgAgCLLxLvVOHpAgcDwE1BcV6qpS2rVpqh0QBHCAQWWTqf1ta99TZIUCoV0zTXXKBqNanBwcI/XBINBhUKhYkUsGxSTyLuWqKOOcEwP/XW+Tjn+FYXDuy8nrZUSibDu/suRSoxxOPYGAFA1Dpw7Tut6R3aMpXFYOQAAqB4vd61S6M3Db3LhOL4GgjwXojrce++9amtrkzRUUuZy+vall16qT3/604WOVnYoJpF3zbEa+RGrld2tSvzlSB17xGtqbBxQIODJdX1ls448z9WmzS164rmD1NkSkjW+jGFnAQBAdYhkR++0J5O1UudgrTr6a5X1XEVDaU1o7FE09LcP7yzPgwCAKtLhD8oxuX9I5zhSqHYE+zOjKCxLG/fJyy+/XOoIFYNiEnlX4/pyZJVtstowUKs77z9GtZGEJozpUiCQVSoV1LrNo5RSQMnxnmzYKmQ8+bJy2VgXAFAF1qwPSE1Dz2nruxr1+uYJyvqOMt7QSy8jX8vbxqohmtChk9cqEsiofUsjy9cAAFUj7NRI/ghXDxQoC5BPEydO1LJly/Y65sorr9SVV15ZpESVjWISedcYSiriZhT3wvJqreIHZJXZLKUfCclJuvJqA+pf6Muv97ZfE3Q9ORrZkxYAAOWqvSehzfEmJaKO3ugYray/80suK0cZz9HWgVo9unyWjpryhlavHCsdV6LAAADkWX3bKNmmFZIzglmTAwUMBKAsUUwi7ybXNMg4kjwptD6u1t+uU2RdXCbtS56VDTpqud1ocH6Dtr5/sryGoCbW9ohD4gEA1cJkfC3fOEHpUd4upeRbRiqVDerJ1QfI7Q8XLR8AAIXWvKVBqrM5tw6+J4UedKVjCpsLI+OzlBsFRhOEvLMar2mt7apZ0q2J/7NUNa/3yx305GSsHF9yU77cQU91T3Vp8leWKNo5qKmjO2UMf+EBAKrD7OYWJWrMMKXk32SzrhRk5QAAoHrUhmIyzw/ts5yTpBR7NlrQTADKD8Uk8q7b69PUVJfG3LBa7qC3x3HGSoHejMZds1x1AU8252csAADKW7QxLCeU+8mi1jHyGziJFABQPWYdPl2h3welnuHf5/kJyf7O1/zDZhUhGYByQjGJvPPkqeNn/l5LyR0FBrPquV+y7DEJAKgSnW5CITe358FtnNpsgdIAAFB8reObNKF5jDJX+LIdVjax6xjrSXbAyr/VV+SxqM786InFD4q9srZyvlCZKCaRd+FUTL2PZpVrz2gTUtvP03IMD0cAQHXoHHxVzgg2+5ekcIhiEgBQXT747+9WLB5R5lJf3g2+/PVWtv/Nr14r/8++Mp/35dzraM5RMzR6UkupIwMoMg6/Qd4NrE3JWqOcm0lJmXbJWss+kwCAqjCldoOCjiONYNJkYzBVuEAAAJTAtDkTNfm4TVr2YLP8R638R998j7jD20UbkOqn9+mUDx1cspwASodiEnnXvrlHNj2yYtJLG1nfyrgUkwCAyje3Oaj6QFw9mUhO46NORh+ZvKTAqQAAKK6bf/UNrRs9RQOH18pZH1dqVFSZlojkGDnJrCJr+2QjIaVmTNDTW76hg7zfyXFZSQfsTygmkXdOOCRPZkT7BFj6SABAFcn2HaCPTfi1/mf1ERr0QsOOj7hZvb1hbRGSAQBQHL7va422qK19jhItIdlRtUMzJd9cJefHghpoikhWchNW9z95nCa4v9Xb3/EPpQ2OnVjerKPA+CgCeec2R+U15955WyMlFjTIOPyFBwCoDs880agzm9foba0bFXMzex3bEEjp2oMf1kOLphcpHQAAhffww3do8bIDFQ+FZF1JjtleSm5njOQYeVGjuBfUK5seKElWAKVDMYm82xpNqvec0QrEclvK7dZIvee3ciY3AKBqZDJWf3zgQF0z7xFNNAMyvpX8nccY38rxrC6Z9JIOb27XXX+aVZqwAAAUwAsrlmjQhIdah+HOEnCMkm5Iy7dMK0o2AOWDpdzIu3SgXQvOGtToZQNa8mRMqYS7x7GxOk9nf6JTN06fJt/6csyexwIAUCkmTGnRT1Lj9PD9U9SxrkEtaySvNqvEBEd+QArEpdpVvlI1Ad2w9XAtT9epv46XZQCA6tHV5ytjAkOlpLFqntytyYduUqQuLRkr33PUtqxVm5aMUSYRkozUGa8vdWy8BUu5UWi8AkbeRaIJXTLjVc3/+VZde9lkPfdQnQZ63Z3+QgsEfUVrfH3g0+06+xNbldm4XJx7AwCoFtMPHa+tT9drzfIGtT6VkclYOVbSCztPm/TdtFLrHd2Tnaup799YmrAAABTAgN8kGSlUk9L8dy1VIJJVMOztMMLTxEO2aNycdq15dqK2vD5GSQ2/LzOA6sJSbuTd+Kin6bE+BYLSoWcaBaZOVKC1TgoEJNeVgkEFRjep7uDxmnOcr5Bj9d4xb8gXzSQAoDrcsvJPGlhRr9an0nLTb5aSu+F4UrjbV/PzGfVkaosbEgCAAmptHqdgJKMF57yuSH3qLaXkEMe1CkY8TTtyg8bMaqehAPZDzJhE3jW7Ucla3fKrWbrtlpnqqQ2r+6JmJQ5wZI2RyVrVvZxV8qmsvnLFsfr3/3haMxd0KWmt6CYBANVg9WC7apc4ctLDj3V8Kdzlq+v1WumMwmcDAKAYps4JqH36egVj6WG3mAyEPU07ar0GNvEhXbnxWcqNAqOYRN41Beu17OUW/f73M7XqnFolp7jyIxo6hU2SZNRzXFB9RwTV+3RA3/z6kfrfnz6oyGg+HgMAVIfBuFWkzcv58zYnI8WW+cMPBACgQoyfKLVkeuTk+DbPca0mLGgrbCgAZYcmCHn3/Nr1uu2XB2rleXVKHODKj5kdSsk3uUZ+zKj3mKDWHx3Tn+6eMfxJbQAAVIimrlZpD8u3d8dIinRQTAIAqkdHuFvGzf3J0A36qp/eW8BEAMoRMybz4JFHHtFtt92ml156SV1dXQqFQpoyZYpOPPFEXXjhhWpubi51xKLasK5Dz4dGKzXBkQ3uvWy0EaOew0P6w28O0FkXJhQORouUEgCAwhmlUVpnt47sohEUmQAAlLu+rCvHHdmHbiMdj8KzvD5BgVFM/h2y2ay+8IUv6K677trp+5lMRq+99ppee+01/e53v9MPfvADHXrooSVKWXyDnZ7aj47IhnObAemHpfZDI3IVLHAyAACKw3VSYksmAMD+rDedkQ0YjeSTN48nT2C/w1Luv8O3vvWt7aXkqaeeqt/85jd66qmndNddd+lzn/ucYrGYOjs7dfHFF6utbf/ZK8NraJUXG8ETimMUn+WKz8YAANUiMi41ovPcrCSviTdjAIDqUe+Olefn/tzmW6l7oKaAiQCUI4rJfdTW1qabbrpJkvTud79bP/zhD7Vw4UI1NTVp5syZ+vjHP66bbrpJgUBAPT09uv7660ucuHgyo2Ia8Xo0Y+W4BYkDAEDRRYOesi0m52dD60ru9GxBMwEAUEyt7U2KJ0M5j896jvoWNRYuEICyRDG5jxYtWqRsdugNxGc/+9ndjpk3b55OO+00SdLDDz9crGglN7p+jMwIS0YTlFjzBgCoFmOdMaqdnZQfHL6c9B3JazaadcyaYkQDAKAoarYEtfrhscqkh39zmM0adXXUK/IY23uVG2tNxXyhMlFM7qP29nZFIhG1trZqwoQJexw3ZcqU7eP3F2P76mRz/2BMkuT6vlyHhyMAoDqsDQ7oknc8rewcR37QaE8r2XxXSje4Cs30ddpBq4obEgCAAnL9rDpTzVr8ylSl91JOZrOOentqtfiFaUq18J4Q2N9w+M0++uxnP6vPfvazGhgY2Ou4tWvXSpIaGhqKEassNIfCiobSGsyEpRx22HLkKxZMy/pWxuVTDgBA5Rs7ZqlOGL1Oq45fot8F5yrd5irWnpHJ/m3+ZKbGVWJMUPWtKf3gI3ersXHvrykAAKgkq0MbZCNS25YWDQ5GdeCsDWpq7pc09C7RWqNs1tWqN8Zqw7rRkoy2zh7hDBcAFY9i8u9UW1u7x5+1tbXpoYcekiQddthhxYpUcv01SY22A1rXFcrhVDUr1/XV0jAo41BKAgCqw7jooFxZfeqUZzS+sU/XP3Sk0jN9ZWqtjPHlZ10Fu43mNHboq+c+oEnNfYr7jhKlDg4AQJ5sDfXL813JSAP9Mb343EwFgxnV1iXlOL5SyaAGBqLacTJLpoGDB8oNS6RRaBSTBWKt1ZVXXqlUKiVJ+uAHP5j3/0ZTU0zGlN9fEoGMr9BKTxMae7Sxp1Ge3dN0fKuA42tKc7dcY9XYHJNrmLpfzpw3y2PHMWpu5sS8SsQ9rHzcw8owx8yQTQ/9ecbsNs1uXa4t6ZhSvitrJNdKETerBbUdamj4Wx3JPS1//A5WPu5hZeP+VY4+Py7ZyE6L6DKZoLq79ryPpO9zX4H9DcVkgVx11VXbD7x517vepaOPPjrv/41AoDw/TYoFh6bf14QzmtLSpfb+WsXTIckOndVtzNBzU10kqVF1Awo4Vr6VXNehmKwQxhi5LLuvaNzDysc9LG9jgqfKT31Hi3rH6RedszTov/km7M2nOc9IgzaoR/vHanGiSVdPfEapZEC1Ls+DlYLfwcrHPaxs3L/yN9gdlHnzPWCuTMLI5bkQ2K9QTOaZtVZXX321brzxRknSzJkz9dWvfrUg/61s1ivLGZMTQ9r+qVg44GlSU6883yieDspaI8exioXS2nHltiMr+ZInvySZkRvHMTLGyFor3x/JSwyUC+5h5eMeVoYlz6c12DpavxjYoZTcDV+OOrMR/cfGwzXhMV9f+izPg+WO38HKxz2sbNy/ylHv1kh+UspxPo3JWkV7fXleeT4X7q+FKb9lKDSKyTxKp9O64oor9Mc//lGSNGPGDP3sZz9TTU1hpqJ3d8cL8u/9e/UmVitoPHk7PAO5jlVdJL3b8dZKdW5SnZ19MqY8Z4FiSHNzjVzXyPeturoGSx0H+4B7WPm4h5XhoVdX68Wp85RoGf4DRCuj3mxIKzaO08Xc07LH72Dl4x5WNu5f5RhTM1HRrmWKt7rScLNbrZXxpEDKlO19HTWqrtQRgKq0f1b+BdDT06OPfexj20vJuXPn6le/+pVGjRpV4mTFt7azUyfULR9qHHPgGk/H1a0UH3gCAKrFVtuvwWjuH7bFbVDhI/sKmAgAgOJ696HzFRm0Cg5I8vbyZs9amaxUu8HX5Cn73/tnYH9HMZkH69at0wUXXKBnn31WknT88cfrl7/8pZqbm0ucrDQ6e7N6W91qTQz3DFtOOvJ1ZO1aHVm7TjbHIhMAgHIXmWQkZ2TPa25ztkBpAAAovmmjm+WFHNVstop0Wpms3bmg9Ie+F4hL9WutArI67cg5pQsMoCQoJv9OK1as0AUXXKA1a9ZIks4//3z96Ec/Ktjy7UqQ6OuUkfTJsY9qWqRTYZPZzSiriMno6NrVOq/lJRntdFgbAAAVbUxNRGW4DTQAAEXzypY2+WPDkmsV7ZIaVlrFtliFuq1CPUNlZf0aq7r1Vo71lYo4emD9mlLHxltYayrmC5WJPSb/DuvXr9c//dM/qaurS5L0mc98Rp/61KdKnKr0/GBKkhR2PH1q7KNam2rWop5ZWp9ultXQQTdzYpt1csMKjQoOSBraUDeT9eS6PCQBAJWvKVsjayQTzv0akypcHgAAim19T6/iIU/OWKPYZivHNwr3S+H+nVcUWMcqG3Y0ON5oQ09vidICKBVaoH2UyWR02WWXqaOjQ5L0xS9+UR/96EdLG6pMRMKtMmboycYYaWqkS58Y+5SixpUjyZOUsNmdzt8eyIQ1IcoEXgBAdRjtt8qkjVST23JuPyMFnohJxxQ4GAAARZapc9Qfsop2DC3bltGbW34ZWVdKthilG4xYagDsnygm99Fvf/tbLV68WJL0zne+U+9///s1OLj308P2l+Xdx0yZr6c6J+m4MSsVMY5anZBCxpGRGXoOkmQVVtxm1emnNZB19Yd1C3TFIcFSRwcAIC8mTBmlgSdjqqkblBMYvpy0MqptaylCMgAAimNSY4NiwaD6U2n5YaPBiUbGs3JSkrFGfkDywzuXkRMb6kuUFnvEURAoMIrJfXTjjTdu//O9996re++9d9hrli1bVshIZWN03Tzds2Sejh+1QeNDrlxj5HnS5k21SiQCqqtPa/SYuGpNQFHX1ZK0FE82ljo2AAB50zi2Tm2DjZrQm1W4IbXXctJLO+pY3KKG0/bPQ/MAANVp/tgxigaGisltnLqs3LEZyZFM2pHfG5b8oXKyLhTSRw49pFRxAZQIxeQ+6Orq0rp160odo2xt6k6opS6lsW5E8X6jO247QH++a7r8N59wrJVqajN67wXLdPo71mmcG1LC56EIAKger/ZukukKadOT4zVm4RZFW5Jygr7MDruW+Bkj6xt1vDJKA1tq9Jp6SpYXAIB8M8boHw6ZpxuefV6Z2n5FJg7KuFYmYGWMZD0p4g8o0xNScl2tasNhHTZxQqljAygy2qB90NzcvN/MftwXa/u36APjVqprU0RX/OsJ6u0Nycu6O43p7wvrJ9fN1713zdCV1/5Vh47fJM/35TrsMwkAqHxLN3dIvpWyRn33jlEiklHN/F6FJiVkXCs/4Wpwcb2Sb9QoFXNk6owy7aVODQBAfr1v3lz9qec5tYUHZN6yesC4knGtQi0pheuz+sqsc+Swz2TZ4bRrFBrFJPLOBvo1M9ujL/zrSerqjO5xXCoZ1NrV9frGvx+rf/3fZ9jrGABQNbJpK+tJsQ4rJyv56aD6/9q6yzgjKdwvSb6yTTwRAgCqy5M9yzVY1yXj73lLE+NITtjXDe336v9aPlq8cADKAtPTkHfTmuK65/cz1NsTGnas5znatLFW615qkCPekAEAqkOjN6Bgv+RkNeyzm7FD5aRJs7s8AKC63LjxEQ36qWHH+bLakurRisHNRUgFoJxQTCLvalIBPXTfZHne0PLtbMyo49iwVn20Tis/Xq/VH65T9/yQtm0rOTgQ0u2/ninJL11oAADyqH/FOoUGhi8lt7NSuCNTyEgAABTV6ni7erODOY/v9xL63ZYnC5gIQDliKTfy7oGX22WtkZW05bSo+g4KyQ8aKTD09izTJLW1umo/IarRjyTU9GpaG9bWyTJnEgBQJTq3ZmV8X7l+BmwkBRI8CwIAqsfK+BYl/PTO3/Qkp9dInmRrrWx012tQXiwLOlBgFJPIuw39SWV9o03viqn/gJBsaNc3WjZkZENG7SdHZQNSeHlWyXRa0XC4BIkBAMivULRRxmuT3OHHbmN44Q8AqCKe9eW/2WqZPqPwEwEFF+9QQVjJb/GVOiGj7AxfMkPXANi/UEwi71pGh9UxJaqB6cHdlpI78iOOOo6Lqn5jWuEQD0cAQHVoijRJdmSzPjj0EgBQTVpDdXIyRmaTUezWkEzCyLzlyc7Z4Mq9zVFmpqfEe9JqcmMlSgugVNhjEnl33MGz1X5ETH4kt4eXHzJqe1tUjhnBtBIAAMrYG5vWj/hVllfHLBEAQPU4KDRB2mQV+11ITtzZpZTcxqSMgktdRe4KauaG0UVOieFYayrmC5WJKWrIu78uTyjdOIKS0TXqmxaWtVbG8JcJAKDy9TpJZZo8BXuHng+tkZItUrpRso7kpKVohxTcdiaA5yk+h8NvAADVY+lzaxW9KyQnMfwndSZjFFrqavXajdLbixAOQNmgmETePfjKa7KNI7zIkRKZjGKhUCEiAQBQVM3jW+ROWyrn6Ub1tQSUGDtUSO6452SqWXKyUv0bVi2xuHoa2GQSAFA9tmzskdOf+8QTkzbqyiYKmAhAOaKYRN75vSmpceTXeZmMRDEJAKgC7zj+CGV67tYD2QVKpF1ZdzcHwQUlLyj1zJYik5Oa1B0vQVIAAApj89aekW2g7BulQ2xrUnZYIo0CY49J5N28WIs00r+7PKk2xkbHAIDqMH/CaL3UPU1xP7TbUnJHNmDU1tasI6b3FikdAACFl2xKSt7IrrFMnQL2OxSTyLuTjlugQGdGynVFmpVqXuwpZCQAAIrq1a4HtaW9+c3128PzfUePdY8rcCoAAIpnIJaWAiPcpiTCjElgf0MxibwL18fV+td2ye7wJORJgX6jYI+RO2B2Li19q/pNyZx7TAAAyt1TbZvkZUfwMssatW9tLFgeAACKbrwzss3jXF/m4FTB4gAoT0yURt45wY165zkrdPujIfUfNVrRzY6C3W95c+ZIqVZfiTG+Jt2yUvM+lJaRr51OBQAAoEJ1xgOydmSnbHsenxcDAKrHwOKUnCkp+Usjymmvr5BkooMFz4WRscwgQoFRTCLv+vu6NPeYNj3ywhFyXnUV3Nin2Asb5Ha+uam/kdITGxVYOEGRzTHNOF067vDX5flWAXpJAEAVaA3NkLR4p++FnIwm13cp7GbUk4pp40CTRr4pMwAAlSGy0Sh4SL9SG0LSwDBv9MK+AkcNyr/Hly4uTj4A5YFiEnnnWVePPTlPvfFaNdy7WG5PQk56512Pwyu3KrS+W+mpzXrluNk6smel7JgSBQYAIM+iNiqTtrJBaXS0T/8w+ym9bfwKSUNVpJU0mAnr1uVH6L61B8uzrgLpEZ4QAABAGRtfU6cXXgyr7mM9yvy8UUoaKfPW1QFWilq5R8aVPsRT8GY+sAP2NxSTyLuxjRP05FNzVH/3ErldCZndzP02kkzKU+iNTknSH5qP0/vmsIQNAFAdlr28VoHurA6YvUX/dcydqgsm5Lzlaa4hnNS/zH9Yb5+6WP++6L2qfXRQ+nBp8gIAkG+zZo/Xjf56JXqTGvPZTtmXQso+ViuberN8tJI7KyXnhLgytY42Pz1GEyd1lTY0dsVSbhQYxSTyLpkeLXdpp9ze5G5LyR05WV+hNV3qfWOcjKGYBABUh4FlXZrdt1Zf/uj9aggn9zguGshqekO7vnL8nbrhB0cUMSEAAIW1qrdLNmDU316ndDykUQd1KnpUp2xWUlayQclaR53rG9SzskEKGXXOrS11bABFRjGJvHvu9S5FX9kkk/VzGm9SniIvbVTW8xVwKScBAJUvGAzogre/oLrQnkvJbUKurwNq2jXlwO4iJAMAoDg2J+PyQ0Pv71IDIZm2gOa1rlZjy6Akq6znaskbk7WpIybZoVmUqYZQCRMDKAWKSeTd2tVrZUawT5aRFNzYK2t9SRSTAIDKN3d+RAcd2b7L8u09qa1P6+0fWVbYUAAAFFGkJiwlpFgkqXNOfErRSEqRUHaHEVkddtBKHXLgGj3xymwtXTNZxmGPyXJjLfcEhUULhLxzEsPPDtmVle/nNsMSAIByd+jRm0f8Kmv6AvbVAgBUjyMPm6moSei9pzyuhrrBt5SSQwKuVSSc0dsOeV0zp6xXS4D3hMD+hhmTyLvaUGRoGuQIua6b/zAAAJTAzFZH3fGR7RYfiLC7PACgerQMPK9jD1ummmhSw02EDIeyOm7+6wo5yyR9qij5AJQHiknkXWN9s4w7sjdXzhhXxjBFHABQHULuJCkwsue1SJBZIgCA6jEw+JoOPGBzztuaBAKeph+8qbChMHJ8booCYyk38s6tlaa9O65ct6KwYUdHf7hLlqXcAIAqYXWswoFdl6ztiecbOYoUMBEAAMU1WNevYCD3swcCAV/twfoCJgJQjigmkXctY3t1wSeWy20cvpm0jhSd6Ok9F7wuY3g4AgCqQ8ZbKpuV/BxnGTjGKpXMvcgEAKDcBWpHy7Mje4+XtsECpQFQrmiCkHdTJsbUMiqlD/9gtdTg7Hm/yeDQEu7P//JluUEjY5gxCQCoDptWrlMq5SiRDQ5bTmZ8R+39NcqkeR4EAFSPUeMOk3nLOmDPGsW9oAa9kFJ+QPYtz5Gu6oqYEEA5YI9J5N3Epgna0BbR7+98p9KHBRXs2iDzRo9krORrqA53HfkzR8k2jtZPbhyvz3zmD3IcHo4AgOqwdmVaPfFpSk8I6G0NqxR2sgq+5QM430pZOdqQbdSrifE6IruuRGkBAMi/MaE5Mv0BWddXyg+oK1OjlD/0ns9qaP6KI6v6QFwNgaQkaULsmNIFxm7ZXPdoA/YRTRDyLpsZp4ceOUT9/VEp5Co+4wANHCvZZEJOxpMfCch1IqrZYhVISe3tjXrqydma/K5SJwcAID9Wr/OlOTWKhDJ6NDFDo91+HRDaqpiTkWRlrVGbV6fV6RYN2rCckNVDz87SnOmlTg4AQH7UumOVcaKKZ7PqzNQq2RlW14PNiq+skZ81CjZl1Xxyp7IHGQ36EY0J9mpy6ORSxwZQZBSTyLsnn31Rf31srrJy1X2Qq0yNkQ0aacdp+b5VcpQU7fBl10Z0zx+O1PvPspzMDQCoCoHJG+QFt61PM2r36tWe2Lah/7Z5In/jBq3CB7PHJACgevRlu7UpGVUmLa372WTF34jJTzhDBw1ISm+REmsickLjNfGidbIzpOcHX9D48JwSJwdQTOwxibxbs7xTqWRAXXNcpeu3lZJv4Qx9PzHaUd9UR4OpqDLpdPHDAgBQANlgRk5gT5tL7v5DODfCHpMAgOqxPLlYqYyjVd+ersHXa+XHA9tLyW38REDZ3qDWXTdFPW/UaUn8+RKlxR7ZCvpCRaKYRN7VxGoVH+0qGzOSs/cZkDZglBzlKBMzclwm8AIAqoPvNcmOsGd86wEAAABUsqWDb6jjz61KbY7IZvdePfjxgNbfMFmpbLxI6QCUC4pJ5N3hh83X4ERX1s1tWbYNSIMTXAUCboGTAQBQHJn4QSPeLL6/raZAaQAAKL6BdK96Hm+WzeRWO9iMo/5XagucCkC5YYoa8q5hYp2cmC/vzWn6ASerQ6eu0iGTVysSzGggGdGTK2dr+eYJsjKSjLKj2FsSAFA9vOYm9Wyo05hZ3TmNT8cDWnb/VOmowuYCAKBYBl6vlc325DzeT7rqWtQqnV24TNgXvFdHYVFMIu96Ekn5jpE8q5MPelWnzH1FAddTJPi3Tf0PHLtZGS+g3zx5vJZtnigTsvJ8X67DJF4AQOXrjQ9o7V+mq+nTLysU2/uhNr4nJfvC6n4+WqR0AAAUXmZTWH5qZO/vMt3BAqUBUK5ogZB3SX+DfBm9+9BndPq8l1QbSe1USkpSLJxWQyyuC497SPMmrVbWGjmcyA0AqBLhTFap1xy9fNtMpeN7/hzY96REb0R//e6hCieTRUwIAEBh1fv1GulbvKBhw2Vgf0MxibxLa41mjNmkow9crmgos9exsXBaFxz9uOpqB2WtV6SEAAAUVoPpVCCb0Zb7m/TEDQvUubZBqcGgsmlHvmeUSbhKDQS15ukJevCbR0krMgq6nMoNAKge82Z2yIRHVjROmdpTmDBAnn3961/XrFmzdPvttw87NpPJ6KabbtL73vc+HXrooVqwYIHOOussffvb31ZPT0/hw5Y5lnIj77Zu7Nc7DnlBsVA6p/HhQFrHH7xYvrU05QCAqjBpXEDPuFbB/rQGngnq0ZWHKzo6oZbpfXJDvlJ9QbUtbZbptwp1xmU8q5pmZkwCAKpHyzRfmYiRm+NB2zbqyx6b23tIFBGTWHexaNEi3XzzzTmNTaVSuuiii/TMM8/s9P2VK1dq5cqVuv322/XTn/5UM2fOLETUikAxibxLbfU0/sCenMcHXKsjJ6ySfEfiYG4AQBUYNa5JtaMTSvWHFEhkFdjYJ7/D1ZaVjbKO5HhW4figjD/0aj8Uy2j+uatLnBoAgPx5cNWg+o711XC/kZPa+5pua6zStUaL6xqLEw7YRw8++KAuu+wy+X5uK12++MUv6plnnlEwGNSll16qd73rXQqFQnrkkUf0P//zP2pvb9fFF1+su+++W7FYbMR5Tj311BFfkwtjjBYtWlSQf/dbUUwi79K1KYWdkS3LjjhZGccTzSQAoBocMOooHf6Bn+qh/5uv9ODQRv5O2pOT3v3zYyiWVeuBI38xCgBAuVrb1qiBmV1ytki1r1i56d2Xk9ZYZeuk9vdKsSSH36A8+b6v73//+7ruuutyLiVfffVV3XPPPZKkK664Qv/wD/+w/Wfvf//7NXfuXJ1//vnauHGjbrrpJl188cUjzrVx48acxxpjZO3up8C+9WemiGeAUEwi72KjIgo5vvZ+BunOIm5WWWuoJQEAVaGhpkWRyQ2adcZ6vXLXdJm9PCm6UU+nffl5zWi8ongBAQAosKjXoJC2qucER+kWqekJK5OR3ORQ4eG7VjYoJaZK3adIfkTKdvGOsOywlFuPPfaYrrnmGi1fvlySNHfuXC1ZsmTY637+859LkiZOnKjzzz9/l5/PmTNH73nPe3Trrbfq1ltv3adi8ogjjtjrz19++WVlMhlZaxWLxfT/2bvvOLvqOv/jr+8559bpLZNeCAkJkNB7F7CgIigL9oZl1XV1dfXnuiu6rAV17b2hAorI0mwoIkV6DyGV9JAymcn0mVvPOd/fH0NCQtq9eO+dmZv38/G4j4wz3zPzlntnzj2f8/1+vgsXLmTatGnU1NSQz+fp7Oxk0aJFdHZ2YoyhpaWFV7ziFUXn+EeoMCkl1xyvw1qgiAK7ZyDm6uUoIiLV455Np7EtGCB3iEvN+hQmtDj+yLt7C1jP4Cdd0gvreGDNQiZOnDa6gUVERErosoXH8VDHGnAgdQSkDofYZohutTg++A2Qmg02NjI+QsD0zfHRDS2yF+95z3sAiEQi/PM//zMXXngh559//n6PsdZy3333AXDOOefgunsvup977rnceOONbNq0iRUrVjBv3ryisl177bX7/NpXv/pVHnvsMWpqavj4xz/OG97wBmKx2F6z/vWvf+XKK6+ku7ubTCbDF77whaJy/CNUCZLSG3Coa4G+Aoc7WCZZQ2B9XKOp+yIiMv51pYZZscLgDNbAZIf0pATRnhzR3hzGt4Rxh3R7gjAx8ib1maWz6Y4/zqmTp49ychERkdI4cl4biWcg3WbBMWAgO3XksTdBzuWDp6lEIWOPMYbzzz+fj370o8yePZtNmzYd8JhNmzYxMDAAjMyw3JfDDz9858dLliwpujC5L/feey8/+9nPiEQiXH311Rx11FH7HGuM4eUvfzmzZ8/mkksu4eabb+bkk0/mta99bUmyHIg2QZaS6+1PMtWCV+CcbxeYEEIYVK6HgYiISDmt7N6O6QnBPv9WyxhyLTGGDq1jcF49wzNrdxYlAQhh67q+UckqIiJSDlu3/Z2apRFMxjngcmCTg/iSCA89s60y4aRw1oyfR5ncfvvtfOc732H27NkFH7Nr78epU/dRjQfa2tqIREYmaBVS8CzUNddcA8DrX//6/RYldzV79mwuvfRSrLVcf/31JctyICpMSsklko3YgRhzvOCAxckIlmMiPk88MQXPUz8RERGpDhu29e6zufjeGAy2r7BG6iIiIuPBsxu6yQ1FqP97DGfYQG4vg4KRomRiWYT4hghL1tdVPKfIgcyaNavoY3p7e3d+XF9fv89xjuNQU1MDsHOGZSksXboUY8wBe1C+2I4i5qpVq0qW5UBUmJSSm3zoMDf/fi5teYcjIz5xLJHdCpQj/7vOhJwQ84mkPe5fOoHQ6oJMRESqg/VDTLHN4tVcXkREqkjedwlCB3fY0HpThIa/e3jbDU4aTAacYah5xqX15ijJ5SOTVPKBShRSHbLZ7M6P4/H9907d0fdx12P+UalU6iV9zx3F0Xw+X7IsB6IGDlJyyajD4mfqeXZ9E4cd1sNZ8Ty9oWFb4OADMWOZ7IbUOjCU9/jjX2YRrRkqZq8cERGRMc04DtZQfHFSRESkSjTUzybuPYzf64I1JDe6JDfufZWcxeIT0jhFJQqpDvva7KZSpkyZwvr167nrrrt4wxveUPBxv/vd7wA45JBDyhVtD7odISXXGsbp6q7jnZvO5dl0HRnr0ORY5kcDFkQD5kZCEgbSocMfe6byee94Vt47GcfRUm4REakOE1prd35sgdCFfAJyNS88/Nju7ZBssvI5RUREyuXo+cdgh0b6Sx5oEooBIpmQl5+0oBLRpAjWjp/HWJJIJHZ+fKBZizu+fqCZlcU4++yzsdZy1113ceONNxZ0zDe+8Q2efPJJjDG88pWvLFmWA9HtCCm5/k0BXSdFOX3OKu7MNrIkjHNcfIBpXgYDBBiezSV5OltHj2c4bFYHW5sasaGPcfSSFBGR8a8pmSCIARmLnxjZifTFt4PDyMjDyYHxLflarR0QEZHq4fshJmcKXhlnLeSG1WNSqsOufSUHBwf3OS4MQ4aHhwFoamoq2c9/97vfzU033cTg4CBXXHEFDz30EJdddhlHHXXUbgXQoaEhHn30UX75y1/y6KOPAiOb9bz1rW8tWZYDURVISm7L9u00njLIzPoeom5ITxjlr6nWvY6NuQEnTVnPzWcfg7WOlnOLiEhV2NQ9gN/qY3u8kaLk3k5wz38ujFqceEjgaCGLiIhUj6ef2UjohxS6UNNguPOuJbzuVceUN5hIBcycOXPnx1u2bOG4447b67iurq6d/RwnTZpUsp/f1tbG97//fd7znveQyWS4/fbbuf322zHG0NDQQDweJ51OMzAwsHPDRmstLS0tXH311SSTlVvKo3fAUnKLgzTHT36OmBsUND7q+Bxx6BYC65c5mYiISGVsGxoiEgvApYD1a4bQMbjxyjUZFxERKbctm7dgbXFTT3p6SrcrsZSIHUePMWTChAk0NjYCsGzZsn2OW7p06c6PDz/88JJmOP744/nNb37DiSeeiLUWay1hGNLb28vWrVvp6+sjDMOdX7vgggu49dZbmTZtWklzHIhmTErJ9ZKiNZYpeLzjwJzWTgJjiJQxl4iISKU4niXsiezeRHJ/QoNrwvKGEhERqaCuratH1mebwouTfk7nQqkeZ511Frfddhv33HMPn/zkJzF7+V246667gJEZjvPmzSt5hnnz5nHNNdewfPly7r33XhYtWkR3dzcDAwM0NDTQ1tbGcccdx/nnn1/xguQOKkxKyUV8p+ibFY6xuCEjM0tERETGucBmCy9KAliD7dXtORERqR6t9bniZrFZSyS//01CRMaTiy++mNtuu421a9fy61//mre85S27fX3ZsmXceuutALzjHe/Ya+GyVObPn8/8+fPL9v3/ESpMSsk19yfxi61MBmDUW0tERKpE90AKip30EarTsoiIVA+n0cH4IdYt8DovtDh+rryhpHhFLseXF5xyyim87GUv46677uILX/gCnZ2dXHLJJcTjce69916++tWvks/nmTp1Km9605tGO+6oUWFSSi4xWM+wbyFa+DF+n4uZUL5MIiIileTb4MC9JUVERKrYtgnNeP1ryLfUwIGKk2GIk/EZPCRWmXAiFXLVVVdx+eWX88wzz/DDH/6QH/7wh7t9vbW1lauvvpra2tpRSjj6VJiUkpvS2MZDj9Uw6cyBgtqJ5PMO637diLlSV3AiIlIdZrc2c4/ZVNQxTqSwTeNERETGg7wbIdPmEu9MkW9NYl0H60HoGjBgQnByFhOGONkAry9F76ENox1bpKQaGhq4/vrruf766/n973/PmjVryOVyTJkyhXPOOYf3vve9tLS0vOTvv2N5tjFmt012/tFl2y/+fuWkwqSU3LzjZ3Pd+xtpPS5FtPbAO20HQy5b/pTA+byWcouISHWYO6MVL5LD9+MFjY9E8ngNavgvIiLVoyleR+9xSSb/qR/SWXJTaka+4Dw/IcVaSBqc4ZBkR4rehTVEEromlLFv6tSprFy5suDxkUiEt7/97bz97W8veRZr995Hb1+fH4tUmJSSa5nczNBwE4t/kWThu1YTrdl3cTI7EOGRry6gfWGigglFRETK65DkBM5cuIiHFh1NOrv/4qTrBExs7iUxqULhREREKuCs6Ufx09qVdJ3cSHTI4AQvWiH3/PK6oNaj/+gmhmcaFkzWUu6xxoyf+tZB6YQTTijq82ORCpNScmk/S9haT8eTLtnBOEe+ZRWJ5ixe0sdxIPANQcalb10dS66bS6orQW7WgWdWioiIjBeZdIbTj1zN1OQAv/rruQSuw177mwQhtSbN5Rf8mcWbp1U+qIiISJmsSfcQy+bxhqJ7FiV3YTA4eUvNlpDeY7R6QKQY1157bVGfH4tUmJSSW7p+HdYdOfH0rmrkvs+dQM3EYVrn9+IlA3IDUbY93UJu4IXdcbIdDtZaTCFNKUVERMa4m5/4DfMPMzz51TlMGOyhf04dmQlRdkw6MBZMaKldm6K5Y4DFyUOYf+mGUc0sIiJSSn35FM5z+y9K7mAwOFkY6NKu3CJj0bJly7j22msxxvDFL36xpN9bhUkpuc7BfmD3+d7DHTUMd9Ts97ggCPA8vSRFRGT8S2f7WHzzLAa74ni+peWpAULXkG/wsM5Is//IgI8BfCIs/sNMZp27FVpHO7mIiEhpdG4ZxMkWPt7xDbklIbyufJnkJdBSbgG2bNnCLbfcosKkjA9uzMMxll0n4SdaMrQc1ocbD8gPe3QubsZPR3Z+3WBxXLfyYUVERMrA85OsvGMaof/Cuc0JLLGe/F7H59IeS34/g9ccVqmEIiIi5fXoqudwAqCIRXFun1bQiRxsVJiUkpsx1cV1QkKgYcYgR7x5FbWTUrixAMe1BHmHMO+wfXkjy35zKJneOA3TB4s5X4mIiIxpTamFhMGDBY+3gcOaeyfBv5cxlIiISAV1bx/GGIst4krPzWt6nsjBRoVJKblktI+athSRmQMc874Ve+zK7cVCiIVMOm47zXP6eejLR9M+vxsIAc2aFBGR8a8mupbQd4o7KNQtOhERqR5ONkcs5jOcLXyn7YZYpoyJ5CWxen8i5VXkO2aRAwvzeWxoOOa9exYld2UciDfmOfkTT7NtcQtWN8dERKRKNDeuw3GL21nUcbQTqYiIVI8zD+sg4hV+bkvGsrzprKfLmEhExiIVJqXknl2f5ZBXbiKS3HdRclde0qdhxhDG6OUoIiLV4fCjHJwiT2uT5veWJ4yIiMgoWDgVLjxpGVGvsOvCRNTnvOPXlDmViIw1qgRJyXVv7aXtiF4KrTNG4iGzXr6JvL/3DQFERETGmwn1RzPt6E4K3coyVpvjjDeuKG8oERGRCnLjSd523iJmtPVi7P5nTiYiOb74zr9CVMuGxxw7jh4yLqkwKSWXqM0RFtkqMlrv4+jlKCIiVSJmDudl71hKvP7AN90cL6B15gAnHa4ZkyIiUj02dk2hbyiG81QKrz+H8UMIX1Q98kNMLqB2TT8DG11WdLeMTlgRGTWqBEnJTWmbii2yMGk9i+Pp7piIiFQH1+nhuBkDvOzTTxKpy4PZ+218JxpQNyPNxZ97iEluTYVTioiIlE9HZhLX/egIurclqF07RP3yPmJdadyUj5P28fpz1K4bpGFJL/52w7e/diw/e/So0Y4tIhWmXbml5NaGCUyRNcYQg1GdXEREqkaEKI04h8EpX1nOmhsn0floExiLDUc2gHPjIbNe18G0l3fSG2nENWppIiIi1aOpboAH7p1CEIxc5wW1luGj82RmhlgXvAGL82CANwRYyGVdtt1VC28a3dwiUlkqTErJ9WUiZPMx4gU2OQ5DWNU3gUxrnoQXLXM6ERGR8vOZx8OZJD4uyYlZFnx4PX5mI0MbEwQ5h1hDnpqpmZ038obCCJuDidTonZmIiFSJ9X/pIp93sBHouCxKdppLGAeckZNfvg0ykx2cvKX9hhxs9Iivy41uaNmTejdKmWmKmpRcYyzJExumkR8u7OXlpx0WdU5RUVJERKpGxnpsDWK7fc6LhzTOHablyEFqp2V2W12QxeWxTHOFU4qIiJRP77Ys1oHNl8dIH+ISJs3OouQONmEI6h063hIjPd3BBKqCiRxsVJiUkju8sZ3ttyTofjKBn97/mu78kMPqXzWTfypCaHUSEhGR6tDjryWwxd1w6w66y5RGRESk8pKxgJ5zPPJtDkT2f10YJg3b3hgreq8CERn/VJiUkvNwaLgvxaIrJrH1rjpyAw7hi9pm+RlDrt9h1U9b2PirJpr/MoS2vhERkWoRkCOXC4o7JiysBYqIiMh4MP/YOIPHRbDRwq70wggMH62eJmOOHUcPGZf0Wy+l15nCBEBoWPqVdlZf3cKMS3qZcNowbsziDzls+mM9m26vJ0iN3BKLdWQxxe6YIyIiMka5QQ25AOJFHJNOFVfIFBERGctmndOEXZYueLyNG/IvK2MgERmTVJiUkuvZ1IfJv3C7Irvd49kftvHsD9v2eYwJLIEf4Hqauy8iIuPfs8uHCSYUvjAlCAwrlk+A6WUMJSIiUkHPDjZio1uKOiaV0KJOkYONfuul5FzPxfhhUceYINSMSRERqRorBjpZsWQ6vl/gRnB5jye3zipzKhERkcq5b8PqoisOoeapjD3WjJ+HjEuaMSkl19xaC9ayY7vRaJPP9Nf30X76MG48JD/osukP9Wy5o54gM3KmCvM+jqs6uYiIVIfeXMDSx2dzyKwOGpqGcdx9Nz7KZT0WP3oowZZkBROKiIiUlxOkcYwhLGJHm5infssi5ZbJZBgaGqKxsRHPK6wsePrpp/O3v/2tLHlUmJSSc7DYTBYSUQ7/t24mvWwQLxniRHaM8KmZvp057+nm2R+38Nzv6nFyWcIwxHFUnBQRkfGvoaaFwO/k9htP5fyLHqGuMUU8sftOcEFg8PMeix+dzbKnDsHsp3gpIiIy3jRag+tYwgJbKDsmpClaeE9KESnM0NAQN910E/feey+LFi0inR75PTPG0NjYyAknnMB5553Hq171qn0WKuPxOFOmTClLPhUmpeS8iEvE+Bz52V7aTknhJfe80PISFhKWw/55O8b4bP2/hJZyi4hI1Zhc04QB8rkIf/rtabRN7GPhiatoae8HIAgcVi+bysrFM8mkYsDOhQYiIiJVYd6MWjYHW9k2WE9oDzQBxRJ1A5xQN+lESunGG2/k61//On19fQBY+8LvmLWWnp4e7rjjDu644w5+8IMf8LnPfY4TTzyxohlVmJSSmzBzAhNflqP1xL0XJXcVqbPMeW8f+SWNKkyKiEjVcBIOOBZCAxi6OhpZ8vhsJk7fTiQSMDwYZ/2qyTuLkgAmoosxERGpHrapjeTARibUDNKfSpAOo3sd5xCQ8HwmNvUzmFZbk7HG6O3JuPWLX/yCL3/5y8BIETIajTJ37lwmT55MPB4nlUqxadMmVq9eje/7rF27lssvv5wf//jHnHLKKRXLqcKklFyyLsFhH8oSqSvsL5hXYznpv+rKnEpERKRyahscksks6YEEM+du5rjTVhCJBMSeX84dBIaFJ66mp6ueB+9cyNBwgtkLNo9yahERkdIJrEMu73DVYbfxTN8krtt0Iik/xmAQAwwxJ0/UCTixcT1vm/Yot/Ys4P7MvNGOLVIVFi9ezJe//GWstSQSCf7lX/6Fyy67jNra2j3G9vf386tf/Yof/vCH5HI5PvzhD/OnP/2JCRMmVCSrGvpJyaWCbtymbMHjHQ9y01aVMZGIiEhlxaJbmTVpM0cev4pTzllCbX1mZ1ESwHUt8USeSdO6efVlD9BQM8TCI1ePYmIREZHSmhpt4/WtT9PkpjindTX/Ouse2mMDxE2emMkRd/JcNHER75v5AG2xYS5re4pkNhzt2CJV4Re/+AXWWjzP4yc/+QmXX375XouSAA0NDXzwgx/kBz/4AY7jMDw8zM9//vOKZVVhUkquL7WVwH+hw7G1sH57K3cuPYI/PX009yyfT+dA/W7H5LNZQltgV2QREZExbmpNnEiHZcGxa4nG973DqDGQqMnxioseYXBJY+UCioiIlNmU9XWc0rieQT/OhxZfypdWvYLVqQlkbJSsjdLvJ/nN5uN5z1Nv4e6uQ4mYgFMGNo52bHkxO44estNjjz2GMYZLLrmE448/vqBjTjvtNC688EKstdx1111lTvgCLeWWkuvZ1A/P78C9fPNk7l91GEHokvV3bsvNyq2TiUdzvOLIxUxs7Ce0FqwBtZkUEZEqMNjpMPOsLUQT+y5K7ioS9+lfr75aIiJSPbYM3klT3uP/rbyIrmwNIe4eY/LWIx94/GD9mTjGctacJaOQVKT67Njs5oQTTijquFNPPZVbb72VLVu2lCHV3pV0xuTb3vY2nnvuuVJ+SxmHzHAjGHh83SzuWXk4qVx8t6IkQMaP0peq5dYnj2djdzO5Pkd3OEREpGoMbjck2zIFj48kA6ae1lHGRCIiIpWVy23jN1uP22dRclfDQYwfrD+DWDxXoXQi1a2lpQUY6R9ZDN8fuane0NBQ8kz7UtLC5GOPPcaFF17IL3/5y1J+WxlncpE4yx9s5fF1h5B7UUHyxbJ+lNufPobl19VhHE2XFBGR6jBstmKc4u64xRsL788sIiIy1oUmzgM9sw9YlNwhF3rc1zu7zKlEDg6nnHIK1lpuueUWrC38Pekdd9yBMYaTTjqpjOl2V/Iek5lMhquuuoo3velNrFu3rtTfXsaBRHMdj3XPJetHCxqfC1yWe/NGlnOLiIhUgYF8pvj2JLo/JyIiVaQzfhi+LbzkkA0j/KnriDImEjl4fOADH6Curo4lS5bw2c9+ljA88MZS119/Pffccw/RaJQPfOADFUg5oqSFyUsvvRQAay2LFi3ioosu4ic/+UlB/wGkepiIYbitruDxoXXpX9iI62gvJhERqQ5DwzUEtrhKY25Y50EREake7dNcMmFx21oMB4kypRE5uEyfPp0f//jHtLS0cOONN/L617+e2267ja6urt3GpdNpHnroIf71X/+VK6+8Esdx+Ld/+zeSySRbtmzZ66PUSrr5zZVXXsnFF1/MFVdcwapVq8hms3z961/njjvu4Etf+hKHHnpoKX+cjFE5LwD3+c1sCmQ9CK3FMZouIiIi41/fcos7M0qckT49/WuSrP2/SfSuqAVrcGMhU8/rYtorOonWB+R9h2WPtYEmioiISJVors1iQihi0iR1iXz5AokcRM4++2wAcrkc1lpWrlzJpz71KQASiQQ1NTXkcjkGBwd3LvXe8e+Xv/xlvvzlL+/1+xpjWLZsWUmzlvzW/DHHHMOtt97Kxz72MRKJBNZalixZwsUXX8z3v/99giAo9Y+UMWZrZqDoY7SIW0REqkku0cdTKw8hNRDhkU/P47HPzWXbw83k+qLk+iOkO2Os/u1k7vvQQjb8qQ0/cFmSmTPasUVEREpmQX0tNa7/os9aIk5AzM1jXnwVaC0nN/VWLJ8Uxtjx85AXdHR00NHRwcDASH3GWrvzkUql6Orqor+/nzAMd37+xeP29Si1ks6Y3MF1Xd73vvdxwQUX8N///d/cd9995PN5vvOd7/DXv/6VL37xi8yfP78cP1rGADuULWq25PNHYbGowZaIiFSDfKvPqnWTsL9wyXd42GDPe8HWd8gPOTx73VSeWTUTf1phvZlFRETGg0mJY5mWfIplwy1EHZ/Dm7aysHUTnhlp9WaATcONPNE1ne2ZOhq8HG+ekhnd0CJV4uKLLx7tCAUrS2Fyh6lTp/KTn/yE22+/nS996Ut0dnayYsUK/umf/on3vOc9fOhDHyIS2f+uzTL+BH15jBtgg0JfXhYnmseEUOCGbSIiImNa/dQETX/tJrM1inOAVttB2sM8aIhepOVrIiJSPfrCbVzYtJZt+RivnbWYmOvjObvPtjq0YTtTa/pY1tPO8m1T8SKbRimtSHX50pe+NNoRClbWwuQOr3rVqzjzzDP59re/za9+9St83+dHP/oRd955J+94xzsKKk5edNFF5Q8qJRF3I0TIkjNuYTMnDdRsGCY0tvS9BUREREbBzNYcyRW5AxYldzB5y8zntpc3lIiISAWZ8HFuWz2HCxcuJhnZ9823uOdzREsH4WCUgaE07dr/ZmwpejWkSHEqUpgEqKmp4T/+4z+47LLL+MIXvsADDzzAmjVruOKKKw54rDFmzBYmV65cyU9/+lMeeeQRenp6aGxs5Mgjj+TNb34zZ5555mjHGxXtM1tp+uUAXed5hJkoOBanNo+Jh8DIpjhhysWmImDBTWSofzSNa1SWFBGR6tD79EY8ayn0lptjwVup5kgiIlI91g5sYua0HpLRA68IiLkBR0zbxK9WHMHn2ioQTkTGjIoVJndYvnw5a9euxTy/+3I5GmdWyt/+9jc+8pGPkM+/8Ie2q6uLu+++m7vvvpu3ve1t/Nd//dcoJhwds5vb8HLQ2DJIKhfDNy7WgRc23LY4tT6m1idifVrNIOH8lp2vCRERkfFuoMOHsLj+JEFe50EREakej25OMmnCmoLHR1yfwUiBSw1EZL+2bNnyD3+PyZMnlyDJgVWsMLlo0SKuuuoqnn76aWCkINna2sob3vCGcdlnctmyZXzsYx8jn8+zYMECPvnJTzJnzhw2bdrED3/4Q+68806uvfZaZs2axVve8pbRjltRNrQ0XxLQ7RgGSYC755Y2OyZHBr5LbW2O4OhKpxQRESmf3GAzAYNFtSjJFdybWUREZOzryYZMcoKCx3uu5ZBJ28qYSF6S8TuX7KD2spe97B+a/GWMYdmyZSVMtG9lfwfc29vLV77yFW699VbghRmSb3jDG/h//+//UV9fX+4IZfGtb32LTCbDjBkz+OUvf0lNTQ0ATU1NfPe73+WjH/0of/7zn/n2t7/N6173Ompra0c5ceVs7Osl0pqiq2cKNrL/X4TQM6wdaOOoac9hrdWsSRERqQrZ9llYs7ioY4abtCu3iIhUj5yN4BbabPl5EbfwQqaI7N94WaFc1sLkTTfdxFe/+lX6+/t3/geZOXMmV155JSeeeGI5f3RZrVmzhnvuuQeA97///TuLkjsYY/jUpz7FHXfcQV9fH3/961/H1Vbt/6juYBtruidgo4UVGQPXYftAgtBaXBUmRUSkCoStNWTaPWo2+gWN92OG7oU1Bx4oIiIyTuS3+AQzHZwiipNhqoyBRA4ihdSgstksg4ODrF69mq1bt2KMYcGCBbzzne8sf8BdlKUwuWbNGj772c/yxBNPACNVWs/zeM973sMHP/hBotHxPSPgvvvuA0YKkOecc85ex0yaNIn58+ezdOlS7rzzzoOqMLkp3UHaFrE834EtuUZUkxQRkWrRPrGBvpMSxLcN4Wb3f7faGvDrHLJTi+tJKSIiMpZtXlHDrBMcIl5hhckgNHTcVQtzyxxM5CDwpS99qajxixYt4tOf/jTPPPMMixcv5lOf+lSZku2ppNsg53I5vvGNb3DRRRfxxBNPYK3FWsvRRx/NLbfcwkc/+tFxX5SEkQ18YKQRaHNz8z7HHX744QAsXbq0IrnGip6+nqKPCa1DPtC0fRERqQ5nTZuKmQRbz64liO37zlvoQL7e4bnXNnBkW/HnTxERkbEq1RdlYGms4PF+2mH975vKmEheEjuOHvKSHX300Vx99dXU1tbyy1/+koceeqhiP7ukhclXv/rV/PjHPyafz2Otpba2ls985jNcf/31zJkzp5Q/alRt3rwZgKlTp+533I4djDo6OvD9wpZyVYNkmHwJR1kc/SUREZEqMbNmBY3RDMOHRHnutQ0MTY0QxAxBZGSz7iBq8BOG3oUJ1v9TE2Hc8NY5xfWkFBERGcti7XUs+0Eb2aEDL9TM51y2/KWOvuT43INCpBpMnDiRN7zhDVhrue666yr2c0u6lPu5557buXnJueeeyxVXXEF7e3spf8SY0NvbC0BDQ8N+x9XV1QEjS9kHBgb2O7uymhzVNAvbv7qoYxwfIt74n00rIiICsKbzUXqyccCQbfPY/NoG3FRIfFseJwA/YUhPioCzYzal5f5tUzhj9mimFhERKZ1kNMEWr5W/3NHO+a96img0j+vuORklm/VYv76dh1fOIX+E2pqIjKYjjjgCgKeffrpiP7PkPSbb2tr4zGc+w/nnn1/qbz1mZLNZAGKx/U9Lj8fjOz/O5XIlz9HUlByTu1intzcQcQNyuEAh+SyJaJ7mZjX9H+uc5y+gHcfo+Rqn9ByOf3oOx4cnlvjk7O4rCIKkw/Csfb13MNy1dSZf1XM65ul3cPzTczi+6fkbP2bXt7DiuD4G+lxuuvUMFhyxjrlzNu38ujGWnt46nlo0hy1bWzBNIV4m1PM6xhgtbDyoDAwMADA4OFixn1nSwuQb3/hG/v3f/53a2tpSftsxx3XHxl0czxsbOV5s1fBm4tE8+ZxbwOJsizEWpzYgsCFRr6wbxUuJGGNw3bFXFJfC6Tkc//Qcjm0bsxMIbLaoY9Khh+uWtMuOlJF+B8c/PYfjm56/sS+SiMDz57V0Os5jDx/Gspum0ZgfxnVChoMY/e315OtHrgHDqIPJGp0LRUZJEATcfPPNAEyYMKFiP7ekVaDPfe5zpfx2Y1YikQAOPAsyk8ns/PhAsytfCt8PxuSMyZTtAceQjOdIZaLYfc6aHClK1iZyWGuw1hIEhe3YJqPDcQzGjDxXYahbZ+ORnsPxT8/h+FDXOBVj1hR1jAWdB8cB/Q6Of3oOxzc9f+PHpJlNsBbA0rB0iJpNGUxgMaEhxCWOT3RNL0Hcofv4BvxaD+rcMXsuVMFUqlEYhgwNDbFs2TJ++MMfsnTpUowxnHbaaRXLoOlpL8GO3pEHmtq6Ywqs67oH7Ef5UvT2pkr+PUthaiICQMQLqU1kSeciBMHuW9sYIOIFxKN5HAdsAD09Q3iOXpJjWXNzDa5rCENLT8/waMeRl0DP4fin53B8OLKpFSimMGmpq0/pOR0H9Ds4/uk5HN/0/I0fiejIHgKtj/YT687hBLt/3QBu3uLmAyY80EvnqU0k2mrH7PPa1lY32hFGh+r/49L8+fNf8rHRaJR3v/vdJUyzfyr5vwSzZs0CYMuWLfsdt3XrVgDa29txnIPnP/Wcmtm4jNzlct2RGZF1yQzJeI5kLE9NPEd9TYZkfKQoCVDnplWUFBGRqtEXbqGxaYhC3807bsjESb3lDSUiIlJBLTUJGjak91qUfDE3Z2l7pI/WuuT+B4pIQay1L+mRSCT46le/yvTp0yuWVZWgl2Du3LnAyC7kQ0ND++ypuWzZMuAfq1SPR3NqZjGlY5hN7bUwMnkSx4Gos48p+RmYniquD5eIiMhY5pCjvmmI7u76A9YmLRbrQFtNf2XCiYiIVMCx06eQXJ06YFFyB5O3HOmVvgWayMHohBNOKGic4zhEo1FaWlpYsGABr3rVq2hubi5zut2pMPkSnHXWWfzP//wPQRBwzz338JrXvGaPMVu3bmX58uUAnHHGGZWOOKo6tveT/lsz5jU+tinc/7zcPDgbI6SfqYfq3chdREQOMo4zSOe2RsJkiEk5YMHspeeyxYJnsfGQoFdvy0REpHo8+uQzmCL6gLq+Zcmdy+Gtry5jKimalnKPS9dee+1oRyjYwbO+uISmTZvGcccdB8B3vvOdPXpNWmu56qqrCMOQpqYmXve6141GzFGzZsMSjG+I/V8tptuBzD4GZsBZFyH6lyT9PUmCcGw2ORYRESlWPB9jKB8DB2xNiI1arLEjsyN3/OtabCLExi0hDos2zxzt2CIiIiXz96VLMfniqlrpznyZ0ojIWKXC5Ev0H//xHziOw/r163nzm9/M/fffT09PD0uXLuXDH/4wf/7znwH48Ic/TDJ5cPXJCINBcqGHyTrEflNH9I4aTIcLGQNpM1KQXOMRu62W6J+TGGsIMdjQH+3oIiIiJbFk0y535QwQsyMFytoQm3zhX7znvw4M2+hoRBURESmLTOCzl8UC+6XJeSLlNzg4yLZt23Zu2DzatGboJVqwYAFf+MIX+MxnPsOzzz7L5ZdfvseYd73rXbzlLW8ZhXSja+qkNnLhWgxgrMFdH8FdHxlZruaACfc8O+VCD8/TBZmIiFSH0I+DSe3+SfOif0VERKpYvDFKGDE42cLLjflGzZ0SKbXh4WF++9vfcuedd/LMM8+Qz78wMzkejzN37lzOOeccLrvsMpqamiqeT4XJf8DrX/96jjjiCH72s5/xyCOP0N3dTTKZ5Mgjj+TNb34z55133mhHHBVO8xRCD9zn97OJJXIcddqzzD1qI9GYT3o4xtMPHMqKp2YSBi4AmYm6NyYiItWjPeFj7C4zPyxE+iHabTABhHHItFvCXXr8F7o5gIiIyHgwMGCwEQMFFiaDmGHo0HiZU0mxjC7Vx7UHHniAT37yk/T09AAjrQd3lU6nWbx4MYsXL+a6667jC1/4AmeddVZFM6ow+Q867LDD+MpXvjLaMcaU57KdpI/MU/NYhLNf+xRHnbYKL+ITib7QQ7J9ejfnXvI4f73xRJY9M5P00T5+GOA57igmFxERKY35jR4mb8CDWAfUrXZwfHD8kemS1lhq1xry9Zb+wy2hBzMzfaMbWkREpIR6tqYYOjzChMVD5DORA473kgE2r1V0IqVy33338YEPfIAgCLDW4nkehx56KNOmTSMej5NKpdiwYQNr164lDEO2b9/OBz/4QX76059yyimnVCynCpNScplMhuyMLJfMepR5xz9HLLFn78hY3Ie4zyve+DCem+Lulpk4RmvbRESkOvT0R6nbaMl5DrXPmZ0FyR2MNRgfoj3Q8qih96iQxm2aMikiItUjcEMuee0TbI/XsPzRqeT2WZy01DVluPzLd/HZa95c0Ywi1WpwcJB///d/x/d9HMfhXe96F5dffjktLS17jO3s7OTqq6/mmmuuIQgCPv7xj3PHHXdQW1tbkaxq4CAllxhMcPSW55h3zMa9FiV3FU/mOffip5m0qQ+sCpMiIlIdViyqoW5rSO2GPYuSuzIY3Jyh+QmHzo7GygUUEREps+gEj7MXLOPI120h1ZYkdA12lwqEBULXENS6JE61tE0Y5MSjVo1aXtkHa8bPQ3a67rrr6O/vxxjDF7/4RT75yU/utSgJMGHCBD71qU/xxS9+EYDe3l5uu+22imVVYVJKbqjb42VHP0ustrCZH5GEz5nBs2gPNhERqRY1gUfej+DsZcO3vXFCQy6nhSwiIlI9Zk5fy6YtLfz85pcz2NZA/4JmhqfVkm2JkW2KkmlPMDivkYG5zazbPolf3Ho+F5z0xGjHFqkK99xzD8YYTjvtNC666KKCjrnooos444wzsNbypz/9qbwBd6HCpJTclo0raJicLni8G4HDz+rAqi4pIiJVYsjxi7/fVmARU0REZDyocXu56a+nM5xOjHzCMeRb4qRm1JGaVU9mSg1hbGSPgVw+wtJV0wlzKlGIlML69esBOP/884s6bscmzhs3bix1pH3Sb72UXDzaW/TFmOtZ8rlceQKJiIhUWH9r8Zu56f6ciIhUk/zWCFs6mwsen8rE+NsDR5Uxkbwkdhw9ZKdUKgVAfX19UcfV1dUB0N/fX/JM+6LCpJTcxLaWov8mWCAWj5UjjoiISMUNpHMUuxTAupoxKSIi1WPjs+1k84W3KbHW4ZlnZ5YvkMhBpKmpCYB169YVddyOmZY7jq8EFSal5OYcfQimyFdWNh3BaFduERGpEvVEICyuMGmKHC8iIjKWDXXHCILiVhCkhqJlSiNycFm4cCHWWm6++WZyBa5OzWaz3HTTTRhjWLBgQZkTvkCFSSm5pSu6WNXRXvD4rO9y15L5BOH+d/AWEREZL+xzPZjC9oAbEVji21JlyyMiIlJpoedjwrC4YwrfqkBE9uO1r30tAJs3b+bf//3fyWaz+x2fzWb5xCc+webNmwG44IILyp5xBxUmpeQG+0N+v/0YhvOF3e3KBBHuz80lLOYCTkREZAyLBt3EOlPgF3ZBZkJLvCtT5lQiIiKV0z4/jc0XsSouCIh2DZQvkLwkxo6fh7zg5S9/OccccwzWWv7617/ymte8hl/+8pesWLGC4eFhrLUMDw+zYsUKfvGLX/Da176Wv/71rxhjWLhwYUULk4U3fBAp0KCXYHN/M79ddQKXzXmMZGTf04YHczG+98x5ZGJRPK/4jQJERETGosYmj2h3ltTcOCZnMMG+L8xCzxLrHcLRDToREakizccm8e5OkW+vBefABUoTQqJFUyZFSsEYwze/+U3e+c53sm7dOjZt2sRVV12132OstUybNo3vfve7FUo5QjMmpeRapjYDlsc6Z/PjpWexZbiBoXx0Z6utIDQM5aOs7G3na0+9ik1DzZjQkteUSRERqRLnnn8YqcNd+s/K4TfksDYkV2NJtRpSbYZ0i8GPWKwNSS3MsP1Sl0RbYf1/RERExoPpwy7RjiFMzj/whnD5gPiaHrzausqEEzkItLe3c8MNN3DJJZfgui7W2n0+XNfl9a9/PTfffDNtbW0VzakZk1JyE2rrMFgshmf7JvH5x17H5JpeDm/aTCKSoz+b4OntM+jPJV84yEDU1ctRRESqw8ypp9N/3mPUPuPjbndJtTtYz+w2YyR0DSaApjvydL/OMPVd8VFMLCIiUlqJvEcwqYG6p7YydNQkwogDkRetkgtDTGCJr+3BzVlctIpuzNES6XGtvr6ez3/+8/zrv/4rDzzwAIsWLaKnp4fh4WESiQStra0sWLCAs846q+IFyR1UCZKSO6F9CsYzu/392jLcxJbhfW83n4zpBCQiItVjY7qf2CDYziSpSRHw9lykYiMONgJ98+tp+uMAy/95dN4MioiIlENdIoFXmyY/rZXk4k6ChijZqfXYmAcGCC3RjkEi3VlwDPnpLcSiQ6MdW6Qq/PGPf6Suro4zzjgDYwwTJkzg4osv5uKLLx7taHtQYVJKLhVmqK/NMDAcI7QvXIg5WYuTtwQxg428MGMk6vg0Nuk2jIiIVI/N6X4iT3gMTdx7UXJXNuowOKcOuzQFJ1cooIiISJlNOLSeeHSQTH8WL5UhMpQmvrl/j3HWgI1FCW3A/AXbRiGpSPX5yU9+wsqVKzn11FP52c9+Ntpx9kuFSSm5bdl+Tpi0gQfXzySVilG/LEvLo1nctAUzsltWttlh+ykJUoc4NCRSTK0fJLQWxxSxa5uIiMgYNdSdIt0Sx0YKa+cdug4sVq9lERGpHvGmRpLp5fjbUphw3xNRjAWyOSLPdjLxc72VCygF0W7X49Nzzz0HwFlnnTXKSQ5MhUkpudAGHNq4hbbJfTz6X/NwhyxOfvcxyS0BU/4wRDAZzvv8ItJObHTCioiIlMG2Vb2EXhE321xDqlk9JkVEpHrETRNDS7P7LUruYCyQztG1vB1mlz+byMGioaFhtCMckHbllpILU134aYcVV84g0hvuUZTcwc1CfFPA0q/OosZNa7akiIhUjQ2di7FFnteKKmSKiIiMcZsfSRJmilgNEFoW/7C2fIFE/gEPPfQQH/rQhzj99NM58sgjOemkk3jHO97BrbfeShiGox1vD6eddhrWWv7whz+MdpQD0oxJKbnsUJrNf2kl2xNhpKvxvoV5l/5VNQwsq8Vv8/G0M7eIiFSBPN1A+2jHEBERGTVP37ca7MhsSQuENTHyExsIk7GRFl9+iNc5gNczhAktBhjaMjyqmUX25stf/jJXX331bp/r6+vj4Ycf5uGHH+b3v/893/ve94jHx87ql89+9rM8++yz3H///XzgAx/gve99LwsXLsTzxl7NZewlknEvlfbYfHsbYb6wnbb9YY/1N7XjnqOduUVEpDqELQa2FnmQqyZOIiJSPbZ1D4AF6zpk5kwc2Y3be+Gaz0YgP7WZ/OQmohu24/WnsGNw5tlB7yB/e3LjjTfuLEoeffTRfPSjH2XOnDl0dHTw85//nD/84Q/cf//9XHnllXzxi18c5bQvuPHGGzn33HO57rrruOeee7jnnnuIRCJMmzaNuro6otHofo83xvDLX/6yIllVmJSSG+pLEvrFdQnoX1VLaC2ulnOLiEgVsInJ4OYotGuOyYfkp/nlDSUiIlJB0cY4eIbMYZOxUQ+cvVzruQ64kJvZCuu7iOT20QdMZJT8+Mc/BmDu3Llcc801xGIj+2O0trbyta99DYA//OEP3HzzzXzkIx+hvX1srJj55je/iXlRfSWXy7F27doDHmut3ePYclKPSSm5of4MQa64l1bgu1BAU2QREZHxoKHZJTMzAL+wmR82AvkWnQdFRKR6nH2hS35yMzbq7r0ouSvPJTejjaPOG6hMOJEC9PX1sXHjRgAuvPDCnUXJXb3pTW8CRop5ixcvrmi+A7HW7vbY2+f29qg0zZiUkqtPxAgCp6iqdxiaA5+sRERExonowBbCujqy7SGxTkZmhOyNtWAsw7N96uPZimYUEREppzlT0/gtNeAUeGXoGCYcW95M8hIcxPdNnV1eu76/95UtkUhkr+NH24oVK0Y7QsHGzn81qRq1ngtFTvsNEi7uGPolFhER+Uds22ypS6bJTwhJTw8JXQu79s0KLViLX2MZPjTAiYe0NA6OXmAREZESe2hJQCReRFXLdfjLQ4eWL5BIkerr65k5cyYAf/zjH8nlcnuMuemmm4CRAuWCBQsqGa9qqBIkJdcYi5BtimILrE2GrsGvNYSBGh2LiEh1SG+vp61pEM8NCeotqTk+qVkh2daAXHNAZlLI8FyfzIwAoiHJeJZsRpvAiYhI9bj/2RxB/kUlB2tHbs4FdueO3bsKMypRyNjy8Y9/HMdxWLVqFe9617t4+OGH6e7uZsWKFXzmM5/hhhtuAOADH/gAEyZMGOW045OWckvJNbTU4WbThJ6Hkw/ZX30yNBDEHBJbunH2tcxNRERknJk97RDWDPcxc3InG7a0EYQOYdIhTO5+EeY5PolYnqkTu9m4oWmU0oqIiJRePNKP40ZHNkYNLU42wM3tPhnFOoYg7mI9A8ZQG9tzRpqMLnMQL+UGePnLX853v/tdvvKVr/D444/zjne8Y7evT5o0iY9+9KNcdNFFoxOwCqgwKSU38ZB2mjoH2HDCVFoWD2Axe93RyYYhOJa+WUnOTU0ZhaQiIiLl8cpjj+K3y5dzWFsHbz3+QR7aMocHO+Y836bJYC00xYY5b9pSpjd2c/W604ltGuXQIiIiJXTI9DRroi5BxsEb9sGyx6QVE1jMsE8YdQgSDvNnbxuVrCL7MzQ0RDKZ3OvXuru7efLJJznzzDNpbm6ucLJ9mz9//ks6znEcotEo9fX1TJo0icMPP5xXv/rVHHfccSVO+AIVJqXkjDHMvvQE+n/7JPgG21C3+47bFnAMoXFgYID65TnO+MIbRy2viIhIqR06awrTH9rOBc1LqI1led3sRbxm1tP0ZGvIBx610Qz10QwAfmC4tP1xcm3njXJqERGR0jlhfjt/IoU37O931p0BnFyIdSynnbqhYvlECvH5z3+ea6+9FhjZgfttb3sb06ZNo7e3lzvuuINvfvOb3HDDDTz++ONcc801tLa2jnLiES91d+0gCEin06TTaTo7O3n66ae5/vrr+ad/+ieuuOIKPK/0ZUQVJqUslqzcAngEU5rAcUf6h1ie3310xw7cFupiuNt6uHPxGk467YhRTi0iIlIaNlzLJcc+QzL6wk7brmNpSwztMdZzLZNq+jnyrNuAf61gShERkfKpi5yCn76LSAEFEgO4OcufVs/nBO3MLWPEgw8+uLMo+fGPf5z3ve99O7/W3t7O2972Nk444QTe9KY3sWbNGr7+9a/zxS9+cbTi7uZjH/sYQRBw9dVXMzQ0hLWWxsZGjj32WKZPn048HieTybBlyxaeeuopurq6MMbgui4nnHAC+Xye7u5u1q9fj7WWG2+8kUgkwmc+85mSZ1VTPym5bX2D5J/Zjpn4fFESXihGus7zRUkAA66HaW9i6S1PjVpeERGRUsv4d9DUOvjCKe8AamI5nhqMlDeUiIhIBf3f3zbgDBU+a8taePqhljImEinOb3/7W2Ckj+Tll1++1zHz5s3jjW8cWQF62223kU6nK5Zvf973vvexcuVKBgcHSSaTXHnlldx33318//vf51Of+hQf/ehH+dSnPsW3v/1t/v73v/P1r3+dpqYmgiBg6tSpXHfdddx+++384Q9/4Oijj8Zay69//WueeeaZkmdVYVJKbuXy53Ca41hT2MvLTYBJW4JQu3KLiEh1WNq1ec9GWgfgJbIHHiQiIjJObNn4LCYofLxjwes4yHdakTFl/fr1ABx11FG4rrvPcSeeeCIAvu+zcePGSkQ7oD/+8Y/8+c9/xvM8fvKTn3DppZcSiez9JrgxhgsuuICf//znRKNR/u///o+//e1vAMyePZuf/vSnO5eo33TTTSXPqsKklFx2MItJxij0iszPRfAmJHbvQykiIjKOre+K4RS7jeXBvu2liIhUlWwqwBQ596SYQqZIueXzeQByucJ3iy9mbDndcMMNGGO4+OKLOfbYwvojHHbYYVxyySVYa7nuuut2fr62tpbXve51WGt58sknS55VhUkpuawdwosWdwYynoPj6uUoIiLVIczNJgiLmzIZhPu+Ey8iIjLe1MV8bLGXeEWuNpAKsOPoUWKzZs0C4Mknn9xvwfHxxx8HwPM8ZsyYUfogL8HKlSuBF2ZzFuqYY44BYNmyZbt9/pBDDgFg27ZtJUi3O1WCpOQGYquL/ptgnJFpzyIiItVgWvIEwr1cjdkQ/LzDi/cB8EPD4lWHVCidiIhI+dW157BF3HMLDZiJuiaUseOCCy4AoK+vj2984xt7HbN69Wp+/etfA3DmmWdSX19fsXz7s6PX5Y5Zn4XKZkdaC724EJtIJAAYHh4uQbrdaVduKblYTfEnE+OGYANAjf9FRGT8O/HwQ/jf+w/jzKOegRBWPjWDh/6ygOGBxMiSbWuYMW8rp7z8Gdqn9ZLNRwi3vny0Y4uIiJSM15omO6WB5PrCxtsIuOcOljWTSDFe9apXccMNN/Dwww9z9dVXs2nTJt7+9rcze/ZsUqkUd999N9/5zndIpVLU1dXxyU9+crQj7zR58mQ2bNjA3Xffzetf//qCj7v33nuBkV3Hd9XR0QFAY2NjyTLuoMKklNzc9kNJNt5HdjhW0HhjQmYdv5lINF7mZCIiIpXhOg7PpY5j09Yt/Pknp5MajJPP7n7zbeWTM1m/YhJzjt6Id9Qwl515xiilFRERKb0OP0rvOQGx37i4B9ioOIzA4DEWt0kTVcaag7kFtjGG73znO3zkIx/hwQcf5I477uCOO+7YY1xrayvf/va3dy79HgvOOOMM1q9fz5133smtt97KRRdddMBj/vSnP3HHHXdgjOHMM8/c7Ws7Pj937tySZ9VSbim5ltYsR756FZF4YVOGo8k8E88ufZ8CERGR0RLYkC01PdzwlZfTv712j6LkDtlUjGWPHsITt8zj9vRjFU4pIiJSPn29dYRNsO0Si5+0hPuoPgQxGFxg6T8VsjnNnZKxpb6+np/97Gd861vf4pxzzqGtrY1IJEJdXR0LFizgIx/5CH/605847rjjRjvqbi6//HJqamoA+PSnP81nP/tZ1qxZs9exa9eu5fOf/zyf+MQngJFl2+985zsB6Ozs5H/+539YtGgRAOeee27Js+q3Xkpua3Yd/TNdphzWxablE/D3c3KJJnIc+6qVPJA+hHcGGSKuZk2KiMj4t2RwA+a2CPgOmP138g99F3eL4Z6ly/jXGa+tUEIREZHyak4aoiYg0+aw5Z1Q94yl7ikwOzp/WchMh4ETIff8qlF/UCUKGXscx+GVr3wlr3zlK0c7SsEmTpzI97//fd7//veTyWT47W9/y29/+1uampqYPHky8XicVCrFli1b6O/vB8BaSyQS4Stf+QqTJ08G4Ec/+tHOHpqTJk3ikksuKXlW/dZLya0bijO9vpdDPvYsf/nRSWx4ehLZVAS7yyYArhfgxXxOeO0yjn31SrZv9DB6OYqISJVY1rsOsy0GToHbixqDc0cULihvLhERkUoJ6wzZ0AUDNg4DJ8DA8WDyYAIIY+y2hjOCT344Omp5ZR8O4qXc491JJ53Eddddx+c///mdMx57enro7e3dOcbusiPjvHnzuPLKK1m4cOHOzz333HNYa5k6dSrf+973iMUKa9lXDFWCpORqvGm0xvtwvZA3/MuDdG6t47E/H8bap6YQ5B2iiTyHn7mOY162hub6DEPWcPqkVQecUSIiIjJePHXnyuIOMAa6dTEmIiLVY4sXJZ8JiSR87I4KpAEb3XutKxd6+LXqNidSSkceeSS/+c1veOSRR7j77rt59NFH6ezspK+vj3g8zsSJEznqqKN45Stfyemnn455UV3mNa95DW9+85s59dRTiUbL815VhUkpuRk1Q2zzLceYgJ986Xi6fZcjL1rLKa9/BmPAhrDp6RZu/5/jOP2EbZz0xmd52glwVZgUEZEqEWxPA6W/oywiIjJepHOG0LiErsV4dv87XATgpzysq8KkSDmcdNJJnHTSSUUfd+GFF5Yhze5UmJSSqw3yRFyfb/3nqSxf2kIu6/Hsg5Of/6oFXihA3rq2gbxvmHzpeqwNMEYnIhERGf9iYaT4pU9aKiUiIlUkOmhxPA+zNQKTs5AIwGXXy0EIgNDA5hhe3iVoyY1SWhEZLaoCScmtX5eg54EJPLu8mVz2hdq3tRYb2t16GKRSEW6/5VDqOuKMnKVERETGv3lHNex+4XUg1mIC/8DjRERExonp+QjugIsJHdgUh21R8Bm5EWeBEBh0YV0Ck/YwATT2qzA55thx9JBxSYVJKTnHj3Lbr+eRTkdGipC2HwbXYbeswXasxW5eg8luhDCFtZbhYY8Hbz6EIAxHO7qIiEhJzJ+Vwvg7rr4KYQla1dJERESqh1eTxgnAeiEckoKJOYgwcuPOMFKNqA9gdgrbkMdYQ208P7qhRaTiVJiUkqv1fPp6Y9jQxwyuI9jchb8lIByCcBDCYcivzxFu3YIbPEcYGh57YBIRVxdkIiJSHZLNQwSHB5hEATfd3BB3ehYzNSh/MBERkQpxGmPghjAjDVG79wVyDiOfb89i6/MMZxIVTikio009JqXkoqYGG4aYwc34neHIFP29CIcgn88Rmb6JMGwnDMDRK1JERKpANtdI7ekbcIxh+IYJ2LQDdi834KIh7sQcNRd2kbs/WfmgIiIiZRKvyWAneODZne1NnEEHZ9CBEGzMEjQ/33fy+eJkuFlzp8YaoyXSUmYqA0nJPbBliDDWR9C776LkDjYLfkeWsDkNjmZMiohIdVi5th2vfg1OLdS9ZyuZR+rJP1Oz28puUxMQO3WA6OEpjAPeUdnRCywiIlJi0xoTkMmAA26XS3R1FJM3GN+MnA9dsI7Fb/fJzc6BA16TekyKHGxUmJSS2x4fIr1qGFvg9VU4CPnhXtL5HDWxeHnDiYiIVMCmngFMw8jHTm1I8tw+7Nl9hL0e1jc4NSFO3e5Lt906LeUWEZHq0dDUBB1biayLEN0YHSlI7ioAExgimyN4PR6p41OYJm0EJ3KwUWFSSi6aShEW2bM4t8En5unlKCIi1WG4v2+PzxkX3Nb9XHBp5YCIiFSRXDgRt2fb3ouSuzDWQBoSixKEp6gwOeZoKbeUmRo4SMnNqW1+aX+89AdPRESqRCQNBMUVGm1ahUkREakeeX+Y2JrYfouSOxhrMCmDGdRFocjBRoVJKbkpTZN2NjcuhuvubZs2ERGR8afZqcNmCj8Z2hz4f9fmNyIiUj2Gtq/H5Ao/FxrfkNigEoXIwUa/9VJy9W4zpshXVnQGGKOZIiIiUh0mTJ9J/m81hRcn84b84+qzLCIi1aOvexBTxMpsg4H+SPkCiciYpMKklFzXti5qX+ViC+yVFcYdmt/mEAYH2MJbRERknPBSMYJHYgRrogfcDM6mDNlf12MG1VdLRESqhwlDil1K54cqUYw1xo6fh4xP+q2Xkhty+hk4egph4sCb2VgDQWOc9LQmrFVhUkREqkOucxAnnSf3i3r8JxPYYYN90cZwNmUI+x2y1zYSrojh5lSYFBGR6hFPmqKrRYEmTIocdLQNspRcw6QmOp9px17WQssNSzBpHyfc84QUeg5BU5zufzqSzNoM5hzVyUVEpDr0Dw1i/ACTDcndVEf+L3V4Jw/jzsthIhY76JB/MEm4MgaBxR3OvpT2zCIiImNWrCUyshFcoSc4a3EaD7DMQESqjgqTUnJDbh0AQXOCrnceTc0TW0ku3gbWjuy8bcBGXYZOnEL6iAngOaSH4ziOCpMiIlIdYpNDDJCtCxk+JE7jeh97f4LsXXU7x7hxn3yNoXeex8S70zgRrUESEZHqsebpBCawWBcoZD8BC+HmaNlzSZH09kTKTIVJKbnh0GDtyInHJiIMnT6doVOn4fZlMPkAG/cI6mO7nZxCa8gFPlFXL0kRERn/JhxST77FoevCJP9x5h+ZU7uNFY9OY+miGeSyHo3NQ5x4zrO0z+zlh0+dzUPxOcy6p3e0Y4uIiJRMbmsSN53FTxpw7P6Lk9bipi0m61YuoIiMCaoCScn1Dg4TvLhpsWMImhP7PCYMHSKOTkIiIlId5hwxje6Tn+Gq827kkMYuYm7Aaeeu4LRzV+wx9kPH3o1rAzpyE0chqYiISHkk+iMYskSGLX7SYB07sqx71wLl86vq3LTFDYCspueJHGy0dlZKLuv7hAXuyD3C4idD8kFQtkwiIiKV1BafwblnLmdmw3Zi7v7Pb7XRLO877j7yR9Xtd5yIiMh4Utsaw9gAA0RSFi9lcfJAYCG0GH9klmRk6PmiJOAOZUYzsuyNHUcPGZc0Y1JKzuYsuYaA2HYXU0CnY+tAvi7EVY9JERGpEs9s38bFhz1Jwitsp+24m+eY9qfLnEpERKSCmgJMKsAmR8oOTghOZj/VI98nOlzYeVNEqocqQVJyh9U0ETqWyKAPe9mNe1fGD4l1Z5/fE0f7kYqISHVYve4vxNzCL66ibsCrDllcxkQiIiKVlR2wRDqGIV/YyjiT8XHCWJlTichYo8KklNzMukaaF2doe7CPaF8ekwv3HGQtJheS3JSh5bFBmpbnCtqoTUREZDwI+rfgOcW1KIl7+TKlERERqTzXeERMHK97GPL7uVlnLSadI7ktV9ju3SJSVVSYlJJrm9xAy6IMXs7SsHSYyGCIyY30EcECocXJQbzbp351Gi9rmfREFqOTkIiIVIlIJsTa3c9rDpAwLjXGJb63t2B5NUcSEZHqcfjsmeAY4imP6NYhyOZ3L1CGIWR9nN4UyS1ZjBOBenWbG2uMHT8PGZ/0Wy8l198zTMQahtqjDB5aBxGHSBbI7hgxcqEW1EbpOaaJpsV91GiSiIiIVJFk6+FY/1aIQRSHZidK3LjAyFnQYrHAQJinz+axQMfaGma0jmJoERGREppQV0cYNXgZiAUxopvz5E2eIG7AgJMLifgujvHAcQgdiDXERzu2iFSYZkxKyaWGsuQbPAYPrcNG9v8Ss1GHvgUNhFFDGOxlybeIiMg4NGveYTy3somEcZnsJqhxPFxjcI3BMQbXOHjGodGJMtVNkE5FufWe40Y7toiISMmEKZ/0RI/w+UtCYwxRoiQyERLpCLEgNlKUBKwBv8bBy+qaUORgoxmTUnJe3GVgSvyARckdQs9hoMXDcVUnFxGR6rBhSYZN983nVcc/hrufViWOMXjWYUbUZeXiaRVMKCIiUl5DYY7eIw2Z+gjNK/I4mRDT3QcDQyNtvmJRmNBMUBsj2+IwNNUjH1dhcszREmkpMxUmpeSGGvLk6qOFH+Aahqcksdaqz6SIiFSFdc908upzN+M5Bz6vOcZA3uP4tm0VSCYiIlIZXfU5ck2GfMIQebaL+kXbwLeYcKT4aAG6ugla43Sdcyj5Voe85qqIHHT0ay8lt7V/8PnOWYULPUNgdXdMRESqQxh0c8QR2wseX1fn8+Y3LS9jIhERkcqqba+BPEy4bg11D3Xg5IKdRUkY6bls8gGRrcNM+eYyvK4MTlxzp0QONipMSslF8y7WK+6lZQFHL0cREakSc4/YjuMUd5Nu9uy+8oQREREZBf2ZDPX3d5Jc1ou7n96RBvAG80z+4QryuaByAaUwdhw9ZFxSJUhKLtuV2bHxdsGsY9AqbhERqRbts2twinyXZTRJREREqkhfNkXT37bstyi5K3fYJ7K8v8ypRGSs0VtgKbmMnyN0wfULG28BPwG+HxCJ6CUpIiLjX0vjTHxb3B23nKe1AyIiUj02P7UBZ8cMSAdqTzG0Xu4QnQYYsFnovTWk90ZL0AduOqDhjs3wmdFMLSKVpve/UnJhIkK+Fgq+HjPg14DnuWXNJSIiUimTG88jHyn8bVbeN9zbO7eMiURERCqrd0UXbibAa4PZN7pM/rxD8iiD12zwmgyRiYbWd7vMvtml8aKRi8doV3qUU4tIpakwKSXX1NJAEBuZBXmg4qQ1kG0A60Jo1RRCRESqw7K+bm5ZN4dsUNhbrQwuP33m6PKGEhERqaB4GOI2wMyfu0SnG7z6PS8OnSh4DYb2j7o0vMbgueoxOdYYO34eMj6pMCklF7EjL6tcA+STI8XHF/+NsAasM1KUDJL6IyIiItWla2iYq393IluzNeTD/d+lGw48rnnmSDqXJyuUTkREpPzcaTkmfNTBm2AwB6g8uHXQ/jGX+KGVySYiY4cKk1Jy9cbDBICBfAOk2iFXB0EEAg/86EhBMtU+UpTEgjtscbT7jYiIVImurn4ymSjv/MEbWD3cwKAf2WNMPjQM+h6/WHwkP//dKTA0CkFFRETKJJwXUHemi1Ngxy6TMEz4qEoUIgcb7TQiJTe4qZtob0C2zRspfTvg14089spCvCNbyYgiIiJlNbh1OcbC0FCCt339Mk46Zi0fOvcRpseHMQZ8a/j71sl895Yz6O6pB8D4Wj4gIiLVw7QOY2KFj3ejlth0FSbHHL09kTJTYVJKLp3Ok1zWg39yG0HM7H9ebgiRvoDk45vxg4CIp5ekiIiMf3Z4G9gGwPLWS+8jMWmAu/P1hPnGnWMitSFveOu9PHrnkSxaNgsnF45aXhERkVLLD3s4rcVVtWyBvZlFpHqoCiQl1zatheQzW8hNbyIzKUIQY6Q4uetK7RCwEBm0xDvzRDf1qSgpIiJVY3qLj5MLeM/778Kvy5Pby126PA4YOP78JUQ8n2W3NY9CUhERkfIwwy7GWHa/ENw/x+gmncjBRpUgKbl586fhuh51f12JeflhBDUR8jUQxBk5J4XgpSAyFOIM56n7wzJqF0wf7dgiIiIlM2fuEVw4fCv5Wh/7fA/l7ECEvnV1BHmXWF2OpkMHcFxLHoejz17B1j8eNsqpRURESqcmH+IYS1hwYdKScHJlzSTF00a1Um4qTErJRTyXhZedytM//Cv1ty0hffx06gKPeE8eE1pC15BujxEOD5N8fCMmhDf+22tHO7aIiEjJ9DlHMuHUq8k5hoHnalj+f4fQt7YeG4ANHZxIiHEt08/cwqGv3kjgGU5+77bRji0iIlIyjhPgmYCcLWx5toOlwUuXOZWIjDUqTEpZvPdfXs2H71xMpM8ntiEPxsc8P2PExeKtS4GFIFlL4sTpnHPGEaOcWEREpHQGBx8lFfXY/lQjT/9sHvnU7rtyB7mRLUrX3D6NrY+3cdqnn6Jh9sBoRBURESmLsNbS7AzTGdQT7nfjATCExJ08jnZaETnoqLOslEVzQ5LDjpyLU1+HcZydRckdjDEYx8Fra+WVZx2D6+qlKCIi1cOGa+nfnOTpq/csSu42LnBJdSZ4+GtHkQrdCiYUEREpr8FcLS6W1sggDvvuHWkIiTo+EyIDbPdrKphQRMYCVYOkLO7/82LWLN6EKaCfyB+ueZCuLb0VSCUiIlIZqVyE1bfOJD+876LkDjZ0SG+P0/1sY/mDiYiIVIizzSNtI9R6OSbF+kk4WRxCHELM8/96BDR7w0yO9pMLPZZtnzTaseXF7Dh6yLikwqSUxQ0/vLvgsTa0/Oo7d5YxjYiISGX52dn0rq4veHx+OMLqP2gjOBERqR7TBodY1D2VXOASc3wmxQaYFu+hPTpAe3SQSbE+psV7aIhksBYG/Ri9nZoxKXKwUWFSSq5rax8Dfamijln08JoypREREak8JzWTMCx0F9IR/RvrypRGRESk8vq2J9jU08TSzonkgpF2Ja6xJNw8STdHzAkwBoLQMJSPc8+SuQSrk6OcWkQqTZvfSMmtXrqJ0AMnX/gxASFhaHGc4i7iRERExqK8yRPkvQIamrwgLHDXUhERkfGgKzGR+C3b2bxhMgP/UcNRUzcS9/JETIgxFj90CTGs729h5fVTST7ikDomPtqx5cW0RFrKTIVJKbnBTBYiQBGFSeuBDUNw1PhfRETGvyABoYFizmpW9+ZERKSKBG6M+DMB6Rn1DFzXzKbpUzjlvFUc2rqdiAnozSX420PzGFzchDMINbaf6PbcaMcWkQpTYVJKrqc5W/RdFVsDjnbmFhGRalEbKaphTmggNUFvy0REpIr0DJNriePXeLzmpJW85xVPEI/6NNRkAcjmXf75Nat4bO4U/vfmMxicWU9y4+AohxaRStM7YCm5fBLycyC6mIKWsNkopM+CfBgQdfWSFBGR8a93OMXwRI+653xMITfrXBiedOAdvEVERMaLhM0z2BrnXy56hNeetIK6xO6zIWORgFgk4OyF6zhiRifv+frryES1gm6s0YIOKTdNUZOSa3VqSZ0LJhkWNN7GLZnjwNPLUUREqsSAn2FoaoRkcwbXDfY7Np7IER4aEEb11l9ERKpHNnB42XFrufCk5XsUJXfluZYJDUN84wO3k22NVTChiIwFqgRJyR3XPoPY5Bxnf3gxsdr99QixJBqyvPLKx3EGI1rKLSIiVcNLuCycvpHPf/U6ZszuJFmb2WOM6wYkazK85tJH+Pp/XIONqLu8iIhUj4b6et736sepTRx48wHXhfbGYebN7alAMhEZS7RuVkpuQnsDL3tuI4efsYmW1iH+/qMjGdiWJDfsYUMHxwuIxAMmzu/l7A8+Q6QlzwWduhgTEZHq0V5Xx+vPv4NEbY6P/88tbFgzgdtvOo71q9ux1hCN5jnlnBWc+Yol1NVnMNZw5uHLRzu2iIhIyZx5ItQlswWPb6jJ8vbzF5UvkLw0ulSXMlNhUkoutD7Hzd6E41gmH9HLG799H32ba3huUSu5lEeiIcesk7aRaHhhNuWpJy8bxcQiIiKllYh101o7gAWMgZmHdvKB/3f7PsdbY3nPCX+vXEAREZEymzezi2TswLMldzV32vYypRGRsUqFSSm5TLieSMRh145ajVOGaZwyvM9jQm9L+YOJiIhUyGH1T7DrrjeBhYEwxrCNYi14JqTByZIwPub51pKN8X2fJ0VERMabrnwnTkE7wL3Aje2/L7OIVB8VJqXkQgqfrr8rawOM0S5sIiIy/jVGNwFgLWwPEwyEMSxgd7T3tpAKIjhYJrrDJBwfU+TFm4iIyFi2ZThBOvCocwufNdkdxGgrYyYRGXtUmPwHrVq1imuvvZZHHnmEjo4OANrb2znppJN4+9vfzpw5c0Y5YeV5pp7i9xU1KkqKiEjVqHE8sNAR1DBsIy8UJHcR4hACW4JaJjFEvaNZIiIiUj02987Dc39f8PgghJs3zeb9h5cxlBRN902l3LQN8j/g2muv5aKLLuKGG25g/fr1ZDIZMpkMGzZs4Le//S0XXXQR119//WjHrLiYmYpj4kUdU+8eV6Y0IiIilbd2eCIDYXSfRcldhTh0BLWYIFGhdCIiIuV3dP18rG+xBRa2DJB+rq6smURk7FFh8iW66667+PznP4/v+8ydO5fvfe97PPDAA9x555187WtfY8qUKfi+z3//939z7733jnbcijLGMM2bjlPg9l0eMC1yTHlDiYiIVNCygUa6wtoDFiV3CDHcOTS1zKlEREQqZ1JyBUGanb2UD8Rx4J+ma1NUkYONCpMv0de+9jUAZs2axW9+8xvOO+88WltbmTZtGq95zWu45ZZbmDp1KtZavvrVr45y2gqzPrPcZdQYizlAcdLFMsEJaDN/qVA4ERGR8luf7SAdFt6ixGJIRrT5jYiIVI/ezU+TqAl3+9yBZk9OrO8vYyJ5Sew4esi4pMLkS7B69WpWr14NwPvf/35qamr2GNPQ0MC73/1uYKQP5ebNmyuacTS5rMcxlhNjPnXG4u31L8TI59udkAXRAJc1Fc8pIiJSLq4/WPQxMafwzQFERETGut7OfqwdmS65NZfkB1sO58bth7Ay1cDadB0PD0zgfzcdxf39E3cWLK3aLYscdLT5zUuwadMmamtrGRoaYuHChfscN2PGjJ0fd3Z2MmXKlErEG3WGNGCJGDgl5tMdGtbkXYbsyPxJA7Q4IYdEQuqdkTOQhZGzkDbAERGRKpBLRV7Cjfvit44TEREZq7Z2NpIeclgcaebT609mINh73+Xbe2Zwcv02rpzxCBtXxzlk+iiEFZFRo8LkS3D22WfzxBNPMDw8TDy+701eNmzYsPPj+vr6SkQbE0Lq2HFxZQy0upZW1wdGpu7vs8eIipIiIlIlBp+biZ3/UFHHDPmxMqURERGpvGc2trKsv5Erhk5mINj3OW44jPJA/yS+sOY4en6R5zMvq2BIOTAtkZYyU2HyH7C3Jdw7hGHIb3/7WwBaWlqYNWtWpWKNupAZWF448QQWlmUaeDrbRCZ0qHN8Tkp2MyMyvLNI6XP06IQVEREpg0np2WQDj/jzN+YOzHLnyiO44NSyxhIREamYxJQGvrjyOAYmHvjGW8Z6/H1oCpmIbtKJHGxUmCyTn/3sZ6xYsQKAN77xjThO6dt5NjUlMYVucVZpqXcSDn2DR9N1/HFwCr41ZOwLL7fFmSYSjs+bG9YzI+YSafwQzZF9F3plbHAcs/Pf5mY9X+ORnsPxT8/h+HDcETOp8XM40ZCwgJbeDhZvG3pOxwH9Do5/eg7HNz1/40dPLkdXXV3B44f8CJwR1fMqcpA5aAuT3//+9/nWt75V1DEXX3wxV1111QHH/eUvf+Eb3/gGADNnzuTyyy9/SRkPxPPG7tLnzbyWv/fewKJcw24FyR1S1iMVePyk91COM1kubltAxNVeTOOFMQbXHaNFcSmInsPxT8/h2FY3dZCJsUHyjqEvjO+3OOkSMsUb4A0nPYmrc+G4od/B8U/P4fim52/s8yeFENn1E+CujuBs8sA32IaA4Ig8tv75nbs9A9NzOheKHGQO2sJkudx+++184hOfIAgCamtr+c53vrPfJd//CN8PxuyMyW8v+TODkTYibrjfcRnrcU8+hrv2aS465JgKpZOXynEMxhistYShmo2MR3oOxz89h+NDXWITES+g3vXxCOkOk1jYpUBpcbBECWj3homakIm1AwTB/s+bMvr0Ozj+6Tkc3/T8jR+uB7iABe/RGN7TMQgMJj9yDWuNxXsmRtgUkn/lMLbOYkw4Zs+FB2vB1OjXTMrsoC1MvulNb+IVr3hFUcfUHWAa+nXXXccXvvAFwjCkpqaGH/3oR8ydO/cfiblfvb2psn3vf0Q28NniP0BzvLATiuOE3LjhFs5sLN9/KymN5uYaXNcQhpaenuHRjiMvgZ7D8U/P4fgQ5nO4kZHzYIObo97JjawWCCOEGDwTUu/kiJgXzpURN9BzOg7od3D803M4vun5Gz9iwxnIQeTeJO46D5PfvbBnrIGMwdlqiN5QR+6fhjCZ/Jh9XtvaCl+WLiKFO2gLk01NTTQ1NZXke4VhyBe/+EWuvfZaABobG/nJT37CwoULS/L9x5tnBzdTFy/8ZOI6lob657DWjtkZoCIiIsWIxSMEvgvRkcKjMVBjfGqcfW+GE1idA0VEpHrU9wVsWxLZa1FyVwaDSRmit9RgGjrhggqGFJFRd9AWJkslnU7zsY99jLvuuguAadOm8ZOf/OSg2oX7xfr8bizFXVy5JiCwAZ7RS1JERMa/7X6KeAGb3uwQhLBo1QymqauJiIhUiZpkFu+Juv0WJXdlMgZv/djdR+GgpaXcUmaqAv0DhoaGePe7383TTz8NwFFHHcUPfvADWlpaRjnZ6KqPxl7Sca45OHt2iIhI9dn8XAfJKTESNof7fHOmYT/KulQL2dCjMZLmkOR2diwUsMbQm02MYmIREZHSqp8WYh5npM9kAUzOIWxtLGckERmDVJh8iXK5HO973/t2FiXPOeccvvnNbxKPx0c52eibUzMdp3f3zwVDDpnVMcKMwa0NiR+WwdllhzbPRDEqTIqISLXIDNCVT2Jdh9A33LD5OJ7qnwaAxeCakIgTcGH7Yl7evpwl2YlMn9k1yqFFRERKx/HT4BTXPs3T5bTIQUeFyZfoK1/5Ck888QQAr3jFK/j617+O5+k/J0DSraPRmcwQG8lt9dh+QxOppXEIwQYG41lwof7UYVre0AdJy7HJM0c7toiISMlEbZKNQSt/6JjCks4ppPJRops9Ih0uJoB83DI8y+e6/Inc1rmQk6as5/jIhtGOLSIiUjJ+EMEaimry5Thjc0fug5l25R4xNDTENddcw5133snGjRvJZrNMnjyZs846i8svv5z29vbRjjhuqZL2EqxcuZLrrrsOgBkzZnDFFVeQzWbJZrP7PCYej+O6B0+/jIvbLuUHf/8+Hd9sIRza/f+3zY382/fXOoYeTzLtim7OXVjcDukiIiJjmWensTq9nqc6puOujNO4KgIBOMHI5ZnFEtvkEcZjDJzg8RCHMGHqwCinFhERKZ2e3CRMmAen8NJkPjh4rpll/FixYgXvfe976ezs3O3z69evZ/369dx2220H9QbI/ygVJl+Ca665BmtHbhts2LCB0047raBjTjrppHJHGzNq+tvp/vYkwqFg34NCg9/t0nfVLKK/Ul8tERGpHsNJw4qeiUSeShB9zsPxd78oMxhMHpy8ofa+BOkzQlY16U67iIhUD3dbA4TbKXgvuCCE7fmyZhIpVldXF+94xzvo6+ujrq6Of/u3f+Pss8/G933uvvtuvvnNb9LX18eHPvQhbr/9dmpra0c78rijpn4vwY6+krJvv7/2QXKDhUzDN6T7fR7/+8qyZxIREamUjDdM/6qGvRYlX8zJGxIPJFm5XYVJERGpHunOYbyBDISFrQU2ocXtz5U5lUhxrrrqKvr6+kgmk/z85z/nLW95C1OmTGHGjBm8853v5Jvf/CYAnZ2d3HbbbaMbdpzSjMmX4A9/+MNoRxjTclmfx+5ZsXNW6YFkUjl+d80DnPyyw8ucTEREpDK2DGWJLo8dsCi5g/ENqbV1cOBFGCIiIuNCOp/GHcgSxj3CeGT/S7qDkNi2IWwxDSmlMg7iHpPbt2/n9ttvB+ADH/gACxYs2GPM2WefzcyZM9m8eTNLly6tdMSqoMKklFzHc93FdTgGersGsdZijM5EIiIy/vVtrMNkUgWPN4Eh+my0jIlEREQqq6beMBS1ONuGyTUnCGqjI9eJzvMLN62F0GKCkNi2YRw/xHe0lFvGjr/85S8EQUAikeCtb33rPsf97ne/IxaLVTBZdVFhUkoun/Nf0l0VG1qMq8KkiIiMf3agBhOmizrGZHUOFBGR6hEF3GRAkPWI9aSxvWn8uihh/Pnduv2QyEAWJz/SAsxJBsRi3aMbWmQXixcvBmDBggUkk8ndvpbP54lEIgAqSv6DVJiUkqtvqin6GOMYHFctT0VEpDocM3EazyzpopglBKaQ1swiIiLjRFN7SGpKPz23NGEzDsZCZCAHA3vvI+nWhbS+JVPhlHIg5iBeyr1q1SoAZs6cCcDf/vY3rrvuOhYtWkQqlaKtrY3zzjuPD3zgA7S3q1f4S6VKkJRc26RG6hpe2GU79Ax9hyXYfF4jm17VxJaXNTA0LfZC/xADx5w2Z3TCioiIlMHpxx5K1A2KOqatVsvXRESkesSmGhovGKTm6BROfH/nRIvb4DPlU9uIzdTqARk7Ojs7AWhoaOCKK67ggx/8IA8++CCp1Ei7nq6uLq6//nouvPBCnnrqqdGMOq6pMCll8Zq3nko0EaFnYQ0bX9dC71E1ZCdEyTVFyEyM0XVSHRsubmVoWoxkTYxXv+nk0Y4sIiJSMtPbNjO5cajg8V7E532vXFzGRCIiIpXVdGgLxsCkD2+n8VUDOHUBJr7L8gBjcWoD4nOyTL9yK9F2H2pUopCxY3h4GIBbb72VG264geOPP55f/epXLF68mIceeogrrriCZDJJX18fH/zgB3cWMqU4WsotZXHcOfP4wkP3M9zmYSN7nlxs1MECXSfVEe11mDS9pfIhRUREysTQw/te+TRfuOFUUpkDb2pTH89y3jHrGa5ANhERkUpI18cIrEPECWn9p36aL+pn8OEa0svihDlDdIJPwzlDRCb4LxxjtBHcmHMQL+XOZEZaC3R1dXHSSSfxs5/9bLe+km95y1uYO3cub3/72+np6eHHP/4x//Vf/zWakccl3Y6QsvjOw48wNCmy16LkrmzUYVM7PLBhY4WSiYiIVEKMsxZu5pXHPktNbO+9tHaoT2b46uV/JuodxO/8RUSk6nSkPMJdei372y3pRwYYvmcbqXs7GL63m8yqHDYcOf/5ocNzQ42jlFZkT/F4fOfHn/rUp3YWJXd1wgkncNZZZwFwxx13VCxbNVFhUkrOWsufnn0WTOH9Qb75wENlTCQiIlJZPvOx1vDx1z/AO89/ksaaNMndCpSW+mSGWe09fO+Dv2f+tO34zB+1vCIiIqW2att2Ng81kEvBxo8FrH1zQM8NluyzkFsHw49YNv9nyKoLAlKLLX7o0JuNH/gbi1RITc3Ixr51dXUcfvjh+xx34oknArBt2zaGhgpv5SMjtJRbSm5xRwdBWNysj45B/fKKiEj1sKaBNZnpzE0s5S3nPM2lZzzDPYtn8cDy6WRyESY0DnHhSSs4dHIPAAN+lO28kQZ3lIOLiIiUSP9QgJNI4H8iJFhnsXtZQBAOjjw2fiQg99/NBDM0d0rGjqlTp9LV1UUsFtvvuNra2p0fZzKZ3f63HJgKk1JyK3u6GGlEUcyOapZ8EBBxdUUmIiLjXz4M+Oqm2fzvrFU0eDkiXsj5x67h/GPX7GWs4blsDbf0DfKB6aMQVkREpAzqMDT833P0rAsx++9qQjgA7pXdHP/r/sqEk8IdxJ1m5s+fz1NPPUVPTw9DQ0P7LDhu374dgEgkQnNzcyUjVgXdjpCSy5J+Scc5RSz9FhERGctWDm/m2VQNn91wIv3+vhv5Z0OHjdk6PrL2DO7vfbaCCUVERMrr7Knbyf4xe8Ci5A6RnM/C5evKG0qkCGeffTYAYRhy55137nPcAw88AMDChQtxHJXZiqX/YlJyh7fniz/IqDApIiLVYzDIkA3zPDw4kfevOpt7+iYz4HukApd04DDoe3TlY/xi2zze/ey5DAVR0kGBV24iIiLjwLxtMWy+8Gs8f9jh6V82li+QSJFOO+00pkyZAsA3vvGNnTMjd/XnP/+Zxx9/HICLL764ovmqhZZyS8m1xl1MLMBmC315WSItaSAEtJRbRETGv75cZmdTE8eGrHkwwo8eO5atkxuxUQevL8/J+c1MeFmI8SxYyIXBaMcWEREpmVSHJTtc3FyogY59rzKQ0WEO4qXcnudx5ZVX8t73vpeOjg4uvfRSPvKRj3DyySfj+z6///3v+e53vwvA0Ucfzetf//pRTjw+qTApJTeYSRKbmCKzoY5C+0w6yTwWp6iulCIiImNV3Iw0ST8x2Mz633n89LRjsC93IDFygZYF7hqow9kWcv665dx/2lyGgrpRTCwiIlJaA9vrKHZRXBjoilDGltNPP53//d//5dOf/jSbN2/mk5/85B5jjjjiCL71rW/has+Ml0SFSSk5x0wik4oSnTxEbkst+y9OWhKH9pHu0a5VIiJSPeJOlBn+ICsfS9B/ZgMk93yjaus9gnr4S+3hnPvQCu489uRRSCoiIlIem4cjRBMh6cHCZ03mA3Wbk7Hn1a9+Nccccww///nP+fvf/05HRwexWIxZs2Zx4YUX8oY3vIF4PD7aMcctFSal5CLWIch5xKYN4SZC0utrwXfYebvMWjBgYgGJ2QMYzxJ0OOoxKSIiVWNmTTPNT3Wz8ahpey1K7srWudw1/zBOzPdVJpyIiEgFhC1RfL/wa7x4rU8qVHFnzDmIl3LvavLkyfznf/4n//mf/znaUaqOCpNScn4+JNmYwRhL7dIs7X/IkqvxSE2KYKMObiqkZnMWl5DBd0JulkNNJCQIQ1ztYCUiIlVgohewZPJEqClsSU8YdQiWb4EzyxxMRESkQuqmNJDLuHiRkCC//+s841iyKRdmqTApcrBRYVJKzjGGWFOWmt9b4veMLOSO53zivf4eY+t/AIPvCHFmpjRjUkREqsadj91G0FDE26yEw+L21vIFEhERqbAFhx/KXRiCvIPjhoT7WKZtjMWGAIbktOaKZhSR0afpaVJ6yTzRZ4OdRcn9MSHU/RIcm8WoMCkiIlViTX8P1inuvBbU6X6xiIhUD3/l4EgbL9hZlDTOLuuCjQUs1hp2XDlGNuYqnFIOxFg7bh4yPqkwKSVnHUvNzWHhO2yHUHM7BCO3yURERMY9J5ooeidSERGRarLhmY17zFSx4S6f2KUguUNqa2/5g4nImKLCpJRcvr8fp6fwqzEDRB63uEYvRxERqQ7HzDsTguLu3EczQZnSiIiIVF7n1t499k050JkxyO/Z/ktEqpvWDEnJdS9/ruhjTABBEOC6hW0SICIiMpYtbJ9H9CmfbIHLs00qoDlbX+ZUIiIilZOLuYxMQ7HYqEcwtRWCEKd3GMIQElHClnqcbb04vUMjB0W03EDkYKPCpJRcPmMLX8a9izCwqC4pIiLVYMn2TuoeDcidG2AL2JnbyYUMduhiTEREqofXmsZGHGwyjn/MHIi44Di8uIFXOKUVp6MXd+l6nCbtyj3mqHWjlJnWzkrJTZsxq/iDDESiqpOLiEh12LZ9O+5jURKP+Jjh/S/RdgZ9an7sUP9YX2XCiYiIVMCUI1xsXRL/2DkQi4Czj/JDxCOc2Ix/+HScY9oqG1JERp0qQVJyc4+YixuBIF/4Ma1TIuULJCIiUmF9m9dgQ0j8PgrbfTKvAOvxwuzJ0GKGQ9zekJrrXLwuQ1CvZQMiIlI9Zk6tJThqJkQLuNaLuNhJLdTMyJQ9l4iMLSpMSsk5juHkV8zkgT+sZ49t2PbK8rZ/uaDMqURERCqn0fPg+Z1HEw95xB+B7PyQ/GF5bBTcPog94eJ17fJWTEulRESkikxsmQCx3sLPbxGXtogKk2ON0fsTKTMVJqUsms84EufOdYQZ2H9x0mLaDMlD2iuUTEREpPwmTGjCiViC56+vTAiRtQ5h2sNGDO6wxd2+e5ctL653/iIiUj1uvDWFwVL4DgSGdatry5pJRMYeFSal5Ky13Lx4OZ1ntDHl/i5Iw16Lk8YSthg2n9DG9Y8s5nOvO7fSUUVERMri6MNPwI3eSR7ItRl6zouQnumCAWvABBYTQP2jPo0P+LiELHiVLsZERKR6bN/Uiy3ynlsmrbYmIgcbFSal5Db3DZDK5wnjLs+d005DxyDt6/uxGYNxLGHg4DSGPDejlXRrHIzhyY1bRju2iIhIyXhOjENfO8RjDzfTcXGcMLn7Dbods0f6zoowtMBj5vVDnHPh0aOQVEREpDxirgOBhWJqjcH+N4yTUaAFHVJmKkxKyQ2ks8//8bJcduqDvPqoJ4m4Pk5gyWY84sk8OeuRDzx+cNf5PLp2LmAJwhB3Xzu1iYiIjCPZcIDa83rZNnUyYWzfS9hsxJBvha4PenTE7ucItHpARESqw1knzeGZjsdxnu9cEqvLMvv0jbQd2oPjhaR646y5bwbb1zQBhtBYkvnsqGYWkcpTYVJKLh7xMAbed/adnHXYMpKx3MgXIhCNB89/mANyfPi8P/OTe/M8teEYFSVFRKRq9PhreXj7FIJYAec215CORFg2sIlzG8qfTUREpBIWnn8E2b8/QU1fyHFvWsKEw7bjxQJcb2QKXtO0Qdpm95LPejzy86Pp7qxn0sVzRjm1iFSaKkFSctObGzly6lrOPGz5C0XJfaiNZ3nPWXcxb1KhDZFFRETGvv78MJuG6goenw0jPNypjeBERKR6PNHVQf8RcPqHHmfSkZ3EanzCrEPv8lq6F9cxtDlOtManpjnDaf/8BLHjBlhRlx7t2CJSYZoxKSXnuQ7vPO1RamKFTcNPRHK876zVZU4lIiJSOZtS4OcciLzwOZMKiG7MYHIhQb1HfsZIn+UdOoZrRiGpiIhIeazs6uSYI9fRMHWA9OYYq38zmZ4l9QBYC8axRGoDZl28lakv287LLnyKa+7X0oGxxqjHpJSZCpNScqHtoqWus+DxnhvSVn8n8N/lCyUiIlJBTr6FMDAQAW9rloYbt5FYNDjyxdCCY7Axh4ELWhl8ZQtEHMKsdiIVEZHqsa5nGwsXbKT7sQaWfH8m/tCe5Yf8YIQVV09n633NLPiPdUxv2zYKSUVkNKkwKSUX2q04Jlfk5l1prA0xRt0FRERk/EttGMQEEH1mkLZvbMQZCtijaclQQOMNHdTc18u2/56NzamtiYiIVI9JjV0Mr42z5Hsz8Yf3XXoIMi59K2tZ+d1pHPe+dRVMKCJjgapAUnoWDPvvLbmnLOx5ySYiIjIutacTRDdnaPvGRty9FSWf5+QskecyTPjCOhqf1E6kIiJSPdrqAtb8cvJ+i5I7hDmX7sUNRPrDCiSTothx9JBxSTMmpeQipvi/Ci4WY1SYFBGR6lBTG6f5Z1txhwIAbMIhd34d+RNrIOpgun1if+rHfSaNE0Bkc5a6u4fgc6ObW0REpFTmRCdz3+augsfnhx22/mECHFPGUCIy5qgwKSXnGoe4iZGymYLGG6De1BDaAIz6a4mIyPg3aUYb7uY01kDmXS3kXt4AUQPxFxarBMcmIR2S/HIH3vIMdkA7kYqISPUYXlVLmC1i8ol16F/cVL5AIjImaSm3lFxIHY1OPUFY2MvLhg51TlJFSRERqRpLnniW0DGkP9FO7oIGqHd3K0oC2DoXOyHC8Ocmkz8ywXDf0CilFRERKYNUPaFfXMnBz0TKFEZeKmPHz0PGJxUmpeRCZtAxMJGfPXo2Q9nYfsf2ZxJ8/m8XkQ6Oq1A6ERGR8rtr+Qr8M2rIn1ADyQPceKtzSX96ImFULU1ERKR6bMsMY2LFVYtynnpMihxstJRbSs8Yvr/oVfzxWZ/NA02876S/URfLUB8fWdodhIbhXIzNA818+/5X0D3cwO/XzeMV80Y5t4iISImkY5C7tAlqClsNYGMO+bNry5xKRESkcszcIYxrC959wERD6s7S6gGRg40Kk1Jy6Xyev2/wsIQ8sfkQ3n/zIRza0sHxU9dQG8vSk6rlgfVz2TbUuPOYaxZtV2FSRESqRv3Rzdj8hsIPSDhk36C+WiIiUkWSKWqOTjP4YA3YA68KMFFL41mDFQgmImOJCpNScpv6BzDsfuJZ3T2R1d0T93lMbzqDtdqZW0REqsOc5mbu73Mo6qxWq17LIiJSPWzK0vLGHtLL4/g9LuznrOgkA1ov68WYoHIBpTDq3Shlph6TUnK5ICj6b5cFQqu/eCIiUh36egbAKe5mm67FRESkmmy7bwAnYpn22a1EJvg4ib2c6JwQpyag5dI+Gs8dIvOsJqqIHGw0Y1JKrrUmWfQxrjG4jurkIiJSHZycGdkdsojNRd0+3aATEZHqse7pYVpOMcSmBcz82maGnkjSc0sD+R4PLBjPUn/GEE2vHMRrCggGYPvNCbh0tJOLSCWpMCkl115bS2tNkoFsFoDJtYO8c8HTnDV9A3HXZzAX5ZZn53HjisMZyMUwBs4+ZObohhYRESmhqRPbiKwPyScLu+nmhgHxR114bZmDiYiIVEiqxif8RZxJ/5bCrYW6E1PUnZja61jrQ77DJb2uiDt6UhFG902lzDRFTcri7cccTdSxXHX2ndx08Y286fAlTK8fYEJNitlNffzLcY/xl8t+xTuOXETUcXjTUQtHO7KIiEjJHHnIdObHOogYv6DxUTdg8lFayy0iItUjOivB4BNx+n4fI9jPZtthHvJdhk3/VYPfoLlTIgcb/dZLWURcw7fOu50TJ28mGdnzoizuBcS9gA8d+wQJz+I6/zQKKUVERMpjQjTBvMM7CIctKwfaydt9v+WKOXnOnbiCtqkzKxdQRESkzCYc2cTa/9tE9y8TZDc4tL4ji1sT4tSCcSDMgM0Zhh726PpRgrzvMviK2tGOLSIVpsKklMWqjuv50DFb9lqU3FVdLMc7FzzF1cvv5u3HX1ihdCIiIuXV7a8iGvU4KrqZGi/L4r6p+KGzs0BpCIk4AfWRDKe2rqUuksWYraOcWkREpHSO9Wt5+oRaGh4YYOieGEP3RInPD4jP9TEx8Dsdhh6OYDMjG96EtQ4LT9oyyqllD9qkVspMhUkpua6hYd4w915qo/mCxtdEs8xI3gKoMCkiItXBJ4sL+MCcui5Oa1xDPufxbGoCmSBCc2SYw+q20UeSwTD+/FF64y8iItVj9oTNHPumzSxd20p8S4bmeRkOeWsP9XOzGAP5IYcNTQ1s+XMDWTx639LMpw+9e7Rji0iFqTApJdefXs9hieGCx3sOnDN9Ffkw1M7cIiJSFaKmFsd4xMhzcmI9URMQSYSc3LBh5xhrIY/D5nwjy3PtOHpbJiIi1WRylvfU38e/f+BSTp62mtqGLNH6cOeXY80Bh72/m0Pf3csDT8/hzQvvoa42O4qBRWQ06B2wlFzS68UExc36cG1IQIj2YxIRkWrQ6h2GZ0NOTK4nYfIYs+cYYyBKyNRIL9YarKstuUVEpHqkYlEmmJDLTn2EVBhhb3NQvITFSwS87LTlzE50kM+pRCFysNFvvZRcnVsDxW4sGlqMccuSR0REpNIc4zI5yBDfR1FyVxFjmRrpI5M/ojLhREREKiDtT2VV2EoWd69Fyd04hiXZycy2/RXJJoUz6jQjZabpaVJyPdtbDngR9mL9/Ql11hIRkaqR97O0x9bgFHg+9Ah4ruea8oYSERGpoGk1PWwNGrAFlh0CHIZMpMypRGSsUWFSSs4Pojz6xDTC8MBjAVJpj5t+d5Q2+xIRkaqxpvceHAo8EQKOA5MaHi5jIhERkcrKOV1kg8ILjSEO6/NNZUwkImORCpNSci2tdfz6hsMZHIoVNH5wKMa9903HKXRaiYiIyBj3XMdyXKfwwiSAa4obLyIiMpatGvJxijwX5q1KFGOOHUcPGZf0Wy8llx9MM5gxfOVbpzEwGN3nuDCE7p4En/rvc0k42yqYUEREpLy2PddHGBb3NksrB0REpJqkg3ZCW9zkk0AlCpGDjn7rpeT6uro5/S2LWbxiAv/vs+ezeHU9G7MZ1uaHWOcPsTY/zKZMjvufmMS/fOLVdPcnOPPdiwkDzRQREZHq0LO8mZDiLsaWrZlUpjQiIiKV15mJkA8L3+A0tNCRritjIhEZi7Qrt5ScU9fF9CnbWHDWGs49cwm0DpB3feD52dXGknZyNB66kde8xbDNTzLxyAGMlnKLiEiVaKufyKJl0zj9mFUFbYAzkInztx/N4YLjy59NRESkEnI2zlAuTsIbKmh8NvB4snMGHFLmYFIUdZqRctOMSSm55qk1ODHLW975d6bN2k5NbXaPMY4DNXVZjj9tNWeftQwTNVDEJgEiIiJj2cJjT+COr81hMJM44Nis77J2Uxu9K9TwX0REqkf/QMADWw8hExx41mQQGrZnaukeqq1AMhEZS1SYlJLLejGaIhmiJsB1998wy3NDap088UgeYwqf5i8iIjKWzTlyKsPb6vnup06jL5XAD/c+bTKVi7B2ywR+8e5jOO68IyucUkREpHzq/To2DzTxcMcsMv6+r/X80NCTTfKnDUfipFWiEDnYaCm3lNywn6TVTRW0dA3AwVLrBIQ2xDE6EYmIyPgXjUU448ITuPs3D/Lv117MBecv5WVTV+78ugH6cwluWHUcy7/eTGM8wuvf9bLRCywiIlJiCxKz+d32lSztnUJPtoZTJ66lMZrGMSNdmAPrEFiHJT2TeHL7dOyQpblHMybHHG3OJ2WmwqSUXNTpwhax+9r/b+++46Sq7v+Pv++9U7Y3WJZeRBakKaLYNXZMTEF/lmDE8o1dYoxRMaJRkwiWmK+J5vs1sQZ71K+xE0WwBdEgSqQJKGVhlzbsLtum3fv7Y2UFt83A3Jmd2dfz8ZiHy865lzccL2f2c8851zCkQqtRRpwPCQAAoCv74QVH6285X6q+r0f/s/pYPfjlUeqXUy2fFVF1KEebmwokScZZtgasyFWfgT1SnBgAgMQZ0aeXCv+wSTVn9FKlivT8lwcq39uk0uwdsgxH9WGfKhsK5ciQbEee7SHtu4MqGNDdUJhEwvX0SNtD8c58NNW8xyTLuQEAmeGBf72j+v7elqEt7Hi0pr5nq3aO39T8/RpUXV+votzcJKcEAMAd1Rv/o4K5AUX6elV/RLGcXEs7wlnaEc7avWHUkVUdVq/ffKnoAeukK/8rNYEBpATrZpFwPrNAVpz7RfoMD3tMAgAyhuM4eim0Pub7bY5l6PbXXnc3FAAASfTRwoUyQlGVPLhRRc9UydwellEf+aZB2Ja5I6LsT3eoz7RV8m6PaMeKhtQFBpASzJhEwpnGPvIY8T1h2zBKXEoDAEDyvbdkhaKeOLYoMaV3jM3uBQIAIMnqGhvl2M37Khe8sU35s7ep6YB8NY3Ile035K0KKfeDalk7oi3HRBqZrNLVGKyuh8soTCLhbEW1w/arwAzG9ACcqCMFbJ8oTQIAMsVrK5bH/SnLjqeQCQBAF9cULpTts2QFmwuPhiNlL9qh7EU72j0mZGW1+x6AzMRSbiRc0F6nGrtIdgwPs3EcKSJLO+yIHIdbMQCAzNAYbUx1BAAAUqqusL+cOG66Rf2mag7p42IiAF0RhUkknK2worK0IZKviGOovXqj7UhhmaqI5Kt5gn98y78BAOiq9imRFOf9NjPsShQAAFJiQ1ONdhzUU7YVW3HS8ZqqObSHy6kQN8dJnxfSEoVJJJz36/0iQ/JoXaRQ1bZfEcdQxDEU/fq/YcfQNjtb6yKFsmXKkMHDbwAAGeOs8aUyQ3EcEJWKd9ljCwCAdBdSo7afMkDh0qxOi5PRbEubf7KvHB8lCqC74apHwvnNPi3FyahMbbVztSZSpI3RfFVG87Qhkq81kSJV29lyZEgyVOQ5JrWhAQBIoH5F/VTWEFRWTNVJR9lWSD8ft9z1XAAAJEuJPyhZpjb8fJRCQ3KlPKPVk1SMHMnOt7Tp/GFqHFEkq5GbdEB3Q2ESrujjmyJTOS2/dmQo6HjU6HgVkkfaZf9JS3nq4/tJClICAOCOqEbo5pPe1ncHf6ZsT7DddoZsFfoadfUBszVx9PAkJgQAwF37NpkyIraKejRp4rObdcTfatX/ByHlDIwqq09URWMj2v/WOp0wt1pjT9kiRRyVfLQt1bHxLYaTPi+kJ57KDVf08JykbZHXVRf9TLba/4HMVI7KvGcoyxyQxHQAALjLkSNPQb1OKNiispxavbD6INWF/aqP+CUZ8hgR+ayohhVV6exhC1Toa9IGW+qX6uAAACRIsdFXZeuW6nsTP1euPySNkIpnRNpsO27QGtlBqXoZJQqgu+GqhysMw9SwrLv1ZdMtqo3+W1Ht0K5PATDklals9fZNVh/vlNQFBQDABfX2Utlff8wa03ODxvTcoPU7SrSyppeCEa+K/A3av+d65Xi/Weq9JfKW+vmnpioyAAAJFWry68ixK5Xj63xbE783ovGDv9K7OfsmIRmAroTCJFxjGl7tm/07NdnrVRV6UrXOfDlOWJaRo2LzFPXyTZLXKE51TAAAEi7sbJej3WeFDMgPaEB+oN1jHKf9FQYAAKQbu4ehnuPqZcT2UG55PLb6nbbD3VAAuhwKk3Bd3ZYCffDsgVq8oFChpohy8v064qSROubUbHnzU50OAIDEM+WTEfdW3mz9DQDIHI35q5XrjX3jP8vvqN/x1e4Fwp5h70a4jMIkXBON2Hrozle16F8r1VgflB1t/hdt22bp+Yfe1ctP/Es/Ou9InXzGhBQnBQAgsXKtEYq30JhjlbsTBgCAFMjOCcv0xVfV8mbxVG6gu+HWPFzhOI7+eNPz+njectXXNrUUJXcKhyKqr23SCw+/p1efnJ+ilAAAuMNjFCrPGhtze0v56uu7wMVEAAAkV8jnkW3HV3KIRilRAN0NVz1c8dHc5Vq2aK2CTeEO2zXWB/Xy4/O1eeP2JCUDACA5+vsulaWCGFpa8pv9lGfGXsgEAKCrK+0/RtGIFXN7O2po3bZeLibCnjCc9HkhPVGYhCv+8bf31dTQ+dPXpObi5OtPL3A5EQAAyZVjDdU+/ps7LE4a8irLGKDh2ffKiPXpAAAApIHC/DJV1+bE3N6JGvrK3sfFRAC6IgqTSLhtm2pVvbUu5vaO4+ijectdTAQAQGoUeY/QiOz7VWgdKUsFsow8WUaOvGahPEaJenvP1cicR+QxYplZCQBA+ijP66X8vCaZsjtta8hWvq9B+xb2SUIyAF0JD79BwlVvi70ouZMdtWVHbZkWtXIAQGbJsfZVefZdCjvVMnO+koyQPEax7LqhMozYl7gBAJBO9snNUWWkSis/6CVrlC1PTlRmG8NeuN5U7Rf5GjVqnU4fwBZfXY7DGmm4i8IkEs7jtaQ9WI1mmCxhAwBkLq9RpJLsI2VZpqJRW4H6+lRHAgDANTXRj7RpUQ+9f+8YefMj2mdSpXofsb2lzmUYjho2ZWn1s321ZWGh1o8s1bl3z5N0cSpjA0gyCpNIuN79i+O+qVJQnMveWgAAAACQISJOteY+sJ+iTZaiTZaW/mWwlj8yUNm9gjK9joLbvQrVeFvaV60sUdVXFRozOoWhASQd62aRcP5sn8Ydvm/Msyb92V6des5h7oYCAAAAACTNlrVS3dbdH35jh03Vb8jWjjU5uxUlJckJGXpv1pBkRgTQBTBjEq74wblHaNG/Vqq+tqnTtrn5WTrkuJFJSAUAAAAASIblC/PkhL+Zr+L3R3TM8eu1/4Gb5fPZqtyYqzdeGaKNFfmSmtut/7wwZXnRNoMtJuEyCpNwRe8BJbr0xh/of3/7kup3tFOcNKTC4lxN+8M58vn5XxEAAAAAMkXV1qjkNO8led5PP9ex312r1VaWNhk+RWSo4MBt+tXJGxTZ5NPMWw9RVWWeImEWdQLdDdUguGb/w/bV9X+YrCfve0vrV29WKBRRJByV3++V5TU15uB99OMrjldxz/xURwUAAAAAJJAvzy/Hkm749Ydq2L9JLzg91dTgUfXmPNkRU1mFQa3pUa/sPram3/eebr/qSG2oLUl1bABJRmESrhpc3lu/+uNPFNhcq/UrNykUDCs3P0tDRvZTdq4/1fEAAAAAAC4YeeAg5dfOUtXYiFZX9dTnb+6rqmU9ZRiSvl4e7C8IasQJX6phnKlr7pyvX907JaWZ0QaWcsNlFCaRFCW9CrTviD6yLFPRqK1AoD7VkQAAAAAALjl4v4Eq7L1eb34+UB89NVbhBq++/YTUUINPi/4+UusW9pVx4UJddkFuasICcWpoaNCkSZO0Zs0aXXnllZo6dWqqI6UtNnAAAAAAAAAJlW0u1oKNZfroybEKN/j07aLkTpGgV1tXFeuDp8do8JDXkxsS2EMzZ87UmjVrUh0jI1CYBAAAAAAACbUlvED/fnGEwo2+TttGwx5tXFaq9yobk5AM8TCc9Hkly7x58/TMM88k7zfMcBQmAQAAAABAQq3fVqfqqtgfdBpu9Oijt4e4mAjYe4FAQDfeeGOqY2QU9ph0wTXXXKNXXnlFEyZM0KxZs1IdBwAApNiaLzfrH8/9WyuXb5RtO8rO9umY40fquIljlJeXlep4AAAk3KqVRYqGgrEf4JjasLTUvUBAAkyfPl1bt27VaaedphdeeCHVcTIChckEe/XVV/XKK6+kOgYAAOgCmhpDuus3L2n9uq2q2/HND2fV2xv03NML9Mr/faIzfnKYTjxlbApTAgCQeEZ4qJzosriOsSNel9IAe+/vf/+75syZo379+unGG2+kMJkgFCYTqKqqSrfeemuqYwAAgC4gHI7otl89p4p12xSJ2K3ej4SjqgtH9fTfPpDk6MRT9k9+SAAAXFKS55fptRUNxb6DnM+fxI0CERubPpGkdevW6fbbb5dhGJoxY4by8vJSHSljsMdkgjiOo2nTpqmmpibVUQAAQBfw+j8WaUNFoM2i5K4aG0J69vH5qq1pSFIyAADc5x+wSbbR9pO422J6oooO5uE36Hqi0aiuu+46NTQ0aMqUKTrkkENSHSmjUJhMkMcee0zz58/X0KFDtf/+zHgAAKA7s21Hs1/9TOFQNKb2TU1hvfn6YpdTAQCQPGsbQjIGBSXFNuPO8Uhb+7GoE13PAw88oEWLFmno0KG65pprUh0n41CYTICVK1fqnnvukcfj0Z133im/35/qSAAAIIW+XLVJ4XBsRUlJikZszXtziYuJAABIrpqolH1ctYy8zsdDwx+V/8ga5fZkxmSX46TRywWff/65/vznP1PvcRGFyb0UCoV07bXXKhgM6rLLLtPo0aNTHQkAAKRYzfYGReIoTEpSKBRxKQ0AAMkXaLJkFUaUd+5mGQURydfG1iaGI2VF5T+8VlkT6pSVG0p+UKAdTU1NuvbaaxUOh6n3uIh50nvp3nvv1bJlyzRmzBhdeumlqY4DAAC6AK/PkmHGvq+WJBlx7MMFAEBXl2N6ZRiSWRxRwaUbFVqWo+D8Atl1liRDMh359quX/5Adsoqab+YZTJ1CF3LnnXfqyy+/pN7jMgqTe+Hjjz/Www8/rKysLN1xxx3yePjrBAAA0uB9SmXHuaao38AeLqUBACD58q082VFDlukoYpiq39dRaEhd85uOJEMKGY4cr6kcJyrDkBTmZ+quxuimD+V+77339MQTT8jv91PvcVm3/Zv985//rHvvvTeuYyZNmqSZM2dKkurq6nT99dfLtm394he/0NChQ92I2aHi4py0ml1hfj1zxDQNlZTkpjgN9gR9mP7ow/RHH6aHkpJcBctM6avY2kf90j7fHUifpgGuwfRHH6Y3+i99nLzPwXp/1Tw1hg3VBLPk7LqT3Nc/xkYdqTaUpaaIV0WeRpU27EO/okt49dVXJUnBYFDf/e53O2x733336b777pMkzZkzR/3793c9XybptoXJvfWb3/xGGzZs0KGHHqopU6akJIPHY6Xk991bhmHIstKnoIrW6MP0Rx+mP/qwa/uyJqDAQZYKN0pWsOO2jiFFcqVXo1/q59ZxyQmIvcY1mP7ow/RG/3V9Bwzsr6YFBarNj8hRR31lKGSbqgln6baDfyDLYj030J1028Lkj3/8Y5188slxHZOfny9JeuONN/Tiiy8qPz9fM2bMSNmsxUgkmnYzJg3DkOM4su1uOh88zdGH6Y8+TH/0YXr4snqbavMiajrKUtm7UVnt7OVvm1IkT6r4nld5dXWKRtt4MAC6FK7B9Ecfpjf6L73U+5xOipI7mQo5hhqjjV12LOy2BVOne15nt912m2666aYO2xx44IGSpEsuuUSXXHKJJCknJ8f1bJmm2xYmi4uLVVxcHPdxmzdv1q9//WtJ0o033qi+ffsmOlrMtm9vSNnvvSdKSnJlWYZs21EgUJ/qONgD9GH6ow/TH32YHrZsqlU0Yqt+kKX6AYZy10Vlhr/1wd6Qon5TWw6xZGcZCjaE6NM0JDeXkwAASC1JREFUwDWY/ujD9Eb/pY9Pq9Yp6o9KMRUmm7ednPHpC3ok73JXc+2p0tL8VEdAEvl8Pvl8vpjaer1e5eayBcGe6raFyT31/vvvq7q6WpI0bdo0TZs2rd22H330kYYPHy5JmjFjhk477bRkROxybMfRJ7Vf6pOqL1UfDarEm6cj8kZo35zeqY4GAIA7KhpkRB31elfyVZuK5pqK2o6MiCNDjhzDkOMxJMNQj08lx5KUFUl1agAAEuaVqo/jfAycoa3+anfCAOiyKEzCVW9v+1wPV7ytkBNRffSbTbZetxapwJOja4Z8X8NzUzfrFAAANxSHvSpYIfkDkhn9+pumIcdntPohzQxLPRY68pj10gXJTgoAgDt2OHXxH2R2z2XDQHdGYTJOP/jBDzrdm/Kiiy7SwoULNX78eP31r3+VJPn9/mTE61Ker/pQz1T+S/V2UNphSpv8UtiQ/LZ29Atqh79JN698Rr/aZ5L2Lxic6rgAACRMflGOClbH3t6ISnlb+VgGAMgc+R6/1M4ey+3pprs4dmkGtWK4jE/AcfJ4PPJ4Ov5rsyyr5b/ddZ+B5XUb9EzVfNVvjsj4uECqtaSwIcMx5JiO5HGksrDqDm7QzC9f1F9GX6J8T3aqYwMAkBBWUa6MqNG8RDsGpm0o2rPA3VAAACTRdwccoA9XfxnHcm5HpVb3m9CD9LVixYpUR8gI3JCAK56ofF/1X0VlzCmQsdUrI2TKcJo3PTZsQ0bIlNb7ZLxWqIbtEc3e8mlqAwMAkEDbaxqkeJ/e6YmxigkAQBoYmz8s7ic6j4uOcCkNgK6KwiQSrjbSoOUbK2XMz2suQLbDkCGjyVT0zVy9VLkwiQkBAHCX4zjx/iymcDjaeSMAANLEvKXL5UTjKDk40r8q1riWB3vISaMX0hKFSSTcpmCNIp/5pJAR2wEhU3WrHdnx/gQHAEAXFQ1GFeMo2MKJUJgEAGSOJTXr4zvAMLSjsMGdMAC6LPaYdMGsWbNSHSGlgsGIIhWWjBh/JDMihiL/8Ur/z+VgAAAkicc0ZNiOHCvG8qTtKJv7xQCADOKYThtTob49GeVb46TFZBWgu6EwiYSL1hpfP7orjrkiwVjLmAAAdH3Z2T55ZCjkOJIRwwhnSJ5Y2gEAkCYGl5RKAUl+yTJs9cqqVZ/cWpmGI309PFaHsrShvkgNkeaH3mRFfakNjVYMVjbCZdyaR8JlGz5Zcf6v5TUslnIDADLG0GFlCpuKrSj5tfxe+e4FAgAgyU4Ztr8Mx1COJ6QDelRoQF61/FZUXtOW17LlMW31zGrQqOIqDczbJoUcndBjdKpjA0gyZkwi4UoKc+Q3vWpQOOZjsiyvLJM6OQAgM6ypCMjjMRWO2rEdYBiqaQy5GwoAgCRqcpqUHw1pWFGlfFb746HHtFWWvUN2vqmCnoyFQHdDJQgJ17MoT2XFsc/6MAzp6AP3dTERAADJVbujUaYnvo9ZrBwAAGSSZfWrNKj/5g6Lkjt5TEd9Cmr07+pP3Q8GoEuhMAlXnHXygcrO8sbUNjfLpx99Z6zLiQAASB6/zyOPFd/HLIM9JgEAGWR11QZle2JfRWcajmRsdTER9oidRi+kJQqTcMXhY4doXHl/+X0d7xaQk+XV2SePV1kP9tUCAGSOfYf0irvQOGxoL5fSAACQfNXBjTKM2FcDmIaU42tyMRGArojCJFxhGIbOnzxCPfbbKisrIpm7374wPFF5siIacvQmnXjU4NSEBADAJbm5fo0Z2S/m9nm5fp3+g/EuJgIAILnyormKdy2AabN6AOhuePgNXFEXrdHTgXs14MRalR3m1aZPShVYVSw7YsqTFVHp6K0qHb1NHp80a8s9uqjsJpkGdXIAQOY4+/QJ+s/SDaqrD3bYzmMZ6t+3WMP2YcYkACBz9M7vobW2ZFixH2OGYtsODMljsAc2XEZhEq6Yv+OfarDrJEm+vLAGHL1RA47e2KqdI6k2GtDqps81LJt9JgEAmaNfn2L96ooGzbw/otp6n9TGvBG/N6z+fep18y++wx6TAICMcvjgw7So4nlFYpw3acrWEGO0y6kAdDUUJpFwUSei/zTMlxPj7rNBp1Hv1r5CYRIAkFG89gc6ZMTf9efpph57aZw+XDxAkuQ4hkzTVpYvov934hL98LilsrzvqNp5WTKYKQIAyAyekKVBvjqttmN7noBftvarrnY3FIAuh8IkEm5bpErxzvbeHtnsThgAAFIkx/mzTNWpX5n0q4veUUOjV6srShQKWSoqaNI+/QPaOUnSVoN8zlyFjJNSGxoAgASpWvWSvtt/gx5q3FcNTselB78R1fjsbdq355uSrk1OQMSGldxwGZv6IeFCdkh78q+X7cQ2wxIAgK7OdCpkqnK37+VkhzVm2CaNH7VRQwd8U5SUJFP1ynYeSXJKAADcs63hKw3KbdB/Fa9SrhGW2c6KuiwjorFZ2zWpoEL5+fVJTgkg1ZgxiYTLsfKat9GKozZpyODhNwCAjGFpjaRoXMeY2uJKFgAAUqEq1KSobWgff72uLV2md+p76ePGHi2r6xwZ6uNt1El5lRrm2yHDkMJRU77UxgaQZBQmkXDFVqn8RrYaFfvdriFZ+7mYCACAZLMV/+oB1koBADLH+uzBamzyyOcLqdAK6wcFG/S9/A2qjnoVtD0q9gSVbX4zi9K2pf9sKNX4vikMDSDpKEwi4QzD0KH5J+mt6ucUUajT9llGjg7PPyUJyQAASA5bA2Tblsw4FgPYKnItDwAAyebrOULbarJUWBBSY9TSixuG6i9f7a/qsL/lOd0nlq3RJUP+o33yalRX59Vftx2g8SlNjVbifYAEECcKk3DFAblHaFH9e9oS3ii7g6VsXsOv4dnj1Ns3IInpAABwV9QYoprtXvXoEVv7pkZLm+t/oNwyd3MBAJAsp/YZpTvmHqwr/Z/q4s9PUm3Yp0bbu1ub5yrK9c+qwTpv4BIda65XjwFjUpQWQKqwqR9c4TG8mlL6S/X2DlSWkdNmmywjR6OyD9L3is9NcjoAANwVbAzp8UeHq77+m3vAUcdQRVOuVjcUKBD279a+qcmjJx/KTXZMAABcU5ZVpC8KynX2J6dqUzC3VVFSkhyZqolk6aE1Y/Tj1d/TFUO/k/ygAFKKGZNwjd/M1gW9pmlt8Au9v+NVbY5UqHmLY1P7+Efq8PxTVOplAxEAQOZZvXSj3p83WGPHrlf5hG16rnqYnq0aJttpXrzmSOrrr9dlA/6jCd4q3X7LIVq/fkNqQwMAkGC9PaVa63Q+vtXbPnlMQ3lm25NakDoGK7nhMgqTcJVhGBqcNVyDs4arpCRXlmUqGrUVCMT+YBwAANJNY0NIdtTR7x6aoO1ej4IeSxFZu7WpjmTp+hVHKGdDRAVLHOXn2e2cDQCA9FMXDmpZ9TapZUfJTjiG/m/dUp237zhXcwHoWljKDQAAkGC5+VmKFpmqPD9L9R5fq6LkTg2OV9t6ZqnqTJ8si49lAIDM8eGWCjVGwjG3jzi2Xl6/3MVEALoiZkwCAAAk2NCRfbX5KEPRGFakOT5DTYMtDT5xkPvBAABIkppQk8K2HfOESUmqDja5Fwh7hqdyw2XcmgcAAEiwiOWofj+PZMb205idLW09NI6f3AAA6OK21jU0b6och6ZwxJ0wALosCpMAAAAJtrS2Sl5f28u322QY+k9wk3uBAABIsgLHH19h0pG8QUoUQHfDVQ8AAJBgDdGQ7DgfY2k7PPwGAJA5sk2vjNi3mJRsyVsXx009ABmBPSYBAAASLM/jV7x1RsvgfjEAIHPUNwTlrfYoVBpRO8+A+4YtmY2GFEpKNMTB4L4pXMYnYAAAgAQbVdBbwUg09gMcaZCnp3uBAABIsnyvX0bIkCdgSlG1v6zblowmQ56ApawoMyaB7obCJAAAQIJV1dbJU+eTYp1lEJW2rGOaCAAgc/gsS2ZIspos+TZ7ZNYbzQXKXV5GSPIETHkDlgwZ8jg8CA7obljKDQAAkGAVNbXybPMrlBOUzE72moxK2uFRfR1PIgUAZI4sy5IVkhxLkgx5qz1yqh05HkmGZEQlw/66EGlLngbJ42fuVJfjxPlodSBOXPUAAAAuMG1T+ipbCn49Q6QtEUnVHqnSH9eDSwEA6OqCTVEZtmQ1SWZIzUu2HUNmxJAZNmREjeaVBdHmoqQRlcwgoyHQ3TBjEgAAIMEGFBbKlCFvjSlncY6cHmFF+4Yl6+sfuAzJ2GHJ2uiTUW/J9ko9emSnNjQAAAlkO7Y8ISmcJVmh5uKk7VHzjElJcpq/bzjNXxu2ZFks5Qa6GwqTAAAACTagqFDesKFGRzJlSFt9srb65BhO83qVqGTomx++rIj03WHDUhcYAIAE612UryzblB20FfVLhtE83unbO5c4al7K3Sj16pmXgqToEJNY4TIKkwAAAAkWjkYVDdn69rwPw2lnWbcjbdxSm4xoAAAkxZjBvRVpCsvyWZIt2X7JMaSWwfHrgpcZbp45aYWjmtCjZ6riAkgR9phEUjTWB/Xp/FX611tL9Pm/v1Ik0t5mWwAApL+lGzfLMuJbjvbBqrUupQEAIPlWLVqrgnU7pIgtKyp5G5pfVlPzy9MkeeslT+jrWmXE1pcv/yfVsQEkGTMm4arNG7fr+Qff0eKPvpQcybYdWZYpwzR01MQx+v65Ryg3PyvVMQEASKgdTSFF7PjWPkVt26U0AAAk36a1W+VfulXeQp/CxVmSx5ThfL2c+1uMYERF8zdqi5+fDbsag6dyw2UUJuGa1Us36PfXP6u6msY233/j7x/ro3nLddOfp6i4Z36S0wEA4J5snyfuGZNGnO0BAOjqTEnF71eo9sAyBfvkybEMyfpm4aYRjMoMR1W4YKO8NSGpNw+CA7oblnLDFYHNtbpn2t/bLUpKkh21tXVTjW6f+jhLuwEAGWVkn14y4yw0jhvQ16U0AAAkX+8hpcrK9ctwpMKFm9Tzn2uUuyIg75YGebY1yr++VkXzN6jHP9c0FyUl9RnMHpNAd0NhEq545Yn5HRYlWzhS7fZ6LfpgpfuhAABIkmyfV4fuM6DVw2/ak5/l1+RD93c1EwAAyVQ+brD82b6WX5uhqPKWB1TyXoV6vLNeRR9XyRdoahkrcwuydepPj01NWAApQ2ESCRcORfTh20vlxLgXRWNDSP947AOXUwEAkFwXHDlehdmd75XltUyN7NtL+/bqkYRUAAAkh2EYOvW/jlVWjr/le019/Np+YIECEwpVu1+ebM83t/ByC7M18pB9UxEVHXGc9HkhLbHHJBKucn0g7mO2baqR4zjsrwUAyBi9C/N11Q+Ga8aLCxUOmXKc1veDLU9UxT2CuvH7R6YgIQAA7jr+7MO0/OPVenfTem08vEDRLEt2limZhoyQLSPiKH95nYYuatK1D1zEz4NAN0RhEgkXDoalPbhZ4diODIuBCACQGbaFq7TQ86QmnBLS2mW9VbXmm32zHEfyZ4U1aORG9R1Uo+er79N5pdfxAxkAIKMYhiHf+SNU9Z8mhc3df0h0fKYcn1R7QIEqD++rrLLcFKUEkEoUJpFwBUXxDyiGYci02FkAAJA55ta8qEa7Xv5sqfzA9dr3gAo11vllR0x5s8LKyglLar6XtzVcqY2hr9TPv09qQwMAkEDz1n+lZ75YoqDZ/swVxzS0Kdign897XY+cPCmJ6RATO9UBkOmoBCHhSvsWKbeg8z21WhjS/oexlwgAIHM02vVaG1qx2/dM01FuQZPySxpaipI7NTkNem/Ha8mMCACA6/5n8ceqC4c6bWc7jirqarU8sDUJqQB0JRQm4YpTzzlc/mxvTG1zcrN06jmHupwIAIDkqQytVcSOxnXMxtBXLqUBACD5Vm7fpu1NjTG3rw0F9ejSRS4mAtAVUZiEK448eYwG7lsmj9fqsF1Wtk9Hf3es+g0uTVIyAADcF3ZCCtmRuI6Jt5AJAEBXtmL7VjVEwp033MXywBaX0mBPGY6TNi+kJwqTcIXlMXX9PT/WiAMGtrms2zAN5eZn6dgfjtOPrzg+BQkBAHCR7VfYju8DcmOUTZwAAJkjYtuy4ywWRWzGQqC74eE3cI3P79V1v/+x1qyo0stP/EsrF6+X4ziyPJYOOma4Jp55iHr2Lkx1TAAAEm57fY4cJ/YnbNu2tGF7iTTIxVAAACRRr5xcZXu8u+wx6Sg7J6TsnCaZpqNw2KPamhw59jfzpXpm82RuoLuhMAnXDR7eW1NvO00lJbmyLFPRqK1AoD7VsQAAcE3QtrUh0EuDSitldfAk0p0itqUNgT5JSAYAQHJM6N1fXrO56FhQVKfefbfLsmxZHluGIUWjhvo6hmqrc1RZ0UNZhk+TR4xJcWoAyUZhEgAAIMGKfNmqCPRTaeE25fqCMjvYPCccNbV6S6kcOzt5AQEAcJnHNDUht7c+LfpEPcpqZXl2v1FnWY4kR0UldcrNa9K6Jf10bP8hqQmL9rF3I1zGHpMAAAAJNrq4lwx59d7Kcu0IZikUaf0wONuWQhFLqzb30peb++iUfsNSkBQAAPdUL1upHr1aFyV3ZZqS1xfRPv0rVbl+exLTAegKmDEJAACQYJZhatLAkfrbqkWat3y4eldsVsmrlYquikiOZHglHZur9UcOUn1urgq8fp09ZGyqYwMAkDAV67ap4eAqWd7OZ9yZpuTkhfX0W3N13U/PSEI6AF0FhUkAAAAXTBk6Tm9+sUzOb/8t7+YmhRuiu71vP1evsldWqO7Ufpo09VSVZrHhPwAgc/x7zTI5eVHF+ig4I9fR6l5fuJoJe4Cl3HAZS7kBAABcYIVsDbpjhbLWN8j6VlFSkkxbshqiKnm1Sr1mb05BQgAA3LPF2ib54ytqRcuaXEoDoKuiMAkAAOCCV/5ntrat2ypFO/6hLFof0sv3va7qzTVJSgYAgPuyc72Kebrk10zWdALdDoVJAACABLOjtuY8OlfhYCSm9k31TZr94FsupwIAIHlGDRksIxRfZbLYV+hSGuwxO41eSEsUJgEAABJs9aKvFAnHVpSUpGg4qvee/ZeLiQAASK4xBcPltbyxHxA09MN+x7kXCECXRGESAAAgwWq31sZVmJSkcDDsUhoAAJLPY1g6pucEKRzbrMlsb5YmFI91ORWArobCJAAAQIL5sn0yzfg+ZhlmnBtxAQDQxZ1edpLy/DlSZ8/AcaQL+p0uj8Emk0B3w1UPAACQYEPGDpIRZ2FyyNjB7oQBACBFPq1bpqginT4ExzCkVwJv68CCUckJhpgZTnxPVgfixYxJAACABMsrztN+h5bH3D63KFeTfvF9FxMBAJB8L259U412sNN2jqRt4e36qnG9+6EAdCkUJgEAAFxw5q9OU15xbqftLI+p3kN6adhBQ5OQCgCA5FjXtFG10bqY29fbjXotMM+9QAC6JAqTAAAALug/vJ+uuP/iDouTXr9HfYb21rRnrpFhsMckACBzrA9WqtFuiuuYrxorXEqDPeY46fNCWmKPSQAAAJfsf/wY3fyPaXp2xv9p2fwVkhw5UUeW15LltXTi+cfqe5dNlC/bl+qoAAAkVE14hxynef/IWNXbje4FAtAlUZgEAABwUf/h/fSLR69U3fY6bf1qk8LBsAp65Kt03z5xP7kbAIB0sb5pa9zHhO2IC0kAdGUUJgEAAJIgrzhPA4eWybJMRaO2AoH6VEcCAMA1oUj8N99sVuN2PSyRhsu4TQ8AAAAAABLKa2bFXdOybcudMAC6LAqTAAAAAAAgocbklsuRoUijJTvacdto2FAkZMhr90pOOABdBoVJAAAAAACQUIeW7KOaiiJVvNNPjZtzFA2acuzd20RDzYXLygW9VfVhX53V6/jUhAWQMuwxCQAAAAAAEsoyTEVXlykaCqvq4z7yZIdVuE+1sns0yTAdRZo8ql5dpMYt2ZIMGR5b/VWa6tj4NvaYhMsoTAIAAAAAgIT6aktAwcZvpkhGGr3atqT9wqMTMfX0h4t1yw+ZNQl0JxQmAQAAAABAQi2r2qJgpJPNJb/ls4pKl9IAe++dd97R888/r08//VSBQEA+n0+DBg3SMcccoylTpqikpCTVEdMShUkAAAAAAJBQa7Zsj/uYuqaQC0mwV+zOm2S6SCSiadOm6eWXX97t++FwWEuXLtXSpUv17LPP6v7779e4ceNSlDJ98fAbAAAAAACQUNFvP+kmJuxniK7n97//fUtR8vjjj9dTTz2lDz/8UC+//LJ++ctfKicnR9u2bdOll16qTZs2pTht+qEwCQAAAAAAEmpwz+K4j8n2eV1IAuy5TZs26W9/+5sk6fvf/77+/Oc/68ADD1RxcbHKy8t10UUX6W9/+5s8Ho+qq6v1wAMPpDhx+qEwCQAAAAAAEmpoaQ95rfhKDsN781TursZwnLR5ueGtt95SJBKRJF199dVtthkzZoxOOOEESdK8efNcyZHJKEwCAAAAAICE2q9PqUpysmNun+X16NzD2J8PXcvmzZuVlZWlnj17ql+/fu22GzRoUEt7xIfCJAAAQBLUhUP6eFOF3t3wlZYGNstx6c4+AABdgWEYmnL4gcr2fvPMXSPiyLvDlrfWltXoSLuMhb3yczWmX1kqogLtuvrqq/XZZ59p9uzZHbZbu3atJKmwsDAZsTIKT+UGAABw0bq6aj3wxcf6cMt6GYZkO448piWvYerHQ8bojMFj5Lf4SAYAyDynjCnXko2b9M6i1TIrgvI0Ot8838aQHFNq7GEqb2Ce7jrjFBmGkdK8aAM3UiVJeXl57b63adMmzZ07V5I0fvz4ZEXKGHwKBgAAcMnHWyt0w8J/qiYcbPP9/13xsV6rWKm/HvEj5Xp8SU4HAIC7DMPQhPwyffLVcoWDbRS4olL+FkdDsv0qyspKfkBgLzmOo5tvvlnBYPNnvcmTJ6c4UfphKTcAAIAL1tRt17QOipKSFLSj+qpuu65a8CpLuwEAGWf5F5V6+PH3FQ5G223jRB2trwjo9/f/M4nJgMSYMWNGywNvTj31VB166KGpDZSGKEwCAAC44H+Wf6TaDoqSO0UcW1/Vbdfn1ZuSkAoAgOR59Kl/qb4h1Gm7cDiqFSurVFlV7X4oIAEcx9GMGTP02GOPSZLKy8t12223pThVeqIwCQAAkGC1oaD+vW1D7O3DQT288hMXEwEAkFxVm2pUtakm5vb1DUG9+Nqn7gXCnrGd9HklSSgU0nXXXadHH31UkjR06FA9/PDDys3NTVqGTMIekwAAAAm2rGaz7DiXZi9hxiQAIIOsWFWlYCgSc3vHkf6ztMLFRMDeq66u1pVXXqmPP/5YkjRq1Cg9+OCDKikpSXGy9MWMSQAAgARrikbiLkyywyQAIJOEQlFFI3Zcx4TD7e9FCaTaunXrdNZZZ7UUJY866ijNmjWLouReYsYkAABAghX5suUxTSmOn6+8puVeIAAAkqwgP0s+v0dNTeGYj8nP48ncXQ4P55MkrVy5UlOmTFEgEJAknXnmmfr1r38tj4ey2t7ibxAAACDBRhf3ai5MxshjGDql3zAXEwEAkFwHjBkgjxX7WOjzWTrp2FEuJgL2zPr163XBBRe0FCWvuuoqXX755SlOlTlYyg0AAJBglmFq0sCR8hqxfdTK9vh09pCxLqcCACB5/H6vDjloH5mmEVN7n9ej7xw13OVUQHzC4bB+/vOfa8uWLZKkG264gaJkgjFjEgAAwAVTho7TmxtXqaK+VnYHO0jmeryaPGSsSrN4kiMAILP85MxDtfjz9doaqOtwRXBOjk8XnHOEsvze5IVDbLr5Uu5nnnlGn3/+uSTplFNO0RlnnKH6+voOj+Hp3PGhMAkAAOCCHI9XDx1xmi754EVV1Ncq9O0NJx0p2/Ro8pD99V/DxqcmJAAALsrPy9LtN5+mW2a+pOqaBtU3hHZ73+MxleX36rwfH65jjmC2JLqexx57rOXr119/Xa+//nqnx6xYscLNSBmHwiQAAIBLtmytk/NRWNkeQ3YfKZr99RuO5NtmqCDg0RebNim8T1Q+Lx/LAACZp7goV3+4/WwtXrJez/1joao218pxHPn9Hh131H46+fhRPPQGXVIgENC6detSHSPj8QkYAADABZuqd+jGv72hmoagLBkqqGm9PC2sqJYHt+i2p9/Sb8+dmIKUAAC4zzQNHTBmoA4YM1AlJbmyLFPRqK1AoOMlsUAqlZSUMPsxCShMAgAAuOBvby9UbUNTp+3CkaiWV2zR6sptGtqnRxKSAQCQGmE7qjW12xWVoxJfducHIPW6+R6TcB+FSQAAgARrDIa1YMX6Dh55s7sdjUE9895n+tWZx7maCwCAVNjUWKdZqz/V7I0rZRrNT+m2HUcDcgv102EH6bDSATKM2J7eDSCzUJgEAABIsOUVm+XEOcPgs682upQGAIDUWbh1g6Z98k/VhoKyv3XLrjrUpBs/eVNH9Bqo28ad0FK0BNB9mKkOAAAAkGkaQxFF7fgKkzZLpQAAGWb1joCuWzhb1aGmVkXJneoiIb27aY3u+M+7SU6HmNhO+ryQlpgxuZds29aLL76ol156SStWrNCOHTtUXFysCRMm6IILLtDo0aNTHREAACRZfrZflhXfrA+Pyf1iAEBmuWfJB6oNBztt1xiN6K3K1fpp+UEqzcpNQjIAXQWfgPdCTU2NzjnnHN1www2aP3++AoGAwuGwNm/erFdeeUVnnnmmnn766VTHBAAASTaif6ksI/aPWaZh6IiRQ1xMBABAcm1tatDymi0xt6+PhPT0V4tdTASgK6IwuYccx9Fll12mTz75RIZh6Pzzz9drr72md999V/fee6/69eunaDSqW2+9VYsX848rAADdiddj6YQD9pVpxjZrMjfLq/93xBiXUwEAkDz/3lahYDQSc/uo4+jtyi9dTIQ94tjp80JaojC5h5599lktXLhQknTLLbfohhtu0NChQ1VWVqaJEyfqqaeeUl5enmzb1oMPPpjitAAAINnOPvoA9czvfDlals+j4/cfpt7F+UlIBQBAcjREwgrb8RWL4ilkAsgMFCb30KxZsyRJRx55pM4+++xW75eVlel73/ueTNPUihUrkh0PAACkWEFOlu756ffVpzhf2T5vm23ysnw6Yf99dcnEQ5OcDgAAd+V7/fJZVlzH5Hh8LqUB0FXx8Js9sHLlSq1cuVKSdNFFF7Xbbvr06fr1r38tK85/jAEAQGYoLczVX6f+P7235Cs9/d6nCtQ1yjQMOY6jcfv001lH76+hvXukOiYAAAl3SM8B8pmWmmKcBekzTZ3Sv9zlVAC6GgqTe2DnnpFer1cHHnjgbu+Fw2F5vc2zInw+7vYAANDdeT2Wjtt/Xx23/74qKsqRLUce01QgUJ/qaAAAuKbA59dBPfrp7arY9o3Msrw6fdAol1Mhbo6T6gTIcCzl3gM7Z0v269dPPp9Py5cv1y9/+UsdeuihGj16tMaPH68rrriCh94AAIDdmKYhv5f7wgCA7uHnIw9XntH5hB1P1NCZg0aryJeVhFQAuhI+Ge+BLVu2SJKKior0wgsv6Oabb1Y4HG55v66uTm+99Zbmzp2r6dOna/Lkya7kKC7OkWHE9rTPrmDnk0lN01BJSecPA0DXQx+mP/ow/dGH6Y3+S3/0YfqjD9Mb/ZdeNm2pVdm7jhoPkmyv5Hy7AuFIRljKXyM1VdWq5HD6FOhuum1h8s9//rPuvffeuI6ZNGmSZs6cqfr65qVX69at00033aRevXrp2muv1VFHHSXLsjR//nzdcccdWrt2rW677TYNHDhQRx55ZML/DB5Peu5daRiGLCt9CqpojT5Mf/Rh+qMP0xv9l/7ow/RHH6Y3+i89/M9DcxWpCqvvG1LdIKl2+O7FyawqqXC55Kt19Fn+em3aXKu+fYpSlhdtsFnKDXd128Lk3mhsbJQkBQIB9ezZU08//bTKyspa3j/++ON1wAEH6Ec/+pE2b96sO++805XCZCQSTbsZk8bXG/7b/OOWlujD9Ecfpj/6ML3Rf+mPPkx/9GF6o//SR9WmGq2tCEiSzIhUsLr55ZjNLyMi7frT7I66oJ78+wJdfcWJqQncCctiJzzADd22MPnjH/9YJ598clzH5OfnS5Kys7NbvnfRRRftVpTcqUePHrrwwgs1c+ZMrVixQmvXrtWgQYP2LvS3bN/ekNDzua2kJFeWZci2HTb8T1P0YfqjD9MffZje6L/0Rx+mP/owvdF/6WP+R6vV1BRu9X3Dbn59m+M4WrDwyy7br6Wl+amOAGSkbluYLC4uVnFx8R4dm5v7zb4XhxxySLvtDj744JavV61alfDCJAAAAAAAXVEwFFE00kYFsgPhcNSlNNhjPJUbLmMu8h7o379/y9c+X/tPGMvLy2v5OhgMupoJAAAAAICuoiA/Wz5/fM9FyMv1u5QGQFdFYXIPjBgxouXrioqKdttt3bq15etevXq5mgkAAAAAgK5i/9ED5LFiL0z6vJZO+M5IFxMB6IooTO6Bww8/XF6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" ] @@ -481,6 +481,145 @@ "fit.summary()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Or display a formatted regression table:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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(1)
coef
X1-1.019***
(0.082)
fe
group_idx
stats
Observations998
S.E. typehetero
R20.137
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
\n", + "\n", + "
\n", + " " + ], + "text/plain": [ + "GT(_tbl_data= level_0 level_1 0\n", + "0 coef X1 -1.019***
(0.082)\n", + "1 fe group_id x\n", + "2 stats Observations 998\n", + "3 stats S.E. type hetero\n", + "4 stats R2 0.137, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\\nCoefficient \\n (Std. 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@@ -491,7 +630,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -528,7 +667,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -539,7 +678,7 @@ "Name: Estimate, dtype: float64" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -550,7 +689,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -561,7 +700,7 @@ "Name: Std. Error, dtype: float64" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -581,7 +720,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -614,13 +753,164 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We see that the `X1` coefficient is `-1.0`, which is less than the value from the OLS model above (which was `0.949`). Where is the difference coming from?\n", + "We can compare both models side by side in a regression table: " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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\n", + " Y\n", + "
(1)(2)
coef
X1-1.019***
(0.082)		-1.000***
(0.082)
Intercept0.919***
(0.112)
fe
group_idx-
stats
Observations998998
S.E. typeheterohetero
R20.1370.123
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
\n", + "\n", + "
\n", + " " + ], + "text/plain": [ + "GT(_tbl_data= level_0 level_1 0 1\n", + "0 coef X1 -1.019***
(0.082) -1.000***
(0.082)\n", + "1 coef Intercept 0.919***
(0.112)\n", + "2 fe group_id x -\n", + "3 stats Observations 998 998\n", + "4 stats S.E. type hetero hetero\n", + "5 stats R2 0.137 0.123, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0', '1'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\\nCoefficient \\n (Std. 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"markdown", + "metadata": {}, + "source": [ + "We see that the `X1` coefficient is `-1.019`, which is less than the value from the OLS model in column (2). Where is the difference coming from?\n", "Well, in the fixed effect model we are interested in controlling for the feature `group_id`. One possibility to do this is by adding a simple dummy variable for each level of `group_id`." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -676,7 +966,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -736,16 +1026,16 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([ 1.02366347, -1.11298171, -0.21211311])" + "array([ 0.85851073, -1.02012491, -0.14891997])" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -772,16 +1062,16 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([ 0.96014103, -1.0794788 , -0.21216075])" + "array([ 0.8567657 , -1.01943173, -0.15344502])" ] }, - "execution_count": 14, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -804,16 +1094,16 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([ 0.96014103, -1.0794788 , -0.21216075])" + "array([ 0.8567657 , -1.01943173, -0.15344502])" ] }, - "execution_count": 15, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -856,7 +1146,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -919,14 +1209,14 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "param X1\n", - "t value -8.567586579080423\n", + "t value -8.567586579080421\n", "Pr(>|t|) 0.0\n", "bootstrap_type 11\n", "inference CRV(group_id)\n", @@ -934,7 +1224,7 @@ "dtype: object" ] }, - "execution_count": 17, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -960,7 +1250,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -1045,7 +1335,7 @@ "4 9.21034 13.0 8.0 44.0 1.0" ] }, - "execution_count": 18, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1065,12 +1355,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -1097,7 +1387,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -1132,9 +1422,9 @@ " \n", " \n", " CCV\n", - " 0.4656425903701483\n", + " 0.46564259037014955\n", " 0.00348\n", - " 133.820078\n", + " 133.820079\n", " 0.0\n", " 0.458657\n", " 0.472628\n", @@ -1153,12 +1443,12 @@ "
" ], "text/plain": [ - " Estimate Std. Error t value Pr(>|t|) 2.5% 97.5%\n", - "CCV 0.4656425903701483 0.00348 133.820078 0.0 0.458657 0.472628\n", - "CRV1 0.465643 0.027142 17.155606 0.0 0.411152 0.520133" + " Estimate Std. Error t value Pr(>|t|) 2.5% 97.5%\n", + "CCV 0.46564259037014955 0.00348 133.820079 0.0 0.458657 0.472628\n", + "CRV1 0.465643 0.027142 17.155606 0.0 0.411152 0.520133" ] }, - "execution_count": 20, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1185,7 +1475,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -1202,7 +1492,7 @@ "dtype: object" ] }, - "execution_count": 21, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1228,7 +1518,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -1307,7 +1597,7 @@ "Bonferroni Pr(>|t|) 0.000 0.000" ] }, - "execution_count": 22, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1318,7 +1608,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -1397,7 +1687,7 @@ "RW Pr(>|t|) 0.000 0.000" ] }, - "execution_count": 23, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -1417,7 +1707,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -1448,28 +1738,28 @@ " \n", " \n", " Intercept\n", - " -0.427593\n", - " 1.405504\n", + " -0.424260\n", + " 1.402170\n", " \n", " \n", " X1\n", - " -1.161113\n", - " -0.737769\n", + " -1.160343\n", + " -0.738539\n", " \n", " \n", " C(f1)[T.1.0]\n", - " 1.382065\n", - " 3.783234\n", + " 1.386431\n", + " 3.778868\n", " \n", " \n", " C(f1)[T.2.0]\n", - " -2.841141\n", - " -0.322727\n", + " -2.836562\n", + " -0.327306\n", " \n", " \n", " C(f1)[T.3.0]\n", - " -1.610678\n", - " 0.986011\n", + " -1.605957\n", + " 0.981289\n", " \n", " \n", "\n", @@ -1477,14 +1767,14 @@ ], "text/plain": [ " 2.5% 97.5%\n", - "Intercept -0.427593 1.405504\n", - "X1 -1.161113 -0.737769\n", - "C(f1)[T.1.0] 1.382065 3.783234\n", - "C(f1)[T.2.0] -2.841141 -0.322727\n", - "C(f1)[T.3.0] -1.610678 0.986011" + "Intercept -0.424260 1.402170\n", + "X1 -1.160343 -0.738539\n", + "C(f1)[T.1.0] 1.386431 3.778868\n", + "C(f1)[T.2.0] -2.836562 -0.327306\n", + "C(f1)[T.3.0] -1.605957 0.981289" ] }, - "execution_count": 24, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1505,7 +1795,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -1639,7 +1929,7 @@ "4 25 5 " ] }, - "execution_count": 25, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1660,29 +1950,150 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 52, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "###\n", - "\n", - "Estimation: OLS\n", - "Dep. var.: lwage, Fixed effects: nr+year\n", - "Inference: CRV1\n", - "Observations: 4360\n", - "\n", - "| Coefficient | Estimate | Std. Error | t value | Pr(>|t|) | 2.5% | 97.5% |\n", - "|:--------------|-----------:|-------------:|----------:|-----------:|-------:|--------:|\n", - "| expersq | -0.006 | 0.001 | -8.157 | 0.000 | -0.008 | -0.004 |\n", - "| union | 0.073 | 0.023 | 3.189 | 0.015 | 0.019 | 0.127 |\n", - "| married | 0.048 | 0.018 | 2.694 | 0.031 | 0.006 | 0.089 |\n", - "| hours | -0.000 | 0.000 | -3.830 | 0.006 | -0.000 | -0.000 |\n", - "---\n", - "RMSE: 0.324 R2: 0.631 R2 Within: 0.047 \n" - ] + "data": { + "text/html": [ + "
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(1)
coef
expersq-0.006***
(0.001)
union0.073*
(0.023)
married0.048*
(0.018)
hours-0.000**
(0.000)
fe
yearx
nrx
stats
Observations4360
S.E. typeby: nr+year
R20.631
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
\n", + "\n", + "
\n", + " " + ], + "text/plain": [ + "GT(_tbl_data= level_0 level_1 0\n", + "0 coef expersq -0.006***
(0.001)\n", + "1 coef union 0.073*
(0.023)\n", + "2 coef married 0.048*
(0.018)\n", + "3 coef hours -0.000**
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"panel_fit.summary()" + "pf.etable(panel_fit)" ] }, { @@ -1715,7 +2126,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -1751,7 +2162,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -1787,60 +2198,61 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='8px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + "GT(_tbl_data= level_0 level_1 0 1\n", + "0 coef Z1 0.403***
(0.011) \n", + "1 coef Z2 -0.003
(0.006) \n", + "2 coef X1 -1.600***
(0.333)\n", + "3 fe f2 x x\n", + "4 fe f1 x x\n", + "5 stats Observations 996 998\n", + "6 stats S.E. type by: f1 by: f1\n", + "7 stats R2 0.425 -, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0'], built=None), SpannerInfo(spanner_id='Y2', spanner_level=1, spanner_label='Y2', spanner_units=None, spanner_pattern=None, vars=['1'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\\nCoefficient \\n (Std. Error)'], _footnotes=[], _styles=[], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', value='16px'), table_font_weight=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_style=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_color=OptionsInfo(scss=True, category='table', type='value', value='#333333'), table_font_color_light=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_border_top_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_top_style=OptionsInfo(scss=True, category='table', type='value', value='solid'), table_border_top_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_top_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_right_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_right_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_right_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), table_border_bottom_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_bottom_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_bottom_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_bottom_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_left_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_left_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_left_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), heading_background_color=OptionsInfo(scss=True, category='heading', type='value', value=None), heading_align=OptionsInfo(scss=True, category='heading', type='value', value='center'), heading_title_font_size=OptionsInfo(scss=True, category='heading', type='px', value='125%'), heading_title_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_subtitle_font_size=OptionsInfo(scss=True, category='heading', type='px', value='85%'), heading_subtitle_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_padding=OptionsInfo(scss=True, category='heading', type='px', value='4px'), heading_padding_horizontal=OptionsInfo(scss=True, category='heading', type='px', value='5px'), heading_border_bottom_style=OptionsInfo(scss=True, category='heading', type='value', value='solid'), heading_border_bottom_width=OptionsInfo(scss=True, category='heading', type='px', value='2px'), heading_border_bottom_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), heading_border_lr_style=OptionsInfo(scss=True, category='heading', type='value', value='none'), heading_border_lr_width=OptionsInfo(scss=True, category='heading', type='px', value='1px'), heading_border_lr_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), column_labels_background_color=OptionsInfo(scss=True, category='column_labels', type='value', value=None), column_labels_font_size=OptionsInfo(scss=True, category='column_labels', type='px', value='100%'), column_labels_font_weight=OptionsInfo(scss=True, category='column_labels', type='value', value='normal'), column_labels_text_transform=OptionsInfo(scss=True, category='column_labels', type='value', value='inherit'), column_labels_padding=OptionsInfo(scss=True, category='column_labels', type='px', value='4px'), column_labels_padding_horizontal=OptionsInfo(scss=True, category='column_labels', type='px', value='5px'), column_labels_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), column_labels_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), column_labels_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), column_labels_border_top_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_top_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_top_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_bottom_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_bottom_width=OptionsInfo(scss=True, category='column_labels', type='px', value='0.5px'), column_labels_border_bottom_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_lr_style=OptionsInfo(scss=True, category='column_labels', type='value', value='none'), column_labels_border_lr_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_lr_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_hidden=OptionsInfo(scss=False, category='column_labels', type='boolean', value=False), row_group_background_color=OptionsInfo(scss=True, category='row_group', type='value', value=None), row_group_font_size=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_font_weight=OptionsInfo(scss=True, category='row_group', type='value', value='initial'), row_group_text_transform=OptionsInfo(scss=True, category='row_group', type='value', value='inherit'), row_group_padding=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_padding_horizontal=OptionsInfo(scss=True, category='row_group', type='px', value='5px'), row_group_border_top_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_top_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_top_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_right_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_right_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_bottom_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_left_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='0.5px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='4px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" ] }, - "execution_count": 29, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -1951,16 +2364,16 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "692.3044112624756" + "np.float64(692.3044112624762)" ] }, - "execution_count": 30, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1978,16 +2391,16 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "533.5670484892216" + "np.float64(533.5670484892214)" ] }, - "execution_count": 31, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -2015,12 +2428,12 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "execution_count": 42, "metadata": {}, "outputs": [ { @@ -2510,7 +2925,7 @@ "X1 -1.000086 0.082420 -12.134086 0.000000e+00 -1.161822 -0.838350" ] }, - "execution_count": 40, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -2528,7 +2943,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -2606,7 +3021,7 @@ "X1 -1.000086 0.082420 -12.134086 0.000000e+00 -1.161822 -0.838350" ] }, - "execution_count": 41, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -2633,7 +3048,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -2688,65 +3103,66 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "If you have estimated multiple models without multiple estimation syntax and still want to compare them, you can use the `etable()` function: " + "You can display multiple models in a formatted regression table using the `etable()` function: " ] }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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"markdown", + "metadata": {}, + "source": [ + "`etable()` has many options to customize the output to obtain publication-ready tables.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "
(1)(2)
coef
f1x-
modelstatsstats
Observationsby: group_id
R2R20.4890.123
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + "\n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + "\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + "\n", + "
Regression Results
\n", + " Wage\n", + "
(1)(2)
coef
Age-0.950***
(0.067)		-1.000***
(0.117)
Years of Schooling-0.174***
(0.018)
Intercept0.919***
(0.121)
fe
Industry Fixed Effectsx-
stats
Observations997998
S.E. typeby: f1by: group_id
R20.4890.123
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
\n", + "\n", + "
\n", + " " + ], + "text/plain": [ + "GT(_tbl_data= level_0 level_1 0 \\\n", + "0 coef Age -0.950***
(0.067) \n", + "1 coef Years of Schooling -0.174***
(0.018) \n", + "2 coef Intercept \n", + "3 fe Industry Fixed Effects x \n", + "4 stats Observations 997 \n", + "5 stats S.E. type by: f1 \n", + "6 stats R2 0.489 \n", + "\n", + " 1 \n", + "0 -1.000***
(0.117) \n", + "1 \n", + "2 0.919***
(0.121) \n", + "3 - \n", + "4 998 \n", + "5 by: group_id \n", + "6 0.123 , _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Wage', spanner_level=1, spanner_label='Wage', spanner_units=None, spanner_pattern=None, vars=['0', '1'], built=None)]), _heading=Heading(title='Regression Results', subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\\nCoefficient \\n (Std. 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\"Age\", \"X2\": \"Years of Schooling\"},\n", + " felabels={\"f1\" : \"Industry Fixed Effects\"},\n", + " caption = \"Regression Results\",\n", + " )" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -2850,21 +3440,21 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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\n", " " ], "text/plain": [ - "" + "" ] }, - "execution_count": 47, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" } @@ -3339,60 +3929,61 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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"pygments_lexer": "ipython3", - "version": "3.10.8" + "version": "3.11.9" }, "orig_nbformat": 4 }, From 515bc7a201a39a2cf94d2ef58cb6084732204526 Mon Sep 17 00:00:00 2001 From: Dirk Sliwka <49401450+dsliwka@users.noreply.github.com> Date: Fri, 6 Sep 2024 15:06:10 +0200 Subject: [PATCH 08/23] Update table-layout notebook --- docs/table-layout.ipynb | 3007 +++++++++++++++++++-------------------- 1 file changed, 1499 insertions(+), 1508 deletions(-) diff --git a/docs/table-layout.ipynb b/docs/table-layout.ipynb index f4f47467..13e33ae2 100644 --- a/docs/table-layout.ipynb +++ b/docs/table-layout.ipynb @@ -22,19 +22,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Pyfixest comes with functions to generate publication-ready tables. The main function is `pf.etable()`, which creates a table with regression results and renders it in different formats, for instance using the [Great Tables](https://posit-dev.github.io/great-tables/articles/intro.html) package or generating formatted LaTex Tables using [booktabs](https://ctan.org/pkg/booktabs?lang=en). It also provides functions `pf.dtable()` to display descriptive statistics and `pf.make_table()` that generates formatted tables from pandas dataframes (for instance generated with other packages) in the same layout. \n", + "Pyfixest comes with functions to generate publication-ready tables. Regression tables are generated with `pf.etable()`, which can output different formats, for instance using the [Great Tables](https://posit-dev.github.io/great-tables/articles/intro.html) package or generating formatted LaTex Tables using [booktabs](https://ctan.org/pkg/booktabs?lang=en). There are also further functions `pf.dtable()` to display descriptive statistics and `pf.make_table()` generating formatted tables from pandas dataframes in the same layout. \n", "\n", "Contents: \n", "\n", "- [Regression Tables via `pf.etable()`](#regression-tables-via-pfetable)\n", "\n", - " - [Basic Usage](#basic-usage)\n", + " - [Basic usage](#basic-usage)\n", " - [Keep and drop variables](#keep-and-drop-variables)\n", " - [Hide fixed effects or SE-type rows](#hide-fixed-effects-or-se-type-rows)\n", " - [Display p-values or confidence intervals](#display-p-values-or-confidence-intervals)\n", " - [Significance levels and rounding](#significance-levels-and-rounding)\n", " - [Other output formats](#other-output-formats)\n", - " - [Custom Styling with Great Tables](#custom-styling-with-great-tables)\n", " - [Rename variables](#rename-variables)\n", " - [Custom model headlines](#custom-model-headlines)\n", " - [Further custom model information](#further-custom-model-information)\n", @@ -42,14 +41,17 @@ " - [Publication-ready LaTex tables](#publication-ready-latex-tables)\n", " - [Rendering Tables in Quarto](#rendering-tables-in-quarto)\n", " \n", - "- [Descriptive Statistics via `pf.dtable()`](#descriptive-statistics-via-pftable)\n", - " - [Basic Usage](#basic-usage-1)\n", + "- [Descriptive Statistics via `pf.dtable()`](#descriptive-statistics-via-pfdtable)\n", + " - [Basic usage of dtable](#basic-usage-of-dtable)\n", + " - [Summarize by groups in columns and rows](#summarize-by-groups-in-columns-and-rows)\n", "\n", "- [Table Layout for DataFrames with `pf.make_table()`](#table-layout-for-dataframes-with-pfmake_table)\n", - " - [Basic Usage](#basic-usage-2)\n", + " - [Basic usage of make_table](#basic-usage-of-make_table)\n", " - [Multiindex DataFrames](#multiindex-dataframes)\n", "\n", - "- [Defining Table Styles](#defining-table-styles)\n", + "- [Custom Styling with Great Tables](#custom-styling-with-great-tables)\n", + " - [Example Styling](#example-styling)\n", + " - [Defining Table Styles](#defining-table-styles)\n", "\n", "\n", "To begin, we load some libraries and fit a set of regression models. " @@ -57,14 +59,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", - "
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\n", " \n", @@ -104,7 +106,7 @@ "data": { "text/html": [ "\n", - "
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\n", " \n", @@ -168,9 +170,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Regression Tables via `pf.etable()`\n", + "# Regression Tables via `pf.etable()`\n", "\n", - "### Basic Usage" + "## Basic Usage" ] }, { @@ -182,57 +184,57 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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- "### Keep and drop variables\n", + "## Keep and drop variables\n", "`etable` allows us to do a few things out of the box. For example, we can only keep the variables that we'd like, which keeps all variables that fit the provided regex match. " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
\n", + "
\n", "\n", "
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+ "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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+ "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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[ - "### Hide fixed effects or SE-type rows\n", + "## Hide fixed effects or SE-type rows\n", "We can hide the rows showing the relevant fixed effects and those showing the S.E. type by setting `show_fe=False` and `show_setype=False` (for instance when the set of fixed effects or the estimation method for the std. errors is the same for all models and you want to describe this in the text or table notes rather than displaying it in the table). " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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[ - "### Display p-values or confidence intervals\n", + "## Display p-values or confidence intervals\n", "By default, `pf.etable()` reports **standard errors**. But we can also ask to output p-values or confidence intervals via the `coef_fmt` function argument. " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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[ - "### Significance levels and rounding\n", + "## Significance levels and rounding\n", "Additionally, we can also overwrite the defaults for the reported significance levels and control the rounding of results via the `signif_code` and `digits` function arguments: " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Y2', spanner_level=1, spanner_label='Y2', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.1, ** p < 0.05, *** p < 0.01. Format of coefficient cell:\\nCoefficient \\n (Std. 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category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" ] }, - "execution_count": 9, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -1669,13 +1671,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Other output formats\n", + "## Other output formats\n", "By default, `pf.etable()` returns a GT object (see [the Great Tables package](https://posit-dev.github.io/great-tables/articles/intro.html)), but you can also opt to dataframe, markdown, or latex output via the `type` argument." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -1828,7 +1830,7 @@ "R2 0.17151 0.17180 " ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -1845,7 +1847,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -1895,7 +1897,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -1918,7 +1920,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -1963,296 +1965,63 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Custom Styling with Great Tables\n", - "You can use the rich set of methods offered by [Great Tables](https://posit-dev.github.io/great-tables/articles/intro.html) to further customize the table display." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "
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\n", - " Y\n", - " \n", - " Y2\n", - "
(1)(2)(3)(4)(5)(6)
coef
X1-0.950***
(0.067)		-0.924***
(0.061)		-0.924***
(0.061)		-1.267***
(0.174)		-1.232***
(0.192)		-1.231***
(0.192)
X2-0.174***
(0.018)		-0.174***
(0.015)		-0.185***
(0.025)		-0.131**
(0.042)		-0.118**
(0.042)		-0.074
(0.104)
X1:X20.011
(0.018)		-0.041
(0.081)
fe
f1xxxxxx
f2-xx-xx
stats
Observations997997997998998998
S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1
R20.4890.6590.6590.1200.1720.172
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", - "\n", - "
\n", - " " - ], - "text/plain": [ - "GT(_tbl_data= level_0 level_1 0 1 \\\n", - "0 coef X1 -0.950***
(0.067) -0.924***
(0.061) \n", - "1 coef X2 -0.174***
(0.018) -0.174***
(0.015) \n", - "2 coef X1:X2 \n", - "3 fe f1 x x \n", - "4 fe f2 - x \n", - "5 stats Observations 997 997 \n", - "6 stats S.E. type by: f1 by: f1 \n", - "7 stats R2 0.489 0.659 \n", - "\n", - " 2 3 4 \\\n", - "0 -0.924***
(0.061) -1.267***
(0.174) -1.232***
(0.192) \n", - "1 -0.185***
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(0.042) \n", - "2 0.011
(0.018) \n", - "3 x x x \n", - "4 x - x \n", - "5 997 998 998 \n", - "6 by: f1 by: f1 by: f1 \n", - "7 0.659 0.120 0.172 \n", - "\n", - " 5 \n", - "0 -1.231***
(0.192) \n", - "1 -0.074
(0.104) \n", - "2 -0.041
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pf.etable([fit1, fit2, fit3, fit4, fit5, fit6])\n", - " .tab_options(\n", - " column_labels_background_color=\"cornsilk\",\n", - " stub_background_color=\"whitesmoke\",\n", - " )\n", - " .tab_style(\n", - " style=style.fill(color=\"mistyrose\"),\n", - " locations=loc.body(columns=\"(3)\", rows=[\"X2\"]),\n", - " )\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Rename variables\n", + "## Rename variables\n", "You can also rename variables if you want to have a more readable output. Just pass a dictionary to the `labels` argument. Note that interaction terms will also be relabeled using the specified labels for the interacted variables (if you want to manually relabel an interaction term differently, add it to the dictionary)." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
\n", + "
\n", "\n", "\n", @@ -2403,10 +2172,10 @@ "4 x x \n", "5 998 998 \n", "6 by: f1 by: f1 \n", - "7 0.172 0.172 , _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Wage', spanner_level=1, spanner_label='Wage', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Wealth', spanner_level=1, spanner_label='Wealth', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. 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null, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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"source": [ - "### Custom model headlines\n", + "## Custom model headlines\n", "You can also add custom headers for each model by passing a list of strings to the `model_headers` argument." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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null, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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null, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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"source": [ - "### Further custom model information\n", + "## Further custom model information\n", "You can add further custom model statistics/information to the bottom of the table by using the `custom_stats` argument to which you pass a dictionary with the name of the row and lists of values. The length of the lists must be equal to the number of models." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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_source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\\nCoefficient \\n (Std. 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"source": [ - "### Custom table notes\n", + "## Custom table notes\n", "You can replace the default table notes with your own notes using the `notes` argument. \n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
\n", + "
\n", "\n", "
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"output_type": "execute_result" } @@ -3884,13 +3653,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Publication-ready LaTex tables \n", + "## Publication-ready LaTex tables \n", "With few lines of code you thus obtain a publication-ready latex table:" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -3930,7 +3699,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Rendering Tables in Quarto\n", + "## Rendering Tables in Quarto\n", "When you use quarto you can include latex tables generated by pyfixest when rendering the qmd file as pdf. Just specify `output: asis` in the code block options of the respective chunk and print the LaTex string returned by etable. Don't forget to include the `\\usepackage` commands for necessary latex packages in the YAML block.\n", "\n", "Here you find a sample [qmd file](https://github.com/py-econometrics/pyfixest/blob/master/docs/quarto_example/QuartoExample.qmd) and the rendered [PDF](quarto_example/QuartoExample.pdf)." @@ -3944,63 +3713,63 @@ "\n", "The function `pf.dtable()` allows to display descriptive statistics for a set of variables in the same layout.\n", "\n", - "## Basic Usage\n", + "## Basic Usage of dtable\n", "Specify the variables you want to display the descriptive statistics for. You can also use a dictionary to rename the variables and add a caption.\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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\n", @@ -4060,10 +3829,10 @@ "0 Wage 999 -0.13 2.30\n", "1 Wealth 1000 -0.31 5.58\n", "2 Age 999 1.04 0.81\n", - "3 Years of Schooling 1000 -0.13 3.05, _body=, _boxhead=Boxhead([ColInfo(var='index', type=, column_label='index', column_align='center', column_width=None), ColInfo(var='N', type=, column_label='N', column_align='center', column_width=None), ColInfo(var='Mean', type=, column_label='Mean', column_align='center', column_width=None), ColInfo(var='Std. Dev.', type=, column_label='Std. 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"execution_count": 23, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -4083,57 +3852,57 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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\n", "\n", "
Wage-0.122.24-0.162.28-0.012.26-0.052.27-0.172.30-0.062.37-0.222.462.30
Wealth-0.575.29-0.325.68-0.105.66-0.325.71-0.435.55-0.635.570.155.73-0.385.51
Age1.090.791.070.810.970.810.980.821.050.831.040.810.801.100.79
Years of Schooling-0.332.950.023.11-0.323.140.122.95-0.083.07-0.202.98-0.243.23-0.012.91
nobs
Number of observations225251275234262251235261
\n", @@ -4521,78 +4297,78 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", "\n", " \n", @@ -4610,17 +4386,17 @@ ], "text/plain": [ "GT(_tbl_data= level_0 level_1 0 1 2 3 4 5\n", - "0 Blue collar Wage 225 -0.12 2.24 262 -0.01 2.26\n", - "1 Blue collar Wealth 225 -0.57 5.29 262 -0.10 5.66\n", - "2 Blue collar Age 225 1.09 0.79 262 0.97 0.81\n", - "3 Blue collar Years of Schooling 225 -0.33 2.95 262 -0.32 3.14\n", - "4 White collar Wage 275 -0.16 2.28 235 -0.22 2.46\n", - "5 White collar Wealth 275 -0.32 5.68 235 -0.32 5.71\n", - "6 White collar Age 275 1.07 0.81 235 1.04 0.81\n", - "7 White collar Years of Schooling 275 0.02 3.11 235 0.12 2.95, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='N', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='Mean', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='Std. 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But you can also use it directly to generate tables in the same layout from other pandas dataframes. \n", "\n", - "## Basic Usage" + "## Basic Usage of make_table" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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Wage225-0.122.24262-0.012.26251-0.052.27251-0.062.37
Wealth225-0.575.29262-0.105.66251-0.435.552510.155.73
Age2251.090.792620.970.812510.980.822511.040.80
Years of Schooling225-0.332.95262-0.323.14251-0.083.07251-0.243.23
White collar
Wage275-0.162.28235234-0.172.30261-0.222.462.30
Wealth275-0.325.68235-0.325.71234-0.635.57261-0.385.51
Age2751.070.812351.040.812341.050.832611.100.79
Years of Schooling2750.023.112350.122.95234-0.202.98261-0.012.91
\n", @@ -4716,31 +4492,31 @@ "\n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", "\n", " \n", @@ -4758,13 +4534,13 @@ ], "text/plain": [ "GT(_tbl_data= index A B C D\n", - "0 0 -1.07 -0.77 -0.47 -0.31\n", - "1 1 -0.40 0.51 0.90 0.48\n", - "2 2 -0.21 -0.55 -2.09 -0.16\n", - "3 3 -0.80 -0.66 0.87 1.05, _body=, _boxhead=Boxhead([ColInfo(var='index', type=, column_label='index', column_align='center', column_width=None), ColInfo(var='A', type=, column_label='A', column_align='center', column_width=None), ColInfo(var='B', type=, column_label='B', column_align='center', column_width=None), ColInfo(var='C', type=, column_label='C', column_align='center', 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type='px', value='5px'), row_group_border_top_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_top_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_top_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_right_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_right_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_bottom_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_left_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='0.5px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='4px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + "0 Group 1 Variable 1 -0.550 0.009 0.725 0.380 0.538 -0.503 1.635 0.864\n", + "1 Group 1 Variable 2 -0.537 -0.855 0.599 -0.976 -0.765 -0.815 0.726 -0.628\n", + "2 Group 1 Variable 3 0.893 -0.808 -0.056 0.347 -1.443 0.040 -0.109 -0.319\n", + "3 Group 2 Variable 4 -1.426 -0.222 -0.530 -0.474 -0.616 -1.411 -0.796 0.891\n", + "4 Group 2 Variable 5 -2.408 0.993 0.696 0.587 0.314 -1.120 0.488 -0.371\n", + "5 Group 3 Variable 6 0.764 1.319 0.125 -0.319 -2.068 0.074 -0.064 1.810, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='6', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='7', type=, column_label='Low', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='A', spanner_level=2, spanner_label='A', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2', '3'], built=None), SpannerInfo(spanner_id='B', spanner_level=2, spanner_label='B', spanner_units=None, spanner_pattern=None, vars=['4', '5', '6', '7'], built=None), SpannerInfo(spanner_id='X', spanner_level=1, spanner_label='X', spanner_units=None, spanner_pattern=None, vars=['0', '1', '4', '5'], built=None), SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['2', '3', '6', '7'], built=None)]), _heading=Heading(title='This is a caption', subtitle=None, preheader=None), _stubhead=None, _source_notes=['These are notes'], _footnotes=[], _styles=[], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', value='16px'), table_font_weight=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_style=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_color=OptionsInfo(scss=True, category='table', type='value', value='#333333'), table_font_color_light=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_border_top_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_top_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_top_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_top_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_right_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_right_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_right_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), table_border_bottom_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_bottom_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_bottom_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_bottom_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_left_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_left_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_left_color=OptionsInfo(scss=True, 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value='2px'), heading_border_bottom_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), heading_border_lr_style=OptionsInfo(scss=True, category='heading', type='value', value='none'), heading_border_lr_width=OptionsInfo(scss=True, category='heading', type='px', value='1px'), heading_border_lr_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), column_labels_background_color=OptionsInfo(scss=True, category='column_labels', type='value', value=None), column_labels_font_size=OptionsInfo(scss=True, category='column_labels', type='px', value='100%'), column_labels_font_weight=OptionsInfo(scss=True, category='column_labels', type='value', value='normal'), column_labels_text_transform=OptionsInfo(scss=True, category='column_labels', type='value', value='inherit'), column_labels_padding=OptionsInfo(scss=True, category='column_labels', type='px', value='4px'), column_labels_padding_horizontal=OptionsInfo(scss=True, category='column_labels', type='px', value='5px'), column_labels_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), column_labels_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), column_labels_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), column_labels_border_top_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_top_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_top_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_bottom_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_bottom_width=OptionsInfo(scss=True, category='column_labels', type='px', value='0.5px'), column_labels_border_bottom_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_lr_style=OptionsInfo(scss=True, category='column_labels', type='value', value='none'), column_labels_border_lr_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_lr_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_hidden=OptionsInfo(scss=False, category='column_labels', type='boolean', value=False), row_group_background_color=OptionsInfo(scss=True, category='row_group', type='value', value=None), row_group_font_size=OptionsInfo(scss=True, category='row_group', type='px', value='100%'), row_group_font_weight=OptionsInfo(scss=True, category='row_group', type='value', value='initial'), row_group_text_transform=OptionsInfo(scss=True, category='row_group', type='value', value='inherit'), row_group_padding=OptionsInfo(scss=True, category='row_group', type='px', value='8px'), row_group_padding_horizontal=OptionsInfo(scss=True, category='row_group', type='px', value='5px'), row_group_border_top_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_top_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_top_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_right_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_right_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_bottom_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_left_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='0.5px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='4px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" ] }, - "execution_count": 28, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -5013,57 +4789,57 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
\n", + "
\n", "\n", "
Variable 10.2190.6270.095-1.729-2.138-1.7090.302-1.321-0.550.0090.7250.380.538-0.5031.6350.864
Variable 20.187-1.8430.131-0.10.3180.90.4731.318-0.537-0.8550.599-0.976-0.765-0.8150.726-0.628
Variable 3-1.1280.3570.306-0.4432.434-0.714-0.915-1.9810.893-0.808-0.0560.347-1.4430.04-0.109-0.319
Group 2
Variable 40.895-0.748-2.066-1.527-0.8763.3760.8310.711-1.426-0.222-0.53-0.474-0.616-1.411-0.7960.891
Variable 5-0.449-0.4360.0150.4580.594-0.6671.559-0.784-2.4080.9930.6960.5870.314-1.120.488-0.371
Group 3
Variable 6-0.818-0.373-1.044-1.007-0.351-0.34-1.276-0.660.7641.3190.125-0.319-2.0680.074-0.0641.81
\n", @@ -5115,75 +4891,75 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", "\n", " \n", @@ -5201,15 +4977,15 @@ ], "text/plain": [ "GT(_tbl_data= level_0 level_1 0 1 2 3 4 5 6 7\n", - "0 Group 1 Variable 1 0.219 0.627 0.095 -1.729 -2.138 -1.709 0.302 -1.321\n", - "1 Group 1 Variable 2 0.187 -1.843 0.131 -0.100 0.318 0.900 0.473 1.318\n", - "2 Group 1 Variable 3 -1.128 0.357 0.306 -0.443 2.434 -0.714 -0.915 -1.981\n", - "3 Group 2 Variable 4 0.895 -0.748 -2.066 -1.527 -0.876 3.376 0.831 0.711\n", - "4 Group 2 Variable 5 -0.449 -0.436 0.015 0.458 0.594 -0.667 1.559 -0.784\n", - "5 Group 3 Variable 6 -0.818 -0.373 -1.044 -1.007 -0.351 -0.340 -1.276 -0.660, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='6', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='7', type=, column_label='Low', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='A', spanner_level=2, spanner_label='A', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2', '3'], built=None), SpannerInfo(spanner_id='B', spanner_level=2, spanner_label='B', spanner_units=None, spanner_pattern=None, vars=['4', '5', '6', '7'], built=None), SpannerInfo(spanner_id='X', spanner_level=1, spanner_label='X', spanner_units=None, spanner_pattern=None, vars=['0', '1', '4', '5'], built=None), SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['2', '3', '6', '7'], built=None)]), _heading=Heading(title='This is a caption', subtitle=None, preheader=None), _stubhead=None, _source_notes=['These are notes'], _footnotes=[], _styles=[StyleInfo(locname='data', locnum=5, grpname=None, colname='0', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='0', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='1', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='1', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='2', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='2', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='3', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='3', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='4', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='4', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='5', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='5', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='6', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='6', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='7', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='7', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)])], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), 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source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + "0 Group 1 Variable 1 -0.550 0.009 0.725 0.380 0.538 -0.503 1.635 0.864\n", + "1 Group 1 Variable 2 -0.537 -0.855 0.599 -0.976 -0.765 -0.815 0.726 -0.628\n", + "2 Group 1 Variable 3 0.893 -0.808 -0.056 0.347 -1.443 0.040 -0.109 -0.319\n", + "3 Group 2 Variable 4 -1.426 -0.222 -0.530 -0.474 -0.616 -1.411 -0.796 0.891\n", + "4 Group 2 Variable 5 -2.408 0.993 0.696 0.587 0.314 -1.120 0.488 -0.371\n", + "5 Group 3 Variable 6 0.764 1.319 0.125 -0.319 -2.068 0.074 -0.064 1.810, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='6', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='7', type=, column_label='Low', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='A', spanner_level=2, spanner_label='A', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2', '3'], built=None), SpannerInfo(spanner_id='B', spanner_level=2, spanner_label='B', spanner_units=None, spanner_pattern=None, vars=['4', '5', '6', '7'], built=None), SpannerInfo(spanner_id='X', spanner_level=1, spanner_label='X', spanner_units=None, spanner_pattern=None, vars=['0', '1', '4', '5'], built=None), SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['2', '3', '6', '7'], built=None)]), _heading=Heading(title='This is a caption', subtitle=None, preheader=None), _stubhead=None, _source_notes=['These are notes'], _footnotes=[], _styles=[StyleInfo(locname='data', locnum=5, grpname=None, colname='0', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='0', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, 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styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='3', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='3', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='4', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='4', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='5', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='5', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='6', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='6', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='7', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='7', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)])], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', value='16px'), table_font_weight=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_style=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_color=OptionsInfo(scss=True, category='table', type='value', value='#333333'), table_font_color_light=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_border_top_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_top_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_top_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_top_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_right_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_right_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_right_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), table_border_bottom_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_bottom_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_bottom_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_bottom_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_left_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_left_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_left_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), heading_background_color=OptionsInfo(scss=True, category='heading', type='value', value=None), heading_align=OptionsInfo(scss=True, category='heading', type='value', value='center'), heading_title_font_size=OptionsInfo(scss=True, category='heading', type='px', value='125%'), heading_title_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_subtitle_font_size=OptionsInfo(scss=True, category='heading', type='px', value='85%'), 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type='value', value=None), row_group_font_size=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_font_weight=OptionsInfo(scss=True, category='row_group', type='value', value='initial'), row_group_text_transform=OptionsInfo(scss=True, category='row_group', type='value', value='inherit'), row_group_padding=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_padding_horizontal=OptionsInfo(scss=True, category='row_group', type='px', value='5px'), row_group_border_top_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_top_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_top_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_right_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_right_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_bottom_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_left_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', 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container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" ] }, - "execution_count": 29, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -5226,14 +5002,229 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Defining Table Styles\n", + "# Custom Styling with Great Tables\n", + "You can use the rich set of methods offered by [Great Tables](https://posit-dev.github.io/great-tables/articles/intro.html) to further customize the table display when the type is \"gt\".\n", + "\n", + "## Example Styling\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "
Variable 10.2190.6270.095-1.729-2.138-1.7090.302-1.321-0.550.0090.7250.380.538-0.5031.6350.864
Variable 20.187-1.8430.131-0.10.3180.90.4731.318-0.537-0.8550.599-0.976-0.765-0.8150.726-0.628
Variable 3-1.1280.3570.306-0.4432.434-0.714-0.915-1.9810.893-0.808-0.0560.347-1.4430.04-0.109-0.319
Group 2
Variable 40.895-0.748-2.066-1.527-0.8763.3760.8310.711-1.426-0.222-0.53-0.474-0.616-1.411-0.7960.891
Variable 5-0.449-0.4360.0150.4580.594-0.6671.559-0.784-2.4080.9930.6960.5870.314-1.120.488-0.371
Group 3
Variable 6-0.818-0.373-1.044-1.007-0.351-0.34-1.276-0.660.7641.3190.125-0.319-2.0680.074-0.0641.81
\n", + "\n", + "\n", + "\n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "\n", + "\n", + "
\n", + " Y\n", + " \n", + " Y2\n", + "
(1)(2)(3)(4)(5)(6)
coef
X1-0.950***
(0.067)		-0.924***
(0.061)		-0.924***
(0.061)		-1.267***
(0.174)		-1.232***
(0.192)		-1.231***
(0.192)
X2-0.174***
(0.018)		-0.174***
(0.015)		-0.185***
(0.025)		-0.131**
(0.042)		-0.118**
(0.042)		-0.074
(0.104)
X1:X20.011
(0.018)		-0.041
(0.081)
fe
f1xxxxxx
f2-xx-xx
stats
Observations997997997998998998
S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1
R20.4890.6590.6590.1200.1720.172
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
\n", + "\n", + "
\n", + " " + ], + "text/plain": [ + "GT(_tbl_data= level_0 level_1 0 1 2 3 4 5\n", + "0 coef X1 -0.950***
(0.067) -0.924***
(0.061) -0.924***
(0.061) -1.267***
(0.174) -1.232***
(0.192) -1.231***
(0.192)\n", + "1 coef X2 -0.174***
(0.018) -0.174***
(0.015) -0.185***
(0.025) -0.131**
(0.042) -0.118**
(0.042) -0.074
(0.104)\n", + "2 coef X1:X2 0.011
(0.018) -0.041
(0.081)\n", + "3 fe f1 x x x x x x\n", + "4 fe f2 - x x - x x\n", + "5 stats Observations 997 997 997 998 998 998\n", + "6 stats S.E. type by: f1 by: f1 by: f1 by: f1 by: f1 by: f1\n", + "7 stats R2 0.489 0.659 0.659 0.120 0.172 0.172, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Y2', spanner_level=1, spanner_label='Y2', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\\nCoefficient \\n (Std. Error)'], _footnotes=[], _styles=[], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', value='16px'), table_font_weight=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_style=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_color=OptionsInfo(scss=True, category='table', type='value', value='#333333'), table_font_color_light=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_border_top_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_top_style=OptionsInfo(scss=True, category='table', type='value', value='solid'), table_border_top_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_top_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_right_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_right_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_right_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), table_border_bottom_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_bottom_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_bottom_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_bottom_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_left_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_left_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_left_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), heading_background_color=OptionsInfo(scss=True, category='heading', type='value', value=None), heading_align=OptionsInfo(scss=True, category='heading', type='value', value='center'), heading_title_font_size=OptionsInfo(scss=True, category='heading', type='px', value='125%'), heading_title_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_subtitle_font_size=OptionsInfo(scss=True, category='heading', type='px', value='85%'), heading_subtitle_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_padding=OptionsInfo(scss=True, category='heading', type='px', value='4px'), heading_padding_horizontal=OptionsInfo(scss=True, category='heading', type='px', value='5px'), heading_border_bottom_style=OptionsInfo(scss=True, category='heading', type='value', value='solid'), heading_border_bottom_width=OptionsInfo(scss=True, category='heading', type='px', value='2px'), heading_border_bottom_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), heading_border_lr_style=OptionsInfo(scss=True, category='heading', type='value', value='none'), heading_border_lr_width=OptionsInfo(scss=True, category='heading', type='px', value='1px'), heading_border_lr_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), column_labels_background_color=OptionsInfo(scss=True, category='column_labels', type='value', value='cornsilk'), column_labels_font_size=OptionsInfo(scss=True, category='column_labels', type='px', value='100%'), column_labels_font_weight=OptionsInfo(scss=True, category='column_labels', type='value', value='normal'), column_labels_text_transform=OptionsInfo(scss=True, category='column_labels', type='value', value='inherit'), column_labels_padding=OptionsInfo(scss=True, category='column_labels', type='px', value='4px'), column_labels_padding_horizontal=OptionsInfo(scss=True, category='column_labels', type='px', value='5px'), column_labels_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), column_labels_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), column_labels_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), column_labels_border_top_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_top_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_top_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_bottom_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_bottom_width=OptionsInfo(scss=True, category='column_labels', type='px', value='0.5px'), column_labels_border_bottom_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_lr_style=OptionsInfo(scss=True, category='column_labels', type='value', value='none'), column_labels_border_lr_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_lr_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_hidden=OptionsInfo(scss=False, category='column_labels', type='boolean', value=False), row_group_background_color=OptionsInfo(scss=True, category='row_group', type='value', value=None), row_group_font_size=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_font_weight=OptionsInfo(scss=True, category='row_group', type='value', value='initial'), row_group_text_transform=OptionsInfo(scss=True, category='row_group', type='value', value='inherit'), row_group_padding=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_padding_horizontal=OptionsInfo(scss=True, category='row_group', type='px', value='5px'), row_group_border_top_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_top_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_top_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_right_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_right_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_bottom_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_left_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='0.5px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='4px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value='whitesmoke'), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(\n", + " pf.etable([fit1, fit2, fit3, fit4, fit5, fit6])\n", + " .tab_options(\n", + " column_labels_background_color=\"cornsilk\",\n", + " stub_background_color=\"whitesmoke\",\n", + " )\n", + " .tab_style(\n", + " style=style.fill(color=\"mistyrose\"),\n", + " locations=loc.body(columns=\"(3)\", rows=[\"X2\"]),\n", + " )\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Defining Table Styles\n", "\n", - "For \"gt\" type tables you can easily define table styles that you can apply to all tables in your project. Just define a dictionary with the respective values for the tab options (see the [Great Tables documentation](https://posit-dev.github.io/great-tables/reference/GT.tab_options.html#great_tables.GT.tab_options)) and use the style with `.tab_options(**style_dict)`." + "You can easily define table styles that you can apply to all tables in your project. Just define a dictionary with the respective values for the tab options (see the [Great Tables documentation](https://posit-dev.github.io/great-tables/reference/GT.tab_options.html#great_tables.GT.tab_options)) and use the style with `.tab_options(**style_dict)`." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -5268,7 +5259,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -5286,57 +5277,57 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
\n", + "
\n", "\n", "\n", @@ -5406,7 +5397,7 @@ "0 Wage 997 -0.13 2.31 -6.54 6.91\n", "1 Wealth 997 -0.32 5.59 -16.97 17.16\n", "2 Age 997 1.04 0.81 0.00 2.00\n", - "3 Years of Schooling 997 -0.13 3.05 -9.67 10.99, _body=, _boxhead=Boxhead([ColInfo(var='index', type=, column_label='index', column_align='center', column_width=None), ColInfo(var='N', type=, column_label='N', column_align='center', column_width=None), ColInfo(var='Mean', type=, column_label='Mean', column_align='center', column_width=None), ColInfo(var='Std. Dev.', type=, column_label='Std. 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- "
\n", + "
\n", "\n", "
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<49401450+dsliwka@users.noreply.github.com> Date: Fri, 6 Sep 2024 15:39:08 +0200 Subject: [PATCH 09/23] Move intercept to bottom of regression table in etable --- pyfixest/report/summarize.py | 26 +++++++++++++++++++------- 1 file changed, 19 insertions(+), 7 deletions(-) diff --git a/pyfixest/report/summarize.py b/pyfixest/report/summarize.py index 443a3ac3..b400f150 100644 --- a/pyfixest/report/summarize.py +++ b/pyfixest/report/summarize.py @@ -358,27 +358,39 @@ def etable( res[column] = res[column].fillna("") res.rename(columns={"Coefficient": "index"}, inplace=True) - + res.set_index("index", inplace=True) + + # Move the intercept row (if there is one) to the bottom of the table + if "Intercept" in res.index: + intercept_row = res.loc["Intercept"] + res = res.drop("Intercept") + res = pd.concat([res, pd.DataFrame([intercept_row])]) + + # Relabel variables if labels is not None: # Relabel dependent variables dep_var_list = [labels.get(k, k) for k in dep_var_list] # Relabel explanatory variables - res["index"] = res["index"].apply( + res_index = res.index.to_series() + res_index = res_index.apply( lambda x: _relabel_expvar(x, labels, interactionSymbol) ) + res.index = res_index - # Relabel fixed effects + # Relabel fixed effects + if show_fe: + if felabels is None: + felabels = dict() + if labels is None: + labels = dict() # When the user provides a dictionary for fixed effects, then use it # When a corresponsing variable is not in the felabel dictionary, then use the labels dictionary # When in neither then just use the original variable name - if felabels is None: - felabels = dict() fe_index=fe_df.index.to_series() fe_index = fe_index.apply(lambda x: felabels.get(x, labels.get(x, x))) fe_df.index = fe_index - - res.set_index("index", inplace=True) + model_stats_df.columns = res.columns if show_fe: fe_df.columns = res.columns From 925e9ff3764da79ce439e4749ecef8100148b7e5 Mon Sep 17 00:00:00 2001 From: Dirk Sliwka <49401450+dsliwka@users.noreply.github.com> Date: Fri, 6 Sep 2024 15:39:26 +0200 Subject: [PATCH 10/23] Update notebooks --- docs/quickstart.ipynb | 726 ++++---- docs/replicating-the-effect.ipynb | 334 ++-- docs/table-layout.ipynb | 2783 ++++++++++++++++------------- 3 files changed, 2025 insertions(+), 1818 deletions(-) diff --git a/docs/quickstart.ipynb b/docs/quickstart.ipynb index 9fdd15b0..b5241bf1 100644 --- a/docs/quickstart.ipynb +++ b/docs/quickstart.ipynb @@ -41,7 +41,7 @@ "data": { "text/html": [ "\n", - "
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-0.16652432])" ] }, "execution_count": 15, @@ -1068,7 +1068,7 @@ { "data": { "text/plain": [ - "array([ 0.8567657 , -1.01943173, -0.15344502])" + "array([ 0.92796596, -1.09993994, -0.16884498])" ] }, "execution_count": 16, @@ -1100,7 +1100,7 @@ { "data": { "text/plain": [ - "array([ 0.8567657 , -1.01943173, -0.15344502])" + "array([ 0.92796596, -1.09993994, -0.16884498])" ] }, "execution_count": 17, @@ -1738,28 +1738,28 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
Intercept-0.4242601.402170-0.4279321.405843
X1-1.160343-0.738539-1.161191-0.737691
C(f1)[T.1.0]1.3864313.7788681.3816203.783678
C(f1)[T.2.0]-2.836562-0.327306-2.841607-0.322261
C(f1)[T.3.0]-1.6059570.981289-1.6111590.986491
\n", @@ -1767,11 +1767,11 @@ ], "text/plain": [ " 2.5% 97.5%\n", - "Intercept -0.424260 1.402170\n", - "X1 -1.160343 -0.738539\n", - "C(f1)[T.1.0] 1.386431 3.778868\n", - "C(f1)[T.2.0] -2.836562 -0.327306\n", - "C(f1)[T.3.0] -1.605957 0.981289" + "Intercept -0.427932 1.405843\n", + "X1 -1.161191 -0.737691\n", + "C(f1)[T.1.0] 1.381620 3.783678\n", + "C(f1)[T.2.0] -2.841607 -0.322261\n", + "C(f1)[T.3.0] -1.611159 0.986491" ] }, "execution_count": 26, @@ -1950,57 +1950,57 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
\n", + "
\n", "\n", "\n", @@ -2088,10 +2088,10 @@ "5 fe nr x\n", "6 stats Observations 4360\n", "7 stats S.E. type by: nr+year\n", - "8 stats R2 0.631, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='lwage', spanner_level=1, spanner_label='lwage', spanner_units=None, spanner_pattern=None, vars=['0'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\\nCoefficient \\n (Std. 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stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), 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category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + "7 stats R2 0.425 -, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0'], built=None), SpannerInfo(spanner_id='Y2', spanner_level=1, spanner_label='Y2', spanner_units=None, spanner_pattern=None, vars=['1'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\\nCoefficient \\n (Std. Error)'], _footnotes=[], _styles=[], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', 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(0.112) \n", - "1 coef X1 -1.000***
(0.082) -0.949***
(0.066) \n", + "0 coef X1 -1.000***
(0.082) -0.949***
(0.066) \n", + "1 coef Intercept 0.919***
(0.112) \n", "2 fe f2 - - \n", "3 fe f1 - x \n", "4 stats Observations 998 997 \n", @@ -2827,13 +2827,13 @@ "6 stats R2 0.123 0.437 \n", "\n", " 2 \n", - "0 \n", - "1 -0.919***
(0.058) \n", + "0 -0.919***
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category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" ] }, "execution_count": 2, @@ -310,51 +310,51 @@ { "data": { "text/html": [ - "
\n", + "
\n", "\n", "
coef
Intercept1.007***
(0.071)		0.972***
(0.070)		0.982***
(0.071)
inc0.010**
(0.003)		0.005
(0.003)		-0.072
(0.087)
Intercept1.007***
(0.071)		0.972***
(0.070)		0.982***
(0.071)
stats
\n", @@ -375,13 +375,13 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -415,11 +415,11 @@ ], "text/plain": [ "GT(_tbl_data= level_0 level_1 0\n", - "0 coef Intercept 94.866***
(0.046)\n", - "1 coef NumberofLocations -0.019***
(0.000)\n", + "0 coef NumberofLocations -0.019***
(0.000)\n", + "1 coef Intercept 94.866***
(0.046)\n", "2 stats Observations 27178\n", "3 stats S.E. type iid\n", - "4 stats R2 0.065, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='inspection_score', spanner_level=1, spanner_label='inspection_score', spanner_units=None, spanner_pattern=None, vars=['0'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\\nCoefficient \\n (Std. Error)'], _footnotes=[], _styles=[], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', 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Format of coefficient cell:\\nCoefficient \\n (Std. Error)'], _footnotes=[], _styles=[], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', 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\n", + "
\n", "\n", "
coef
Intercept94.866***
(0.046)
NumberofLocations-0.019***
(0.000)
Intercept94.866***
(0.046)
stats
\n", @@ -518,11 +518,6 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -547,6 +542,11 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -583,26 +583,26 @@ ], "text/plain": [ "GT(_tbl_data= level_0 level_1 0 \\\n", - "0 coef Intercept 225.504***
(12.409) \n", - "1 coef NumberofLocations -0.075***
(0.019) \n", - "2 coef I(NumberofLocations ^ 2) 0.056**
(0.019) \n", - "3 coef Year -0.065***
(0.006) \n", - "4 coef Weekend \n", - "5 coef NumberofLocations:Weekend \n", + "0 coef NumberofLocations -0.075***
(0.019) \n", + "1 coef I(NumberofLocations ^ 2) 0.056**
(0.019) \n", + "2 coef Year -0.065***
(0.006) \n", + "3 coef Weekend \n", + "4 coef NumberofLocations:Weekend \n", + "5 coef Intercept 225.504***
(12.409) \n", "6 stats Observations 27178 \n", "7 stats S.E. type iid \n", "8 stats R2 0.069 \n", "\n", " 1 \n", - "0 225.126***
(12.415) \n", - "1 -0.019***
(0.000) \n", - "2 \n", - "3 -0.065***
(0.006) \n", - "4 1.759***
(0.488) \n", - "5 -0.010
(0.008) \n", + "0 -0.019***
(0.000) \n", + "1 \n", + "2 -0.065***
(0.006) \n", + "3 1.759***
(0.488) \n", + "4 -0.010
(0.008) \n", + "5 225.126***
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"dtype: object" ] }, - "execution_count": 9, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -824,7 +824,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -955,7 +955,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -994,7 +994,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -1037,7 +1037,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [ { diff --git a/docs/table-layout.ipynb b/docs/table-layout.ipynb index 13e33ae2..c4da99cc 100644 --- a/docs/table-layout.ipynb +++ b/docs/table-layout.ipynb @@ -66,7 +66,7 @@ "data": { "text/html": [ "\n", - "
\n", + "
\n", " \n", @@ -106,7 +106,7 @@ "data": { "text/html": [ "\n", - "
\n", + "
\n", " \n", @@ -190,51 +190,51 @@ { "data": { "text/html": [ - "
\n", + "
\n", "\n", "
coef
Intercept225.504***
(12.409)		225.126***
(12.415)
NumberofLocations-0.075***
(0.019)		-0.019***
(0.000)		-0.010
(0.008)
Intercept225.504***
(12.409)		225.126***
(12.415)
stats
\n", @@ -385,7 +385,7 @@ "4 x \n", "5 998 \n", "6 by: f1 \n", - "7 0.172 , _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Y2', spanner_level=1, spanner_label='Y2', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. 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also estimate and display multiple regressions with one line of code using the (py)fixest stepwise notation:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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\n", + " Y\n", + " \n", + " Y2\n", + "
(1)(2)(3)(4)(5)(6)
coef
X1-1.000***
(0.085)		-0.993***
(0.082)		-0.992***
(0.082)		-1.322***
(0.215)		-1.316***
(0.214)		-1.316***
(0.215)
X2-0.176***
(0.022)		-0.197***
(0.036)		-0.133*
(0.057)		-0.132
(0.095)
X1:X20.020
(0.027)		-0.001
(0.071)
Intercept0.919***
(0.112)		0.889***
(0.108)		0.888***
(0.108)		1.064***
(0.283)		1.042***
(0.283)		1.042***
(0.283)
stats
Observations998998998999999999
S.E. typeiidiidiidiidiidiid
R20.1230.1770.1770.0370.0420.042
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", + "Coefficient \n", + " (Std. Error)
\n", + "\n", + "
\n", + " " + ], + "text/plain": [ + "GT(_tbl_data= level_0 level_1 0 1 \\\n", + "0 coef X1 -1.000***
(0.085) -0.993***
(0.082) \n", + "1 coef X2 -0.176***
(0.022) \n", + "2 coef X1:X2 \n", + "3 coef Intercept 0.919***
(0.112) 0.889***
(0.108) \n", + "4 stats Observations 998 998 \n", + "5 stats S.E. type iid iid \n", + "6 stats R2 0.123 0.177 \n", + "\n", + " 2 3 4 \\\n", + "0 -0.992***
(0.082) -1.322***
(0.215) -1.316***
(0.214) \n", + "1 -0.197***
(0.036) -0.133*
(0.057) \n", + "2 0.020
(0.027) \n", + "3 0.888***
(0.108) 1.064***
(0.283) 1.042***
(0.283) \n", + "4 998 999 999 \n", + "5 iid iid iid \n", + "6 0.177 0.037 0.042 \n", + "\n", + " 5 \n", + "0 -1.316***
(0.215) \n", + "1 -0.132
(0.095) \n", + "2 -0.001
(0.071) \n", + "3 1.042***
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{ "cell_type": "markdown", "metadata": {}, @@ -407,57 +614,57 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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"execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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_source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\\nCoefficient \\n (Std. 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"execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
\n", + "
\n", "\n", "
\n", @@ -1004,10 +1211,10 @@ "2 x \n", "3 998 \n", "4 by: f1 \n", - "5 0.172 , _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Y2', spanner_level=1, spanner_label='Y2', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. 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"execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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"execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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"execution_count": 10, "metadata": {}, "outputs": [ { @@ -1830,7 +2037,7 @@ "R2 0.17151 0.17180 " ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -1847,7 +2054,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1897,7 +2104,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -1920,7 +2127,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -1971,57 +2178,57 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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14, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
\n", + "
\n", "\n", "
\n", @@ -2403,10 +2610,10 @@ "4 x x \n", "5 998 998 \n", "6 by: f1 by: f1 \n", - "7 0.172 0.172 , _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Wage', spanner_level=1, spanner_label='Wage', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Wealth', spanner_level=1, spanner_label='Wealth', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. 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16, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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17, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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18, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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19, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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"output_type": "execute_result" } @@ -3659,7 +3866,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -3719,57 +3926,57 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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"execution_count": 21, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -3852,57 +4059,57 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + "0 stats Wage -0.13 2.31 -0.33 2.39 -0.18 2.34 0.11 2.18\n", + "1 stats Wealth -0.62 5.61 -0.15 5.48 -0.31 5.84 -0.20 5.41\n", + "2 stats Age 1.08 0.81 1.04 0.81 1.07 0.80 0.98 0.81\n", + "3 stats Years of Schooling 0.18 2.91 -0.45 2.99 -0.25 3.14 -0.00 3.10\n", + "4 nobs Number of observations 238 225 275 259 , _body=, 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category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" ] }, - "execution_count": 23, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -4214,57 +4421,57 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
\n", + "
\n", "\n", "
Wage-0.052.27-0.172.30-0.062.37-0.222.30-0.132.31-0.332.39-0.182.340.112.18
Wealth-0.435.55-0.635.570.155.73-0.385.51-0.625.61-0.155.48-0.315.84-0.205.41
Age0.980.821.050.831.080.811.040.811.070.801.100.790.980.81
Years of Schooling-0.083.07-0.202.98-0.243.23-0.010.182.91-0.452.99-0.253.14-0.003.10
nobs
Number of observations251238234225251275261259
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category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='0.5px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='4px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + "0 Group 1 Variable 1 -0.296 0.786 -0.803 0.232 0.654 0.519 -0.772 0.491\n", + "1 Group 1 Variable 2 0.305 0.471 -0.107 -1.184 0.537 1.412 0.364 1.011\n", + "2 Group 1 Variable 3 -1.468 -0.733 0.195 -0.196 0.596 0.356 -0.877 1.589\n", + "3 Group 2 Variable 4 1.394 -0.558 -2.120 1.259 -0.109 0.392 -1.473 0.016\n", + "4 Group 2 Variable 5 -0.027 -1.263 1.446 -0.937 -0.180 -0.131 -0.724 -1.652\n", + "5 Group 3 Variable 6 1.522 0.690 -0.798 0.342 0.649 1.015 1.337 -0.388, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='6', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='7', type=, column_label='Low', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='A', spanner_level=2, spanner_label='A', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2', '3'], built=None), SpannerInfo(spanner_id='B', spanner_level=2, spanner_label='B', spanner_units=None, spanner_pattern=None, vars=['4', '5', '6', '7'], built=None), SpannerInfo(spanner_id='X', spanner_level=1, spanner_label='X', spanner_units=None, spanner_pattern=None, vars=['0', '1', '4', '5'], built=None), SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['2', '3', '6', '7'], built=None)]), _heading=Heading(title='This is a caption', subtitle=None, preheader=None), _stubhead=None, _source_notes=['These are notes'], _footnotes=[], _styles=[], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', value='16px'), table_font_weight=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_style=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_color=OptionsInfo(scss=True, category='table', type='value', value='#333333'), table_font_color_light=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_border_top_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_top_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_top_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_top_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_right_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_right_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_right_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), table_border_bottom_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_bottom_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_bottom_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_bottom_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_left_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_left_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_left_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), 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value='5px'), column_labels_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), column_labels_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), column_labels_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), column_labels_border_top_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_top_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_top_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_bottom_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_bottom_width=OptionsInfo(scss=True, category='column_labels', type='px', value='0.5px'), column_labels_border_bottom_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_lr_style=OptionsInfo(scss=True, category='column_labels', type='value', value='none'), column_labels_border_lr_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_lr_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_hidden=OptionsInfo(scss=False, category='column_labels', type='boolean', value=False), row_group_background_color=OptionsInfo(scss=True, category='row_group', type='value', value=None), row_group_font_size=OptionsInfo(scss=True, category='row_group', type='px', value='100%'), row_group_font_weight=OptionsInfo(scss=True, category='row_group', type='value', value='initial'), row_group_text_transform=OptionsInfo(scss=True, category='row_group', type='value', value='inherit'), row_group_padding=OptionsInfo(scss=True, category='row_group', type='px', value='8px'), row_group_padding_horizontal=OptionsInfo(scss=True, category='row_group', type='px', value='5px'), row_group_border_top_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_top_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_top_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_right_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_right_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_bottom_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_left_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='0.5px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='4px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" ] }, - "execution_count": 26, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -4789,57 +4996,57 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
\n", + "
\n", "\n", "
Variable 1-0.550.0090.7250.380.538-0.5031.6350.864-0.2960.786-0.8030.2320.6540.519-0.7720.491
Variable 2-0.537-0.8550.599-0.976-0.765-0.8150.726-0.6280.3050.471-0.107-1.1840.5371.4120.3641.011
Variable 30.893-0.808-0.0560.347-1.4430.04-0.109-0.319-1.468-0.7330.195-0.1960.5960.356-0.8771.589
Group 2
Variable 4-1.426-0.222-0.53-0.474-0.616-1.411-0.7960.8911.394-0.558-2.121.259-0.1090.392-1.4730.016
Variable 5-2.4080.9930.6960.5870.314-1.120.488-0.371-0.027-1.2631.446-0.937-0.18-0.131-0.724-1.652
Group 3
Variable 60.7641.3190.125-0.319-2.0680.074-0.0641.811.5220.69-0.7980.3420.6491.0151.337-0.388
\n", @@ -4891,75 +5098,75 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", "\n", " \n", @@ -4977,15 +5184,15 @@ ], "text/plain": [ "GT(_tbl_data= level_0 level_1 0 1 2 3 4 5 6 7\n", - "0 Group 1 Variable 1 -0.550 0.009 0.725 0.380 0.538 -0.503 1.635 0.864\n", - "1 Group 1 Variable 2 -0.537 -0.855 0.599 -0.976 -0.765 -0.815 0.726 -0.628\n", - "2 Group 1 Variable 3 0.893 -0.808 -0.056 0.347 -1.443 0.040 -0.109 -0.319\n", - "3 Group 2 Variable 4 -1.426 -0.222 -0.530 -0.474 -0.616 -1.411 -0.796 0.891\n", - "4 Group 2 Variable 5 -2.408 0.993 0.696 0.587 0.314 -1.120 0.488 -0.371\n", - "5 Group 3 Variable 6 0.764 1.319 0.125 -0.319 -2.068 0.074 -0.064 1.810, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='Low', column_align='center', column_width=None), ColInfo(var='6', type=, column_label='High', column_align='center', column_width=None), ColInfo(var='7', type=, column_label='Low', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='A', spanner_level=2, spanner_label='A', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2', '3'], built=None), SpannerInfo(spanner_id='B', spanner_level=2, spanner_label='B', spanner_units=None, spanner_pattern=None, vars=['4', '5', '6', '7'], built=None), SpannerInfo(spanner_id='X', spanner_level=1, spanner_label='X', spanner_units=None, spanner_pattern=None, vars=['0', '1', '4', '5'], built=None), SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['2', '3', '6', '7'], built=None)]), _heading=Heading(title='This is a caption', subtitle=None, preheader=None), _stubhead=None, _source_notes=['These are notes'], _footnotes=[], _styles=[StyleInfo(locname='data', locnum=5, grpname=None, colname='0', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='0', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='1', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='1', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='2', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='2', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='3', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='3', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='4', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='4', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='5', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='5', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='6', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='6', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='7', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='7', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)])], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), 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\n", + "
\n", "\n", "
Variable 1-0.550.0090.7250.380.538-0.5031.6350.864-0.2960.786-0.8030.2320.6540.519-0.7720.491
Variable 2-0.537-0.8550.599-0.976-0.765-0.8150.726-0.6280.3050.471-0.107-1.1840.5371.4120.3641.011
Variable 30.893-0.808-0.0560.347-1.4430.04-0.109-0.319-1.468-0.7330.195-0.1960.5960.356-0.8771.589
Group 2
Variable 4-1.426-0.222-0.53-0.474-0.616-1.411-0.7960.8911.394-0.558-2.121.259-0.1090.392-1.4730.016
Variable 5-2.4080.9930.6960.5870.314-1.120.488-0.371-0.027-1.2631.446-0.937-0.18-0.131-0.724-1.652
Group 3
Variable 60.7641.3190.125-0.319-2.0680.074-0.0641.811.5220.69-0.7980.3420.6491.0151.337-0.388
\n", @@ -5191,10 +5398,10 @@ "4 fe f2 - x x - x x\n", "5 stats Observations 997 997 997 998 998 998\n", "6 stats S.E. type by: f1 by: f1 by: f1 by: f1 by: f1 by: f1\n", - "7 stats R2 0.489 0.659 0.659 0.120 0.172 0.172, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Y2', spanner_level=1, spanner_label='Y2', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. 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source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + "7 stats R2 0.489 0.659 0.659 0.120 0.172 0.172, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Y2', spanner_level=1, spanner_label='Y2', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\\nCoefficient \\n (Std. Error)'], _footnotes=[], _styles=[], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', 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category='table_body', type='value', value='white'), column_labels_border_top_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_top_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_top_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_bottom_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_bottom_width=OptionsInfo(scss=True, category='column_labels', type='px', value='0.5px'), column_labels_border_bottom_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_lr_style=OptionsInfo(scss=True, category='column_labels', type='value', value='none'), column_labels_border_lr_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_lr_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_hidden=OptionsInfo(scss=False, category='column_labels', type='boolean', value=False), row_group_background_color=OptionsInfo(scss=True, category='row_group', type='value', value=None), row_group_font_size=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_font_weight=OptionsInfo(scss=True, category='row_group', type='value', value='initial'), row_group_text_transform=OptionsInfo(scss=True, category='row_group', type='value', value='inherit'), row_group_padding=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_padding_horizontal=OptionsInfo(scss=True, category='row_group', type='px', value='5px'), row_group_border_top_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_top_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_top_color=OptionsInfo(scss=True, 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row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='0.5px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='4px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value='whitesmoke'), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', 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"cell_type": "code", - "execution_count": 29, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -5259,7 +5466,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -5277,57 +5484,57 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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<49401450+dsliwka@users.noreply.github.com> Date: Fri, 6 Sep 2024 15:46:56 +0200 Subject: [PATCH 11/23] Update pyfixest.md --- docs/pyfixest.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/pyfixest.md b/docs/pyfixest.md index e767034d..328eedb2 100644 --- a/docs/pyfixest.md +++ b/docs/pyfixest.md @@ -34,7 +34,7 @@ Nevertheless, for a quick introduction, you can take a look at the [quickstart]( [Dube et al (2023)](https://www.nber.org/papers/w31184) - **Multiple Hypothesis Corrections** following the Procedure by [Romano and Wolf](https://journals.sagepub.com/doi/pdf/10.1177/1536867X20976314) and **Simultaneous Confidence Intervals** using a **Multiplier Bootstrap** - The **Causal Cluster Variance Estimator (CCV)** following [Abadie et al.](https://economics.mit.edu/sites/default/files/2022-09/When%20Should%20You%20Adjust%20Standard%20Errors%20for%20Clustering.pdf) - +- **Publication-ready tables** with [Great Tables](https://posit-dev.github.io/great-tables/articles/intro.html) or LaTex booktabs ## Installation From 7061a142bfe5f10da8136f71fe3201221e456790 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Sun, 15 Sep 2024 16:09:56 +0000 Subject: [PATCH 12/23] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- docs/quickstart.ipynb | 13 +- docs/stargazer.ipynb | 3 +- docs/table-layout.ipynb | 109 ++++---- pyfixest/__init__.py | 10 +- pyfixest/report/__init__.py | 7 +- pyfixest/report/summarize.py | 517 +++++++++++++++++++---------------- 6 files changed, 355 insertions(+), 304 deletions(-) diff --git a/docs/quickstart.ipynb b/docs/quickstart.ipynb index b5241bf1..394fada0 100644 --- a/docs/quickstart.ipynb +++ b/docs/quickstart.ipynb @@ -897,7 +897,7 @@ } ], "source": [ - "pf.etable([fit,fit_simple])" + "pf.etable([fit, fit_simple])" ] }, { @@ -3422,11 +3422,12 @@ } ], "source": [ - "pf.etable([fit, fit2], \n", - " labels= {\"Y\": \"Wage\", \"X1\": \"Age\", \"X2\": \"Years of Schooling\"},\n", - " felabels={\"f1\" : \"Industry Fixed Effects\"},\n", - " caption = \"Regression Results\",\n", - " )" + "pf.etable(\n", + " [fit, fit2],\n", + " labels={\"Y\": \"Wage\", \"X1\": \"Age\", \"X2\": \"Years of Schooling\"},\n", + " felabels={\"f1\": \"Industry Fixed Effects\"},\n", + " caption=\"Regression Results\",\n", + ")" ] }, { diff --git a/docs/stargazer.ipynb b/docs/stargazer.ipynb index 88fd11b6..e2887fc9 100644 --- a/docs/stargazer.ipynb +++ b/docs/stargazer.ipynb @@ -1830,7 +1830,8 @@ "pf.etable(\n", " [fit1, fit2, fit3, fit4, fit5, fit6],\n", " signif_code=[0.01, 0.05, 0.1],\n", - " digits=5, coef_fmt=\"b (se)\",\n", + " digits=5,\n", + " coef_fmt=\"b (se)\",\n", " type=\"df\",\n", ")" ] diff --git a/docs/table-layout.ipynb b/docs/table-layout.ipynb index c4da99cc..5c7c3f79 100644 --- a/docs/table-layout.ipynb +++ b/docs/table-layout.ipynb @@ -149,7 +149,6 @@ "import pylatex as pl # for the latex table; note: not a dependency of pyfixest - needs manual installation\n", "from great_tables import loc, style\n", "from IPython.display import FileLink, display\n", - "from stargazer.stargazer import LineLocation, Stargazer\n", "\n", "import pyfixest as pf\n", "\n", @@ -2047,7 +2046,8 @@ "pf.etable(\n", " [fit1, fit2, fit3, fit4, fit5, fit6],\n", " signif_code=[0.01, 0.05, 0.1],\n", - " digits=5, coef_fmt=\"b (se)\",\n", + " digits=5,\n", + " coef_fmt=\"b (se)\",\n", " type=\"df\",\n", ")" ] @@ -4045,9 +4045,9 @@ } ], "source": [ - "pf.dtable(data, vars=['Y', 'Y2', 'X1', \"X2\"], \n", - " labels=labels,\n", - " caption=\"Descriptive statistics\")" + "pf.dtable(\n", + " data, vars=[\"Y\", \"Y2\", \"X1\", \"X2\"], labels=labels, caption=\"Descriptive statistics\"\n", + ")" ] }, { @@ -4188,10 +4188,13 @@ } ], "source": [ - "pf.dtable(data, vars=['Y', 'Y2', 'X1', \"X2\"], \n", - " stats=['count', 'mean', 'std', 'min', 'max'],\n", - " labels=labels,\n", - " caption=\"Descriptive statistics\")" + "pf.dtable(\n", + " data,\n", + " vars=[\"Y\", \"Y2\", \"X1\", \"X2\"],\n", + " stats=[\"count\", \"mean\", \"std\", \"min\", \"max\"],\n", + " labels=labels,\n", + " caption=\"Descriptive statistics\",\n", + ")" ] }, { @@ -4398,18 +4401,22 @@ ], "source": [ "# Generate some categorial data\n", - "data[\"country\"]=np.random.choice([\"US\", \"EU\"], data.shape[0])\n", - "data[\"occupation\"]=np.random.choice([\"Blue collar\", \"White collar\"], data.shape[0])\n", + "data[\"country\"] = np.random.choice([\"US\", \"EU\"], data.shape[0])\n", + "data[\"occupation\"] = np.random.choice([\"Blue collar\", \"White collar\"], data.shape[0])\n", "\n", "# Drop nan values to have balanced data\n", "data.dropna(inplace=True)\n", "\n", - "pf.dtable(data, vars=['Y', 'Y2', 'X1', \"X2\"], labels=labels,\n", - " bycol=['country', 'occupation'], \n", - " stats=['count', 'mean', 'std'],\n", - " caption=\"Descriptive statistics\",\n", - " stats_labels={\"count\":\"Number of observations\"},\n", - " counts_row_below=True)" + "pf.dtable(\n", + " data,\n", + " vars=[\"Y\", \"Y2\", \"X1\", \"X2\"],\n", + " labels=labels,\n", + " bycol=[\"country\", \"occupation\"],\n", + " stats=[\"count\", \"mean\", \"std\"],\n", + " caption=\"Descriptive statistics\",\n", + " stats_labels={\"count\": \"Number of observations\"},\n", + " counts_row_below=True,\n", + ")" ] }, { @@ -4609,11 +4616,15 @@ } ], "source": [ - "pf.dtable(data, vars=['Y', 'Y2', 'X1', \"X2\"], labels=labels,\n", - " bycol=['country'],\n", - " byrow='occupation', \n", - " stats=['count', 'mean', 'std'],\n", - " caption=\"Descriptive statistics\",)" + "pf.dtable(\n", + " data,\n", + " vars=[\"Y\", \"Y2\", \"X1\", \"X2\"],\n", + " labels=labels,\n", + " bycol=[\"country\"],\n", + " byrow=\"occupation\",\n", + " stats=[\"count\", \"mean\", \"std\"],\n", + " caption=\"Descriptive statistics\",\n", + ")" ] }, { @@ -4753,8 +4764,7 @@ } ], "source": [ - "\n", - "df = pd.DataFrame(np.random.randn(4, 4).round(2), columns= [\"A\", \"B\", \"C\", \"D\"])\n", + "df = pd.DataFrame(np.random.randn(4, 4).round(2), columns=[\"A\", \"B\", \"C\", \"D\"])\n", "\n", "# Make Booktabs style table\n", "pf.make_table(df=df, caption=\"This is a caption\", notes=\"These are notes\")" @@ -4973,14 +4983,18 @@ ], "source": [ "# Create a multiindex dataframe with random data\n", - "row_index = pd.MultiIndex.from_tuples([(\"Group 1\", \"Variable 1\"), \n", - " (\"Group 1\", \"Variable 2\"), \n", - " (\"Group 1\", \"Variable 3\"), \n", - " (\"Group 2\", \"Variable 4\"), \n", - " (\"Group 2\", \"Variable 5\"),\n", - " (\"Group 3\", \"Variable 6\")])\n", + "row_index = pd.MultiIndex.from_tuples(\n", + " [\n", + " (\"Group 1\", \"Variable 1\"),\n", + " (\"Group 1\", \"Variable 2\"),\n", + " (\"Group 1\", \"Variable 3\"),\n", + " (\"Group 2\", \"Variable 4\"),\n", + " (\"Group 2\", \"Variable 5\"),\n", + " (\"Group 3\", \"Variable 6\"),\n", + " ]\n", + ")\n", "\n", - "col_index = pd.MultiIndex.from_product([['A', 'B'], ['X', 'Y'], ['High','Low']])\n", + "col_index = pd.MultiIndex.from_product([[\"A\", \"B\"], [\"X\", \"Y\"], [\"High\", \"Low\"]])\n", "df = pd.DataFrame(np.random.randn(6, 8).round(3), index=row_index, columns=col_index)\n", "\n", "pf.make_table(df=df, caption=\"This is a caption\", notes=\"These are notes\")" @@ -5198,11 +5212,9 @@ } ], "source": [ - "\n", - " \n", - "pf.make_table(df=df, caption=\"This is a caption\", notes=\"These are notes\", \n", - " rgroup_display=False).tab_style(style=style.text(style=\"italic\"), \n", - " locations=loc.body(rows=[1,5]))" + "pf.make_table(\n", + " df=df, caption=\"This is a caption\", notes=\"These are notes\", rgroup_display=False\n", + ").tab_style(style=style.text(style=\"italic\"), locations=loc.body(rows=[1, 5]))" ] }, { @@ -5436,7 +5448,7 @@ "outputs": [], "source": [ "style_print = {\n", - " \"table_font_size\" : \"12px\",\n", + " \"table_font_size\": \"12px\",\n", " \"heading_title_font_size\": \"12px\",\n", " \"source_notes_font_size\": \"8px\",\n", " \"data_row_padding\": \"3px\",\n", @@ -5446,8 +5458,8 @@ "style_presentation = {\n", " \"table_font_size\": \"16px\",\n", " \"table_font_color_light\": \"white\",\n", - " \"table_body_border_top_style\" : \"hidden\",\n", - " \"table_body_border_bottom_style\" : \"hidden\",\n", + " \"table_body_border_top_style\": \"hidden\",\n", + " \"table_body_border_bottom_style\": \"hidden\",\n", " \"heading_title_font_size\": \"18px\",\n", " \"source_notes_font_size\": \"12px\",\n", " \"data_row_padding\": \"3px\",\n", @@ -5470,16 +5482,21 @@ "metadata": {}, "outputs": [], "source": [ - "t1=pf.dtable(data, vars=['Y', 'Y2', 'X1', \"X2\"], \n", - " stats=['count', 'mean', 'std', 'min', 'max'],\n", - " labels=labels,\n", - " caption=\"Descriptive statistics\")\n", + "t1 = pf.dtable(\n", + " data,\n", + " vars=[\"Y\", \"Y2\", \"X1\", \"X2\"],\n", + " stats=[\"count\", \"mean\", \"std\", \"min\", \"max\"],\n", + " labels=labels,\n", + " caption=\"Descriptive statistics\",\n", + ")\n", "\n", - "t2=pf.etable(\n", + "t2 = pf.etable(\n", " [fit1, fit2, fit3, fit4, fit5, fit6],\n", - " labels=labels, show_se=False,\n", + " labels=labels,\n", + " show_se=False,\n", " felabels={\"f1\": \"Industry Fixed Effects\", \"f2\": \"Year Fixed Effects\"},\n", - " caption=\"Regression results\")" + " caption=\"Regression results\",\n", + ")" ] }, { diff --git a/pyfixest/__init__.py b/pyfixest/__init__.py index 62290264..1876fbdd 100644 --- a/pyfixest/__init__.py +++ b/pyfixest/__init__.py @@ -14,15 +14,7 @@ fepois, rwolf, ) -from pyfixest.report import ( - coefplot, - etable, - dtable, - make_table, - iplot, - summary -) - +from pyfixest.report import coefplot, dtable, etable, iplot, make_table, summary from pyfixest.utils import ( get_data, get_ssc, diff --git a/pyfixest/report/__init__.py b/pyfixest/report/__init__.py index 3ebdae52..4167a7ca 100644 --- a/pyfixest/report/__init__.py +++ b/pyfixest/report/__init__.py @@ -1,4 +1,9 @@ -from pyfixest.report.summarize import (etable, summary, dtable, make_table,) +from pyfixest.report.summarize import ( + dtable, + etable, + make_table, + summary, +) from pyfixest.report.visualize import ( coefplot, iplot, diff --git a/pyfixest/report/summarize.py b/pyfixest/report/summarize.py index b400f150..3c300010 100644 --- a/pyfixest/report/summarize.py +++ b/pyfixest/report/summarize.py @@ -129,11 +129,11 @@ def etable( assert ( signif_code[0] < signif_code[1] < signif_code[2] ), "signif_code must be in increasing order" - + # Check if models is of type FixestMulti # If so, convert it to a list of models if isinstance(models, FixestMulti): - models = models.to_list() + models = models.to_list() models = _post_processing_input_checks(models) @@ -250,8 +250,8 @@ def etable( model_stats_df["S.E. type"] = se_type_list model_stats_df[R2code] = r2_list n_model_stats = model_stats_df.shape[1] - # Transpose - model_stats_df= model_stats_df.T + # Transpose + model_stats_df = model_stats_df.T # Create a dataframe for the Fixed Effects markers fe_df = pd.DataFrame() @@ -267,11 +267,11 @@ def etable( fe_df.loc[i, fixef] = "-" # Sort by model fe_df.sort_index(inplace=True) - # Transpose - fe_df= fe_df.T - else: - show_fe=False - + # Transpose + fe_df = fe_df.T + else: + show_fe = False + # Finally, collect & format estimated coefficients and standard errors etc. coef_fmt_elements, coef_fmt_title = _parse_coef_fmt(coef_fmt, custom_stats) etable_list = [] @@ -383,21 +383,21 @@ def etable( if felabels is None: felabels = dict() if labels is None: - labels = dict() + labels = dict() # When the user provides a dictionary for fixed effects, then use it # When a corresponsing variable is not in the felabel dictionary, then use the labels dictionary # When in neither then just use the original variable name - fe_index=fe_df.index.to_series() + fe_index = fe_df.index.to_series() fe_index = fe_index.apply(lambda x: felabels.get(x, labels.get(x, x))) fe_df.index = fe_index - + model_stats_df.columns = res.columns if show_fe: fe_df.columns = res.columns depvars = pd.DataFrame({"depvar": dep_var_list}).T depvars.columns = res.columns - + if type == "df": res_all = pd.concat([depvars, res, fe_df, model_stats_df]) return res_all @@ -419,7 +419,7 @@ def etable( print(res_all) print(notes) return None - + elif type in ["tex", "gt"]: # Prepare Multiindex for columns id_dep = dep_var_list # depvars @@ -430,10 +430,10 @@ def etable( id_num = [f"({s})" for s in range(1, len(models) + 1)] # model numbers # Concatenate the dataframes for coefficients, fixed effects, and model stats - # and add keys identifying the three parts which will allow make_table - # to format the table correctly inserting line between the parts + # and add keys identifying the three parts which will allow make_table + # to format the table correctly inserting line between the parts res_all = pd.concat([res, fe_df, model_stats_df], keys=["coef", "fe", "stats"]) - + # When no depvars & headlines should be displayed then use simple index # otherwise generate MultiIndex & determine order of index levels as specified by head_order if head_order == "": @@ -445,13 +445,19 @@ def etable( # Generate generic note string if none is provided if notes is None: if type == "gt": - notes = (f"Significance levels: * p < {signif_code[2]}, ** p < {signif_code[1]}, *** p < {signif_code[0]}. " - + f"Format of coefficient cell:\n{coef_fmt_title}") + notes = ( + f"Significance levels: * p < {signif_code[2]}, ** p < {signif_code[1]}, *** p < {signif_code[0]}. " + + f"Format of coefficient cell:\n{coef_fmt_title}" + ) elif type == "tex": - notes = (f"Significance levels: $*$ p $<$ {signif_code[2]}, $**$ p $<$ {signif_code[1]}, $***$ p $<$ {signif_code[0]}. " - + f"Format of coefficient cell: {coef_fmt_title}") - return make_table(res_all, type=type, notes=notes, rgroup_display= False, **kwargs) - + notes = ( + f"Significance levels: $*$ p $<$ {signif_code[2]}, $**$ p $<$ {signif_code[1]}, $***$ p $<$ {signif_code[0]}. " + + f"Format of coefficient cell: {coef_fmt_title}" + ) + return make_table( + res_all, type=type, notes=notes, rgroup_display=False, **kwargs + ) + return None @@ -588,7 +594,6 @@ def _post_processing_input_checks( return models - def _tabulate_etable_md(df, n_coef, n_fixef, n_models, n_model_stats): """ Format and tabulate a DataFrame. @@ -733,26 +738,25 @@ def _number_formatter(x: float, **kwargs) -> str: return _int if digits == 0 else f"{_int}.{_float}" - -def make_table(df: pd.DataFrame, - type: str = 'gt', - notes: str = None, - rgroup_sep: str ="tb", - rgroup_display: bool =True, - caption: str = None, - tab_label: str = None, - texlocation: str = 'htbp', - full_width: bool = False, - file_name: str = None, - **kwargs - ): - +def make_table( + df: pd.DataFrame, + type: str = "gt", + notes: str = None, + rgroup_sep: str = "tb", + rgroup_display: bool = True, + caption: str = None, + tab_label: str = None, + texlocation: str = "htbp", + full_width: bool = False, + file_name: str = None, + **kwargs, +): r""" Create a booktab style table in the desired format (gt or tex) from a DataFrame. The DataFrame can have a multiindex. Column index used to generate horizonal table spanners. Row index used to generate row group names and - row names. The table can have multiple index levels in columns and up to - two levels in rows. + row names. The table can have multiple index levels in columns and up to + two levels in rows. Parameters @@ -761,26 +765,26 @@ def make_table(df: pd.DataFrame, DataFrame containing the table to be displayed. type : str, optional Type of table to be created. The default is 'gt'. - Note: when type = 'gt' but a file_name with a '.tex' - extension is provided, then the table will be displayed as + Note: when type = 'gt' but a file_name with a '.tex' + extension is provided, then the table will be displayed as gt but also saved as a tex file. notes : str Table notes to be displayed at the bottom of the table. rgroup_sep : str Whether group names are separated by lines. The default is "tb". - When output type = 'gt', the options are 'tb', 't', 'b', or '', i.e. + When output type = 'gt', the options are 'tb', 't', 'b', or '', i.e. you can specify whether to have a line above, below, both or none. When output type = 'tex' no line will be added between the row groups - when rgroup_sep is '' and otherwise a line before the group name will be added. + when rgroup_sep is '' and otherwise a line before the group name will be added. rgroup_display : bool Whether to display row group names. The default is True. caption : str Table caption to be displayed at the top of the table. The default is None. - When either caption or label is provided the table will be wrapped in a + When either caption or label is provided the table will be wrapped in a table environment. tab_label : str - LaTex label of the table. The default is None. When either caption or label + LaTex label of the table. The default is None. When either caption or label is provided the table will be wrapped in a table environment. texlocation : str Location of the table. The default is 'htbp'. @@ -789,54 +793,61 @@ def make_table(df: pd.DataFrame, file_name : str Name of the file to save the table to. The default is None. gt tables will be saved as html files and latex tables as tex files. - + Returns ------- A table in the specified format. """ - assert isinstance(df, pd.DataFrame), "df must be a pandas DataFrame." - assert not isinstance(df.index, pd.MultiIndex) or df.index.nlevels <= 2, "Row index can have at most two levels." - assert type in ['gt', 'tex'], "type must be either 'gt' or 'tex'." - assert rgroup_sep in ['tb', 't', 'b', ''], "rgroup_sep must be either 'tb', 't', 'b', or ''." - assert file_name is None or (isinstance(file_name, str) and file_name.endswith(('.html', '.tex'))), "file_name must end with '.html' or '.tex'." - + assert ( + not isinstance(df.index, pd.MultiIndex) or df.index.nlevels <= 2 + ), "Row index can have at most two levels." + assert type in ["gt", "tex"], "type must be either 'gt' or 'tex'." + assert rgroup_sep in [ + "tb", + "t", + "b", + "", + ], "rgroup_sep must be either 'tb', 't', 'b', or ''." + assert file_name is None or ( + isinstance(file_name, str) and file_name.endswith((".html", ".tex")) + ), "file_name must end with '.html' or '.tex'." + # Make a copy of the DataFrame to avoid modifying the original - dfs=df.copy() + dfs = df.copy() - - # Produce LaTeX code if either type is 'tex' or the + # Produce LaTeX code if either type is 'tex' or the # user has passed a file_name which ends with '.tex' - if type == 'tex' or (isinstance(file_name, str) and file_name.endswith(".tex")): + if type == "tex" or (isinstance(file_name, str) and file_name.endswith(".tex")): # First wrap all cells which contain a line break in a makecell command dfs = dfs.map( lambda x: f"\\makecell{{{x}}}" if isinstance(x, str) and "\\\\" in x else x ) - row_levels=dfs.index.nlevels + row_levels = dfs.index.nlevels # when the row index has more than one level, we will store # the top level to use later to add clines and row group titles # and then remove it - if row_levels>1: + if row_levels > 1: # Store the top level of the row index top_row_id = dfs.index.get_level_values(0).to_list() - # Generate a list of the distinct values + # Generate a list of the distinct values row_groups = list(dict.fromkeys(top_row_id)) # Generate a list containing the number of rows for each group row_groups_len = [top_row_id.count(group) for group in row_groups] # Drop the top level of the row index: dfs.index = dfs.index.droplevel(0) - + # Style the table styler = dfs.style # if caption is not None: # styler.set_caption(caption) - + # Generate LaTeX code latex_res = styler.to_latex( - hrules=True, - multicol_align="c", - multirow_align="t", - column_format="l" + "c" * (dfs.shape[1]+dfs.index.nlevels), + hrules=True, + multicol_align="c", + multirow_align="t", + column_format="l" + "c" * (dfs.shape[1] + dfs.index.nlevels), ) # # Now perform post-processing of the LaTeX code @@ -845,32 +856,32 @@ def make_table(df: pd.DataFrame, # Find the line number of the \midrule line_at = next(i for i, line in enumerate(lines) if "\\midrule" in line) # Add space after this \midrule: - lines.insert(line_at+1, "\\addlinespace") + lines.insert(line_at + 1, "\\addlinespace") line_at += 1 # When there are row groups then insert midrules and groupname - if row_levels>1 and len(row_groups)>1: + if row_levels > 1 and len(row_groups) > 1: # Insert a midrule after each row group for i, row_group in enumerate(row_groups): if rgroup_display: # Insert a line with the row group name & same space around it - #lines.insert(line_at+1, "\\addlinespace") - lines.insert(line_at+1, "\\emph{"+ row_groups[i] + "} \\\\") - lines.insert(line_at+2, "\\addlinespace") - lines.insert(line_at+3+row_groups_len[i], "\\addlinespace") - line_at+=3 - if (rgroup_sep!="") and (i1: + gt.tab_header(title=caption).tab_options( + table_border_top_style="hidden", + ) # Otherwise line above caption + ) + + if nl > 1: # Add column spanners based on multiindex # Do this for every level in the multiindex (except the one with the column numbers) - for i in range(nl-1): + for i in range(nl - 1): col_spanners = {} # Iterate over columns and group them by the labels in the respective level for c in dfcols: @@ -998,104 +1018,104 @@ def make_table(df: pd.DataFrame, col_spanners[key] = [] col_spanners[key].append(c[-1]) for label, columns in col_spanners.items(): - gt = gt.tab_spanner(label=label, columns=columns, level=nl-1-i) - # Restore column names - gt=gt.cols_label(**col_dict) - + gt = gt.tab_spanner(label=label, columns=columns, level=nl - 1 - i) + # Restore column names + gt = gt.cols_label(**col_dict) + # Customize the table layout gt = ( - gt.tab_source_note(notes) - .tab_stub(rowname_col=rowname_col, groupname_col=groupname_col) - .tab_options( - table_border_bottom_style="hidden", - stub_border_style="hidden", - column_labels_border_top_style="solid", - column_labels_border_top_color="black", - column_labels_border_bottom_style="solid", - column_labels_border_bottom_color="black", - column_labels_border_bottom_width="0.5px", - column_labels_vlines_color="white", - column_labels_vlines_width="0px", - table_body_border_top_style="solid", - table_body_border_top_width="0.5px", - table_body_border_top_color="black", - table_body_hlines_style="none", - table_body_vlines_color="white", - table_body_vlines_width="0px", - table_body_border_bottom_color="black", - row_group_border_top_style="solid", - row_group_border_top_width="0.5px", - row_group_border_top_color="black", - row_group_border_bottom_style="solid", - row_group_border_bottom_width="0.5px", - row_group_border_bottom_color="black", - row_group_border_left_color="white", - row_group_border_right_color="white", - data_row_padding="4px", - column_labels_padding="4px", - ) - .cols_align(align="center") + gt.tab_source_note(notes) + .tab_stub(rowname_col=rowname_col, groupname_col=groupname_col) + .tab_options( + table_border_bottom_style="hidden", + stub_border_style="hidden", + column_labels_border_top_style="solid", + column_labels_border_top_color="black", + column_labels_border_bottom_style="solid", + column_labels_border_bottom_color="black", + column_labels_border_bottom_width="0.5px", + column_labels_vlines_color="white", + column_labels_vlines_width="0px", + table_body_border_top_style="solid", + table_body_border_top_width="0.5px", + table_body_border_top_color="black", + table_body_hlines_style="none", + table_body_vlines_color="white", + table_body_vlines_width="0px", + table_body_border_bottom_color="black", + row_group_border_top_style="solid", + row_group_border_top_width="0.5px", + row_group_border_top_color="black", + row_group_border_bottom_style="solid", + row_group_border_bottom_width="0.5px", + row_group_border_bottom_color="black", + row_group_border_left_color="white", + row_group_border_right_color="white", + data_row_padding="4px", + column_labels_padding="4px", + ) + .cols_align(align="center") ) - + # Full page width if full_width: - gt = gt.tab_options(table_width = "100%") - + gt = gt.tab_options(table_width="100%") + # Customize row group display - if not 't' in rgroup_sep: + if "t" not in rgroup_sep: gt = gt.tab_options(row_group_border_top_style="none") - if not 'b' in rgroup_sep: + if "b" not in rgroup_sep: gt = gt.tab_options(row_group_border_bottom_style="none") - if not rgroup_display: - gt = gt.tab_options(row_group_font_size="0px", - row_group_padding="0px", - ) - # Save the html code of the table to a file + if not rgroup_display: + gt = gt.tab_options( + row_group_font_size="0px", + row_group_padding="0px", + ) + # Save the html code of the table to a file if file_name is not None: with open(file_name, "w") as f: f.write(gt.as_raw_html()) return gt - - - -def _relabel_index(index, labels=None , stats_labels=None): +def _relabel_index(index, labels=None, stats_labels=None): if stats_labels is None: if isinstance(index, pd.MultiIndex): - index = pd.MultiIndex.from_tuples([tuple(labels.get(k, k) for k in i) for i in index]) + index = pd.MultiIndex.from_tuples( + [tuple(labels.get(k, k) for k in i) for i in index] + ) else: index = [labels.get(k, k) for k in index] else: # if stats_labels is provided, we relabel the lowest level of the index with it if isinstance(index, pd.MultiIndex): - new_index=[] + new_index = [] for i in index: - l= [labels.get(k, k) for k in i[:-1]] + [stats_labels.get(i[-1], i[-1])] - new_index.append(tuple(l)) + l = [labels.get(k, k) for k in i[:-1]] + [ + stats_labels.get(i[-1], i[-1]) + ] + new_index.append(tuple(l)) index = pd.MultiIndex.from_tuples(new_index) else: index = [stats_labels.get(k, k) for k in index] return index - - - -def dtable(df: pd.DataFrame, - vars : list, - stats: list =['count','mean', 'std'], - bycol: list = None, - byrow: str = None, - type: str = 'gt', - labels: dict = {}, - stats_labels: dict = None, - digits: int = 2, - notes: str = None, - counts_row_below: bool = False, - **kwargs): - +def dtable( + df: pd.DataFrame, + vars: list, + stats: list = ["count", "mean", "std"], + bycol: list = None, + byrow: str = None, + type: str = "gt", + labels: dict = {}, + stats_labels: dict = None, + digits: int = 2, + notes: str = None, + counts_row_below: bool = False, + **kwargs, +): r""" Generate descriptive statistics tables and create a booktab style table in the desired format (gt or tex). @@ -1111,7 +1131,7 @@ def dtable(df: pd.DataFrame, All pandas aggregation functions are supported. bycol : list, optional List of variables to be used to group the data by columns. The default is None. - byrow : str, optional + byrow : str, optional Variable to be used to group the data by rows. The default is None. type : str, optional Type of table to be created. The default is 'gt'. @@ -1120,32 +1140,45 @@ def dtable(df: pd.DataFrame, Dictionary containing the labels for the variables. The default is None. stats_labels : dict, optional Dictionary containing the labels for the statistics. The default is None. - The function uses a default labeling which will be replaced by the labels + The function uses a default labeling which will be replaced by the labels in the dictionary. digits : int, optional Number of decimal places to round the statistics to. The default is 2. notes : str Table notes to be displayed at the bottom of the table. counts_row_below : bool - Whether to display the number of observations at the bottom of the table. - Will only be carried out when each var has the same number of obs and when + Whether to display the number of observations at the bottom of the table. + Will only be carried out when each var has the same number of obs and when byrow is None. The default is False kwargs : dict Additional arguments to be passed to the make_table function. - + Returns ------- A table in the specified format. """ - assert isinstance(df, pd.DataFrame), "df must be a pandas DataFrame." - assert all(pd.api.types.is_numeric_dtype(df[var]) for var in vars), "Variables must be numerical." - assert type in ['gt', 'tex', 'df'], "type must be either 'gt' or 'tex' or 'df'." - assert byrow is None or byrow in df.columns, "byrow must be a column in the DataFrame." - assert bycol is None or all(col in df.columns for col in bycol), "bycol must be a list of columns in the DataFrame." - + assert all( + pd.api.types.is_numeric_dtype(df[var]) for var in vars + ), "Variables must be numerical." + assert type in ["gt", "tex", "df"], "type must be either 'gt' or 'tex' or 'df'." + assert ( + byrow is None or byrow in df.columns + ), "byrow must be a column in the DataFrame." + assert bycol is None or all( + col in df.columns for col in bycol + ), "bycol must be a list of columns in the DataFrame." + # Default stats dictionary - stats_dict = {'count': 'N', 'mean': 'Mean', 'std': 'Std. Dev.', 'min': 'Min', 'max': 'Max', 'var' : 'Variance', 'median': 'Median'} + stats_dict = { + "count": "N", + "mean": "Mean", + "std": "Std. Dev.", + "min": "Min", + "max": "Max", + "var": "Variance", + "median": "Median", + } stats_dict.update(stats_labels or {}) # Calculate the desired statistics @@ -1156,95 +1189,96 @@ def dtable(df: pd.DataFrame, res = df.groupby(byrow).agg(agg_funcs) elif (byrow is None) and (bycol is not None): res = df.groupby(bycol).agg(agg_funcs) - else: - bylist = [byrow]+bycol + else: + bylist = [byrow] + bycol res = df.groupby(bylist).agg(agg_funcs) - + # Set counts_row_below to false when byrow is not None # or when 'count' is not in stats - if (byrow is not None) or ('count' not in stats): + if (byrow is not None) or ("count" not in stats): counts_row_below = False - pd.set_option('display.width', 1000) - + pd.set_option("display.width", 1000) + # Round all floats to required decimal places # Convert to string to preserve the formatting - format_string = ",."+str(digits)+"f" + format_string = ",." + str(digits) + "f" # Reshaping of table (just transpose when no multiindex) if res.columns.nlevels == 1: # Check whether number of obs should be displayed at the bottom if counts_row_below: # Only when all counts are the same within each row - if res.loc['count'].nunique() == 1: - # collect the number of obs - nobs =res.loc['count'].iloc[0] + if res.loc["count"].nunique() == 1: + # collect the number of obs + nobs = res.loc["count"].iloc[0] # Drop the count row - res = res.drop('count', axis=0) - if 'count' in stats: stats.remove('count') + res = res.drop("count", axis=0) + if "count" in stats: + stats.remove("count") else: - counts_row_below = False - + counts_row_below = False + # Transpose - res=res.transpose(copy=True) - - #print(res) + res = res.transpose(copy=True) + + # print(res) # Format the statistics for col in res.columns: # Format the statistics - # for some reason count stats are displayed as floats when no multiindex, + # for some reason count stats are displayed as floats when no multiindex, # so we need to convert them to integers - if res[col].name== 'count': + if res[col].name == "count": res[col] = res[col].apply(lambda x: f"{x:.0f}") elif res[col].dtype == float: res[col] = res[col].apply(lambda x: f"{x:{format_string}}") - + # Add the number of observations at the bottom of the table if counts_row_below: - obs_row=[str(int(nobs))]+ [""]*(len(res.columns)-1) + obs_row = [str(int(nobs))] + [""] * (len(res.columns) - 1) res.loc[stats_dict["count"]] = obs_row - - else: + else: # When there is a multiindex in the columns # First check whether number of obs should be displayed at the bottom if counts_row_below: # collect the number of obs for each row - count_columns = res.xs('count', axis=1, level=-1) - # when all counts are the same within each row, + count_columns = res.xs("count", axis=1, level=-1) + # when all counts are the same within each row, # generate a vector with the counts if count_columns.nunique(axis=1).eq(1).all(): nobs = count_columns.iloc[:, 0] - #Drop the count column - res = res.drop('count', axis=1, level=-1) - if 'count' in stats: stats.remove('count') + # Drop the count column + res = res.drop("count", axis=1, level=-1) + if "count" in stats: + stats.remove("count") # And append the counts as an additional column # with the value being assigned to the column of the first stat # and labeled as defined in the stats_dict res[stats_dict["count"], stats[0]] = nobs else: - counts_row_below = False + counts_row_below = False # Format the statistics for col in res.columns: if res[col].dtype == float: res[col] = res[col].apply(lambda x: f"{x:{format_string}}") - - # Now some reshaping to bring the multiindex dataframe in the form of a typical descriptive statistics table - res=res.stack(level=0, future_stack=True) - # First bring the variables to the rows: + + # Now some reshaping to bring the multiindex dataframe in the form of a typical descriptive statistics table + res = res.stack(level=0, future_stack=True) + # First bring the variables to the rows: # Assign name to the column index - res.columns.names = ['Statistics'] + res.columns.names = ["Statistics"] if bycol is not None: - # Then bring the column objects to the columns: - res=res.unstack(level=bycol) + # Then bring the column objects to the columns: + res = res.unstack(level=bycol) # Finally we want to have the objects first and then the statistics - res.columns=res.columns.reorder_levels(bycol+["Statistics"]) + res.columns = res.columns.reorder_levels(bycol + ["Statistics"]) # And sort it properly by the variables # (we want to preserve the order of the lowest level for the stats) - levels_to_sort = list(range(res.columns.nlevels-1)) - res=res.sort_index(axis=1, level=levels_to_sort, sort_remaining=False) - + levels_to_sort = list(range(res.columns.nlevels - 1)) + res = res.sort_index(axis=1, level=levels_to_sort, sort_remaining=False) + # Replace all NaNs with empty strings res = res.fillna("") @@ -1257,18 +1291,19 @@ def dtable(df: pd.DataFrame, # that make_table will thus separate by a line if counts_row_below: res.index = pd.MultiIndex.from_tuples([("stats", i) for i in res.index]) - # Modify the last tuple in the MultiIndex + # Modify the last tuple in the MultiIndex new_index = list(res.index) new_index[-1] = ("nobs", stats_dict["count"]) res.index = pd.MultiIndex.from_tuples(new_index) - + # Show row groups iff byrow is not None - rgroup_display = (byrow is not None) - + rgroup_display = byrow is not None + # Generate the table - if type in ['gt', 'tex']: + if type in ["gt", "tex"]: # And make a booktab - return make_table(res, type=type, notes=notes, rgroup_display= rgroup_display, **kwargs) + return make_table( + res, type=type, notes=notes, rgroup_display=rgroup_display, **kwargs + ) else: return res - From 926f9a3cfc529baebbfecdaa34ed2f4efd0558df Mon Sep 17 00:00:00 2001 From: Dirk Sliwka <49401450+dsliwka@users.noreply.github.com> Date: Tue, 17 Sep 2024 15:41:10 +0200 Subject: [PATCH 13/23] Correct auto-linter issues: --- pyfixest/report/summarize.py | 52 ++++++++++++++++++------------------ 1 file changed, 26 insertions(+), 26 deletions(-) diff --git a/pyfixest/report/summarize.py b/pyfixest/report/summarize.py index b400f150..4a6e954d 100644 --- a/pyfixest/report/summarize.py +++ b/pyfixest/report/summarize.py @@ -27,7 +27,7 @@ def etable( show_fe: Optional[bool] = True, show_se_type: Optional[bool] = True, felabels: Optional[dict] = None, - notes: Optional[str] = None, + notes: str = "", model_heads: Optional[list] = None, head_order: Optional[str] = "dh", custom_model_stats: Optional[dict] = None, @@ -374,9 +374,9 @@ def etable( # Relabel explanatory variables res_index = res.index.to_series() res_index = res_index.apply( - lambda x: _relabel_expvar(x, labels, interactionSymbol) + lambda x: _relabel_expvar(x, labels or {}, interactionSymbol) ) - res.index = res_index + res.set_index(res_index, inplace=True) # Relabel fixed effects if show_fe: @@ -389,7 +389,7 @@ def etable( # When in neither then just use the original variable name fe_index=fe_df.index.to_series() fe_index = fe_index.apply(lambda x: felabels.get(x, labels.get(x, x))) - fe_df.index = fe_index + fe_df.set_index(fe_index, inplace=True) model_stats_df.columns = res.columns if show_fe: @@ -423,10 +423,7 @@ def etable( elif type in ["tex", "gt"]: # Prepare Multiindex for columns id_dep = dep_var_list # depvars - if model_heads is None: - id_head = [""] * len(models) - else: - id_head = model_heads # model_heads provided by user + id_head = [""] * len(models) if model_heads is None else model_heads id_num = [f"({s})" for s in range(1, len(models) + 1)] # model numbers # Concatenate the dataframes for coefficients, fixed effects, and model stats @@ -736,14 +733,14 @@ def _number_formatter(x: float, **kwargs) -> str: def make_table(df: pd.DataFrame, type: str = 'gt', - notes: str = None, + notes: str = "", rgroup_sep: str ="tb", rgroup_display: bool =True, - caption: str = None, - tab_label: str = None, + caption: Optional[str] = None, + tab_label: Optional[str] = None, texlocation: str = 'htbp', full_width: bool = False, - file_name: str = None, + file_name: Optional[str] = None, **kwargs ): @@ -953,7 +950,7 @@ def make_table(df: pd.DataFrame, # Save the whole column index in order to generate table spanner labels later dfcols= dfs.columns.to_list() # Then flatten the column index just numbering the columns - dfs.columns = col_numbers + dfs.columns = pd.Index(col_numbers) # Store the mapping of column numbers to column names col_dict = dict(zip(col_numbers, col_names)) # Modify the last elements in each tuple in dfcols @@ -990,7 +987,7 @@ def make_table(df: pd.DataFrame, # Add column spanners based on multiindex # Do this for every level in the multiindex (except the one with the column numbers) for i in range(nl-1): - col_spanners = {} + col_spanners: dict[str, list[str|int]] = {} # Iterate over columns and group them by the labels in the respective level for c in dfcols: key = c[i] @@ -1036,7 +1033,7 @@ def make_table(df: pd.DataFrame, ) .cols_align(align="center") ) - + # Full page width if full_width: gt = gt.tab_options(table_width = "100%") @@ -1072,8 +1069,7 @@ def _relabel_index(index, labels=None , stats_labels=None): if isinstance(index, pd.MultiIndex): new_index=[] for i in index: - l= [labels.get(k, k) for k in i[:-1]] + [stats_labels.get(i[-1], i[-1])] - new_index.append(tuple(l)) + new_index.append(tuple([labels.get(k, k) for k in i[:-1]] + [stats_labels.get(i[-1], i[-1])])) index = pd.MultiIndex.from_tuples(new_index) else: index = [stats_labels.get(k, k) for k in index] @@ -1086,13 +1082,13 @@ def _relabel_index(index, labels=None , stats_labels=None): def dtable(df: pd.DataFrame, vars : list, stats: list =['count','mean', 'std'], - bycol: list = None, - byrow: str = None, + bycol: Optional[list[str]] = None, + byrow: Optional[str] = None, type: str = 'gt', labels: dict = {}, - stats_labels: dict = None, + stats_labels: dict = {}, digits: int = 2, - notes: str = None, + notes: str = "", counts_row_below: bool = False, **kwargs): @@ -1150,15 +1146,15 @@ def dtable(df: pd.DataFrame, # Calculate the desired statistics agg_funcs = {var: stats for var in vars} + if (byrow is not None) and (bycol is not None): + bylist = [byrow]+bycol + res = df.groupby(bylist).agg(agg_funcs) if (byrow is None) and (bycol is None): res = df.agg(agg_funcs) elif (byrow is not None) and (bycol is None): res = df.groupby(byrow).agg(agg_funcs) elif (byrow is None) and (bycol is not None): res = df.groupby(bycol).agg(agg_funcs) - else: - bylist = [byrow]+bycol - res = df.groupby(bylist).agg(agg_funcs) # Set counts_row_below to false when byrow is not None # or when 'count' is not in stats @@ -1211,6 +1207,9 @@ def dtable(df: pd.DataFrame, if counts_row_below: # collect the number of obs for each row count_columns = res.xs('count', axis=1, level=-1) + # Ensure count_columns is always a DataFrame + if isinstance(count_columns, pd.Series): + count_columns = count_columns.to_frame() # when all counts are the same within each row, # generate a vector with the counts if count_columns.nunique(axis=1).eq(1).all(): @@ -1231,13 +1230,14 @@ def dtable(df: pd.DataFrame, res[col] = res[col].apply(lambda x: f"{x:{format_string}}") # Now some reshaping to bring the multiindex dataframe in the form of a typical descriptive statistics table - res=res.stack(level=0, future_stack=True) + res=pd.DataFrame(res.stack(level=0, future_stack=True)) + # First bring the variables to the rows: # Assign name to the column index res.columns.names = ['Statistics'] if bycol is not None: # Then bring the column objects to the columns: - res=res.unstack(level=bycol) + res=pd.DataFrame(res.unstack(level=bycol)) # Finally we want to have the objects first and then the statistics res.columns=res.columns.reorder_levels(bycol+["Statistics"]) # And sort it properly by the variables From 6177d17041fc9a1183740847dd6d926fa8c40349 Mon Sep 17 00:00:00 2001 From: Dirk Sliwka <49401450+dsliwka@users.noreply.github.com> Date: Tue, 17 Sep 2024 15:41:55 +0200 Subject: [PATCH 14/23] Add table style example --- docs/latexdocs/SampleTableDoc.pdf | Bin 108001 -> 73358 bytes docs/latexdocs/SampleTableDoc.tex | 18 +- docs/latexdocs/SampleTableDoc2.pdf | Bin 106075 -> 106034 bytes docs/latexdocs/SampleTableDoc2.tex | 15 +- .../quarto_example/QuartoExample.quarto_ipynb | 8 +- docs/table-layout.ipynb | 3277 +++++++++-------- 6 files changed, 1814 insertions(+), 1504 deletions(-) diff --git a/docs/latexdocs/SampleTableDoc.pdf b/docs/latexdocs/SampleTableDoc.pdf index 4dfa36d9980ff7680ceb2d7e90c0ae965ba3ff14..eb1649b4dfe55283cf40c8ecc2f9690927848a28 100644 GIT binary patch delta 5027 zcmai2S5On|wlyFfq)A7JC{3cIKgQ}e66YMP_T#~~8zWM{Fd$~PrK zeS0xx@QR7GGNBf(WE-KzYFZik3-qDan8uKSJJr1`BV1fjo^MJXw26GSw_#l)?}U%P ze}dyT2|9d=ExF-9iFCEO^fDD zaqYkMIC7z22I(Pr3{{`!pgh%pf2*0a5B$mrB%1Eo?l*z0>*Td{H^R>vHNTLVE^bIZ zO|lj3TTlLFn;k!(wv83xu*l&;AdAMhxXhEo>bXMR>(+#(q77l{BK&)C$r&yQ6OC&- 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b/docs/latexdocs/SampleTableDoc.tex @@ -19,28 +19,30 @@ \section{A PyFixest LateX Table}% \begin{table}[htbp]% \renewcommand\cellalign{t} \begin{threeparttable} -\begin{tabular}{lcccccc} +\begin{tabular}{lccccccc} \toprule & \multicolumn{3}{c}{Y} & \multicolumn{3}{c}{Y2} \\ -\cmidrule(lr){2-4} \cmidrule(lr){5-7} +\cmidrule(lr){2-4} \cmidrule(lr){5-7} & (1) & (2) & (3) & (4) & (5) & (6) \\ \midrule +\addlinespace X1 & \makecell{-0.95*** \\ (0.07)} & \makecell{-0.92*** \\ (0.06)} & \makecell{-0.92*** \\ (0.06)} & \makecell{-1.27*** \\ (0.17)} & \makecell{-1.23*** \\ (0.19)} & \makecell{-1.23*** \\ (0.19)} \\ X2 & \makecell{-0.17*** \\ (0.02)} & \makecell{-0.17*** \\ (0.01)} & \makecell{-0.19*** \\ (0.03)} & \makecell{-0.13*** \\ (0.04)} & \makecell{-0.12*** \\ (0.04)} & \makecell{-0.07 \\ (0.10)} \\ X1:X2 & & & \makecell{0.01 \\ (0.02)} & & & \makecell{-0.04 \\ (0.08)} \\ \midrule -f1 & x & x & x & x & x & x \\ +\addlinespace f2 & - & x & x & - & x & x \\ +f1 & x & x & x & x & x & x \\ \midrule -$R^2$ & 0.49 & 0.66 & 0.66 & 0.12 & 0.17 & 0.17 \\ -S.E. type & by: f1 & by: f1 & by: f1 & by: f1 & by: f1 & by: f1 \\ +\addlinespace Observations & 997 & 997 & 997 & 998 & 998 & 998 \\ +S.E. type & by: f1 & by: f1 & by: f1 & by: f1 & by: f1 & by: f1 \\ +$R^2$ & 0.49 & 0.66 & 0.66 & 0.12 & 0.17 & 0.17 \\ \bottomrule \end{tabular} -\footnotesize Significance levels: $*$ p $<$ 0.1, $**$ p $<$ 0.05, $***$ p $<$ 0.01. Format of coefficient cell: Coefficient - (Std. 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zMagk*sCUFk1NGh+GG2!I)3bgbKbKGt@M_BFlX{;cmA`bC>R3k~$$g{N_sah}tFe+5 z;#+-QMDyTBKbd1sXkH`o&+26Y@bqha(M&>2@T+z+yztvYqH5vpMjsX}wUAH9$N?Y` zs;ZjmYPu>~P=tmiL>Fp+&@|9eM;K@!3?X{D8Y)_Fv1|X!LO>7!TG+3^<};Vtw}ML= z*4|ud7w36Q{~2V&9~k0?2?XU~b6vAAF<7#Q*>R diff --git a/docs/latexdocs/SampleTableDoc2.tex b/docs/latexdocs/SampleTableDoc2.tex index 0a567d34..206ea5a0 100644 --- a/docs/latexdocs/SampleTableDoc2.tex +++ b/docs/latexdocs/SampleTableDoc2.tex @@ -19,23 +19,26 @@ \section{A PyFixest LateX Table}% \begin{table}[htbp]% \renewcommand\cellalign{t} \begin{threeparttable} -\begin{tabular}{lcccccc} +\begin{tabular}{lccccccc} \toprule & \multicolumn{2}{c}{US} & \multicolumn{2}{c}{China} & \multicolumn{2}{c}{EU} \\ -\cmidrule(lr){2-3} \cmidrule(lr){4-5} \cmidrule(lr){6-7} +\cmidrule(lr){2-3} \cmidrule(lr){4-5} \cmidrule(lr){6-7} & Wage & Wealth & Wage & Wealth & Wage & Wealth \\ & (1) & (2) & (3) & (4) & (5) & (6) \\ \midrule +\addlinespace Age & \makecell{-0.950*** \\ (0.067)} & \makecell{-1.267*** \\ (0.174)} & \makecell{-0.924*** \\ (0.061)} & \makecell{-1.232*** \\ (0.192)} & \makecell{-0.924*** \\ (0.061)} & \makecell{-1.231*** \\ (0.192)} \\ Years of Schooling & \makecell{-0.174*** \\ (0.018)} & \makecell{-0.131** \\ (0.042)} & \makecell{-0.174*** \\ (0.015)} & \makecell{-0.118** \\ (0.042)} & \makecell{-0.185*** \\ (0.025)} & \makecell{-0.074 \\ (0.104)} \\ Age $\times$ Years of Schooling & & & & & \makecell{0.011 \\ (0.018)} & \makecell{-0.041 \\ (0.081)} \\ \midrule -Industry & x & x & x & x & x & x \\ +\addlinespace Year & - & - & x & x & x & x \\ +Industry & x & x & x & x & x & x \\ \midrule -$R^2$ & 0.489 & 0.120 & 0.659 & 0.172 & 0.659 & 0.172 \\ -S.E. type & by: f1 & by: f1 & by: f1 & by: f1 & by: f1 & by: f1 \\ +\addlinespace +Number of Clusters & 42 & 42 & 42 & 37 & 37 & 37 \\ Observations & 997 & 998 & 997 & 998 & 997 & 998 \\ +$R^2$ & 0.489 & 0.120 & 0.659 & 0.172 & 0.659 & 0.172 \\ \bottomrule \end{tabular} \footnotesize Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. @@ -43,4 +46,4 @@ \section{A PyFixest LateX Table}% \end{table} % -\end{document} +\end{document} \ No newline at end of file diff --git a/docs/quarto_example/QuartoExample.quarto_ipynb b/docs/quarto_example/QuartoExample.quarto_ipynb index 9dc50b19..c5220b93 100644 --- a/docs/quarto_example/QuartoExample.quarto_ipynb +++ b/docs/quarto_example/QuartoExample.quarto_ipynb @@ -37,7 +37,7 @@ "\n", "Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voluptua. At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.\"\n" ], - "id": "78e2a9c8" + "id": "451b75fa" }, { "cell_type": "code", @@ -66,7 +66,7 @@ " \"f2\": \"Year\"\n", "}" ], - "id": "c444d358", + "id": "f7c12c13", "execution_count": null, "outputs": [] }, @@ -77,7 +77,7 @@ "# A PyFixest Regression Table\n", "As @tbl-main shows, LaTex Tables generated by PyFixest can be easily integrated into Quarto document when rendered as pdf.\n" ], - "id": "4fc14b82" + "id": "66c1af0d" }, { "cell_type": "code", @@ -113,4 +113,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file diff --git a/docs/table-layout.ipynb b/docs/table-layout.ipynb index c4da99cc..088e362a 100644 --- a/docs/table-layout.ipynb +++ b/docs/table-layout.ipynb @@ -66,7 +66,7 @@ "data": { "text/html": [ "\n", - "

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(0.061) \n", "1 coef X2 -0.174***
(0.018) -0.174***
(0.015) \n", "2 coef X1:X2 \n", - "3 fe f1 x x \n", - "4 fe f2 - x \n", + "3 fe f2 - x \n", + "4 fe f1 x x \n", "5 stats Observations 997 997 \n", "6 stats S.E. type by: f1 by: f1 \n", "7 stats R2 0.489 0.659 \n", @@ -371,8 +369,8 @@ "0 -0.924***
(0.061) -1.267***
(0.174) -1.232***
(0.192) \n", "1 -0.185***
(0.025) -0.131**
(0.042) -0.118**
(0.042) \n", "2 0.011
(0.018) \n", - "3 x x x \n", - "4 x - x \n", + "3 x - x \n", + "4 x x x \n", "5 997 998 998 \n", "6 by: f1 by: f1 by: f1 \n", "7 0.659 0.120 0.172 \n", @@ -385,7 +383,7 @@ "4 x \n", "5 998 \n", "6 by: f1 \n", - "7 0.172 , _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Y2', spanner_level=1, spanner_label='Y2', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\\nCoefficient \\n (Std. 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Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
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Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -714,20 +710,20 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -765,9 +761,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -781,8 +775,8 @@ "GT(_tbl_data= level_0 level_1 0 1 \\\n", "0 coef X1 -0.950***
(0.067) -0.924***
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(0.061) -1.267***
(0.174) -1.232***
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f1xxf2-xx-xx
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Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -924,20 +918,20 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -975,9 +969,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -991,8 +983,8 @@ "GT(_tbl_data= level_0 level_1 0 1 \\\n", "0 coef X1 -0.950***
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(0.015) \n", - "2 fe f1 x x \n", - "3 fe f2 - x \n", + "2 fe f2 - x \n", + "3 fe f1 x x \n", "4 stats Observations 997 997 \n", "5 stats S.E. type by: f1 by: f1 \n", "6 stats R2 0.489 0.659 \n", @@ -1000,8 +992,8 @@ " 2 3 4 \\\n", "0 -0.924***
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(0.174) -1.232***
(0.192) \n", "1 -0.185***
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fe
f1xxf2-xx-xx
f2-f1xxxx-xx
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -1125,20 +1117,20 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -1176,9 +1168,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -1191,16 +1181,16 @@ "text/plain": [ "GT(_tbl_data= level_0 level_1 0 1 \\\n", "0 coef X2 -0.174***
(0.018) -0.174***
(0.015) \n", - "1 fe f1 x x \n", - "2 fe f2 - x \n", + "1 fe f2 - x \n", + "2 fe f1 x x \n", "3 stats Observations 997 997 \n", "4 stats S.E. type by: f1 by: f1 \n", "5 stats R2 0.489 0.659 \n", "\n", " 2 3 4 \\\n", "0 -0.185***
(0.025) -0.131**
(0.042) -0.118**
(0.042) \n", - "1 x x x \n", - "2 x - x \n", + "1 x - x \n", + "2 x x x \n", "3 997 998 998 \n", "4 by: f1 by: f1 by: f1 \n", "5 0.659 0.120 0.172 \n", @@ -1211,7 +1201,7 @@ "2 x \n", "3 998 \n", "4 by: f1 \n", - "5 0.172 , _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Y2', spanner_level=1, spanner_label='Y2', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. 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Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
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Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -1526,20 +1514,20 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -1577,10 +1565,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -1595,8 +1580,8 @@ "0 coef X1 -0.950***
(0.067)
[0.000] \n", "1 coef X2 -0.174***
(0.018)
[0.000] \n", "2 coef X1:X2 \n", - "3 fe f1 x \n", - "4 fe f2 - \n", + "3 fe f2 - \n", + "4 fe f1 x \n", "5 stats Observations 997 \n", "6 stats S.E. type by: f1 \n", "7 stats R2 0.489 \n", @@ -1615,8 +1600,8 @@ "0 -1.267***
(0.174)
[0.000] -1.232***
(0.192)
[0.000] \n", "1 -0.131**
(0.042)
[0.005] -0.118**
(0.042)
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fe
f1xxf2-xx-xx
f2-f1xxxx-xx
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error) \n", - " [p-value]
\n", @@ -1760,20 +1745,20 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -1811,9 +1796,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -1828,8 +1811,8 @@ "0 coef X1 -0.94953***
(0.06652) \n", "1 coef X2 -0.17423***
(0.01840) \n", "2 coef X1:X2 \n", - "3 fe f1 x \n", - "4 fe f2 - \n", + "3 fe f2 - \n", + "4 fe f1 x \n", "5 stats Observations 997 \n", "6 stats S.E. type by: f1 \n", "7 stats R2 0.48899 \n", @@ -1848,8 +1831,8 @@ "0 -1.26655***
(0.17359) -1.23153***
(0.19228) \n", "1 -0.13056***
(0.04239) -0.11767***
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" \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -2008,8 +1991,8 @@ "X1 -0.94953*** (0.06652) -0.92405*** (0.06093) \n", "X2 -0.17423*** (0.01840) -0.17411*** (0.01461) \n", "X1:X2 \n", - "f1 x x \n", "f2 - x \n", + "f1 x x \n", "Observations 997 997 \n", "S.E. type by: f1 by: f1 \n", "R2 0.48899 0.65904 \n", @@ -2019,8 +2002,8 @@ "X1 -0.92417*** (0.06094) -1.26655*** (0.17359) \n", "X2 -0.18550*** (0.02516) -0.13056*** (0.04239) \n", "X1:X2 0.01057 (0.01818) \n", - "f1 x x \n", "f2 x - \n", + "f1 x x \n", "Observations 997 998 \n", "S.E. type by: f1 by: f1 \n", "R2 0.65916 0.12017 \n", @@ -2030,8 +2013,8 @@ "X1 -1.23153*** (0.19228) -1.23100*** (0.19167) \n", "X2 -0.11767*** (0.04152) -0.07369 (0.10356) \n", "X1:X2 -0.04082 (0.08093) \n", - "f1 x x \n", "f2 x x \n", + "f1 x x \n", "Observations 998 998 \n", "S.E. type by: f1 by: f1 \n", "R2 0.17151 0.17180 " @@ -2072,14 +2055,14 @@ "X1:X2 0.01057 -0.04082\n", " (0.01818) (0.08093)\n", "------------------------------------------------------------------------------------------------\n", - "f1 x x x x x x\n", "f2 - x x - x x\n", + "f1 x x x x x x\n", "------------------------------------------------------------------------------------------------\n", "Observations 997 997 997 998 998 998\n", "S.E. type by: f1 by: f1 by: f1 by: f1 by: f1 by: f1\n", "R2 0.48899 0.65904 0.65916 0.12017 0.17151 0.17180\n", "------------------------------------------------------------------------------------------------\n", - "Significance levels: * p < 0.1, ** p < 0.05, *** p < 0.01\n" + "\n" ] } ], @@ -2184,51 +2167,51 @@ { "data": { "text/html": [ - "
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f1xxf2-xx-xx
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Significance levels: * p < 0.1, ** p < 0.05, *** p < 0.01. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
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f1xxf2-xx-xx
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\n", @@ -2287,20 +2270,20 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -2338,9 +2321,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -2355,8 +2336,8 @@ "0 coef Age -0.950***
(0.067) \n", "1 coef Years of Schooling -0.174***
(0.018) \n", "2 coef Age × Years of Schooling \n", - "3 fe Industry x \n", - "4 fe Year - \n", + "3 fe Year - \n", + "4 fe Industry x \n", "5 stats Observations 997 \n", "6 stats S.E. type by: f1 \n", "7 stats R2 0.489 \n", @@ -2365,8 +2346,8 @@ "0 -0.924***
(0.061) -0.924***
(0.061) -1.267***
(0.174) \n", "1 -0.174***
(0.015) -0.185***
(0.025) -0.131**
(0.042) \n", "2 0.011
(0.018) \n", - "3 x x x \n", - "4 x x - \n", + "3 x x - \n", + "4 x x x \n", "5 997 997 998 \n", "6 by: f1 by: f1 by: f1 \n", "7 0.659 0.659 0.120 \n", @@ -2379,7 +2360,7 @@ "4 x x \n", "5 998 998 \n", "6 by: f1 by: f1 \n", - "7 0.172 0.172 , _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Wage', spanner_level=1, spanner_label='Wage', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Wealth', spanner_level=1, spanner_label='Wealth', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. 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fe
IndustryxxYear-xx-xx
Year-Industryxxxx-xx
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -2518,20 +2499,20 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -2569,9 +2550,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -2586,8 +2565,8 @@ "0 coef Age -0.950***
(0.067) \n", "1 coef Years of Schooling -0.174***
(0.018) \n", "2 coef Age × Years of Schooling \n", - "3 fe Industry Fixed Effects x \n", - "4 fe Year Fixed Effects - \n", + "3 fe Year Fixed Effects - \n", + "4 fe Industry Fixed Effects x \n", "5 stats Observations 997 \n", "6 stats S.E. type by: f1 \n", "7 stats R2 0.489 \n", @@ -2596,8 +2575,8 @@ "0 -0.924***
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(0.174) \n", "1 -0.174***
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fe
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Year-Industryxxxx-xx
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\n", @@ -3020,18 +2997,18 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -3071,9 +3048,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -3088,8 +3063,8 @@ "0 coef Age -0.950***
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fe
IndustryxxYear--xxxx
Year--Industryxxxxx
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -3239,18 +3214,18 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -3290,9 +3265,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -3307,8 +3280,8 @@ "0 coef Age -0.950***
(0.067) \n", "1 coef Years of Schooling -0.174***
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fe
IndustryxxYear--xxxx
Year--Industryxxxxx
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -3467,20 +3440,20 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -3536,9 +3509,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -3553,8 +3524,8 @@ "0 coef Age -0.950***
(0.067) \n", "1 coef Years of Schooling -0.174***
(0.018) \n", "2 coef Age × Years of Schooling \n", - "3 fe Industry x \n", - "4 fe Year - \n", + "3 fe Year - \n", + "4 fe Industry x \n", "5 stats Number of Clusters 42 \n", "6 stats Additional Info A \n", "7 stats Observations 997 \n", @@ -3565,8 +3536,8 @@ "0 -0.924***
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Wage-0.132.31-0.33-0.022.260.092.15-0.302.41-0.272.39-0.182.340.112.18
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Years of Schooling0.182.91-0.452.99-0.253.14-0.003.100.253.15-0.173.15-0.302.84-0.293.03
nobs
Number of observations238247225248275250259252
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Variable 1-0.2960.786-0.8030.2320.6540.519-0.7720.4911.793-1.575-0.851.116-0.1140.3170.4030.04
Variable 20.3050.471-0.107-1.1840.5371.4120.3641.011-0.9681.541.032-2.277-0.0790.1620.238-0.833
Variable 3-1.468-0.7330.195-0.1960.5960.356-0.8771.589-0.2170.7021.414-0.717-1.6690.953-0.319-0.868
Group 2
Variable 41.394-0.558-2.121.2590.366-0.251-0.1090.392-1.4730.0160.5511.3050.0760.2670.455
Variable 5-0.027-1.2631.446-0.937-0.18-0.131-0.724-1.6520.341.7710.4492.126-0.836-0.190.284-0.83
Group 3
Variable 61.5220.69-0.7980.3420.6491.0151.337-0.3880.5681.308-0.2691.3050.124-0.0630.635-1.035
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styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='5', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='5', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='6', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, 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Variable 1-0.2960.786-0.8030.2320.6540.519-0.7720.4911.793-1.575-0.851.116-0.1140.3170.4030.04
Variable 20.3050.471-0.107-1.1840.5371.4120.3641.011-0.9681.541.032-2.277-0.0790.1620.238-0.833
Variable 3-1.468-0.7330.195-0.1960.5960.356-0.8771.589-0.2170.7021.414-0.717-1.6690.953-0.319-0.868
Group 2
Variable 41.394-0.558-2.121.2590.366-0.251-0.1090.392-1.4730.0160.5511.3050.0760.2670.455
Variable 5-0.027-1.2631.446-0.937-0.18-0.131-0.724-1.6520.341.7710.4492.126-0.836-0.190.284-0.83
Group 3
Variable 61.5220.69-0.7980.3420.6491.0151.337-0.3880.5681.308-0.2691.3050.124-0.0630.635-1.035
\n", @@ -5326,20 +5297,20 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -5377,9 +5348,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -5394,11 +5363,11 @@ "0 coef X1 -0.950***
(0.067) -0.924***
(0.061) -0.924***
(0.061) -1.267***
(0.174) -1.232***
(0.192) -1.231***
(0.192)\n", "1 coef X2 -0.174***
(0.018) -0.174***
(0.015) -0.185***
(0.025) -0.131**
(0.042) -0.118**
(0.042) -0.074
(0.104)\n", "2 coef X1:X2 0.011
(0.018) -0.041
(0.081)\n", - "3 fe f1 x x x x x x\n", - "4 fe f2 - x x - x x\n", + "3 fe f2 - x x - x x\n", + "4 fe f1 x x x x x x\n", "5 stats Observations 997 997 997 998 998 998\n", "6 stats S.E. type by: f1 by: f1 by: f1 by: f1 by: f1 by: f1\n", - "7 stats R2 0.489 0.659 0.659 0.120 0.172 0.172, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Y2', spanner_level=1, spanner_label='Y2', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. 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"execution_count": 30, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -5441,8 +5410,14 @@ " \"source_notes_font_size\": \"8px\",\n", " \"data_row_padding\": \"3px\",\n", " \"column_labels_padding\": \"3px\",\n", + " \"row_group_border_top_style\":\"hidden\",\n", + " \"table_body_border_top_style\" : \"None\",\n", + " \"table_body_border_bottom_width\" : \"1px\",\n", + " \"column_labels_border_top_width\" : \"1px\",\n", + " \"table_width\":\"14cm\", \n", "}\n", "\n", + "\n", "style_presentation = {\n", " \"table_font_size\": \"16px\",\n", " \"table_font_color_light\": \"white\",\n", @@ -5461,12 +5436,13 @@ " \"column_labels_border_bottom_color\": \"white\",\n", " \"column_labels_font_weight\": \"bold\",\n", " \"row_group_font_weight\": \"bold\",\n", + " \"table_width\":\"18cm\", \n", "}" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -5484,57 +5460,57 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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fe
f1xxf2-xx-xx
f2-f1xxxx-xx
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
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value='12px'), table_font_weight=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_style=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_color=OptionsInfo(scss=True, category='table', type='value', value='#333333'), table_font_color_light=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_border_top_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_top_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_top_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_top_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_right_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_right_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_right_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), table_border_bottom_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_bottom_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_bottom_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_bottom_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_left_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_left_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_left_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), heading_background_color=OptionsInfo(scss=True, category='heading', type='value', value=None), heading_align=OptionsInfo(scss=True, category='heading', type='value', value='center'), heading_title_font_size=OptionsInfo(scss=True, category='heading', type='px', value='12px'), heading_title_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_subtitle_font_size=OptionsInfo(scss=True, category='heading', type='px', value='85%'), heading_subtitle_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_padding=OptionsInfo(scss=True, category='heading', type='px', value='4px'), heading_padding_horizontal=OptionsInfo(scss=True, category='heading', type='px', value='5px'), heading_border_bottom_style=OptionsInfo(scss=True, category='heading', type='value', value='solid'), heading_border_bottom_width=OptionsInfo(scss=True, category='heading', type='px', value='2px'), heading_border_bottom_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), heading_border_lr_style=OptionsInfo(scss=True, category='heading', type='value', value='none'), heading_border_lr_width=OptionsInfo(scss=True, category='heading', type='px', value='1px'), heading_border_lr_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), column_labels_background_color=OptionsInfo(scss=True, category='column_labels', type='value', value=None), column_labels_font_size=OptionsInfo(scss=True, category='column_labels', type='px', value='100%'), column_labels_font_weight=OptionsInfo(scss=True, category='column_labels', type='value', value='normal'), column_labels_text_transform=OptionsInfo(scss=True, category='column_labels', type='value', value='inherit'), column_labels_padding=OptionsInfo(scss=True, category='column_labels', type='px', value='3px'), column_labels_padding_horizontal=OptionsInfo(scss=True, category='column_labels', type='px', value='5px'), column_labels_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), column_labels_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), column_labels_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), column_labels_border_top_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_top_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_top_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_bottom_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_bottom_width=OptionsInfo(scss=True, category='column_labels', type='px', value='0.5px'), column_labels_border_bottom_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_lr_style=OptionsInfo(scss=True, category='column_labels', type='value', value='none'), column_labels_border_lr_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_lr_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_hidden=OptionsInfo(scss=False, category='column_labels', type='boolean', value=False), row_group_background_color=OptionsInfo(scss=True, category='row_group', type='value', value=None), row_group_font_size=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_font_weight=OptionsInfo(scss=True, category='row_group', type='value', value='initial'), row_group_text_transform=OptionsInfo(scss=True, category='row_group', type='value', value='inherit'), row_group_padding=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_padding_horizontal=OptionsInfo(scss=True, category='row_group', type='px', value='5px'), row_group_border_top_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_top_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_top_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_right_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_right_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_bottom_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_left_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='0.5px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='3px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='8px'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + "7 stats R2 0.489 0.659 0.659 0.120 0.172 0.172, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Wage', spanner_level=1, spanner_label='Wage', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Wealth', spanner_level=1, spanner_label='Wealth', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title='Regression results', subtitle=None, preheader=None), _stubhead=None, _source_notes=[''], _footnotes=[], _styles=[], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='14cm'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', value='12px'), table_font_weight=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_style=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_color=OptionsInfo(scss=True, category='table', type='value', value='#333333'), table_font_color_light=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_border_top_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_top_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_top_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_top_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_right_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_right_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_right_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), table_border_bottom_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_bottom_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_bottom_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_bottom_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_left_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_left_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_left_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), heading_background_color=OptionsInfo(scss=True, category='heading', type='value', value=None), heading_align=OptionsInfo(scss=True, category='heading', type='value', value='center'), heading_title_font_size=OptionsInfo(scss=True, category='heading', type='px', value='12px'), heading_title_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_subtitle_font_size=OptionsInfo(scss=True, category='heading', type='px', value='85%'), heading_subtitle_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_padding=OptionsInfo(scss=True, category='heading', type='px', value='4px'), heading_padding_horizontal=OptionsInfo(scss=True, category='heading', type='px', value='5px'), heading_border_bottom_style=OptionsInfo(scss=True, category='heading', type='value', value='solid'), heading_border_bottom_width=OptionsInfo(scss=True, category='heading', type='px', value='2px'), heading_border_bottom_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), heading_border_lr_style=OptionsInfo(scss=True, category='heading', type='value', value='none'), 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type='px', value='0px'), column_labels_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), column_labels_border_top_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_top_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_top_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_bottom_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_bottom_width=OptionsInfo(scss=True, category='column_labels', type='px', value='0.5px'), column_labels_border_bottom_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_lr_style=OptionsInfo(scss=True, category='column_labels', type='value', value='none'), column_labels_border_lr_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_lr_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_hidden=OptionsInfo(scss=False, category='column_labels', type='boolean', value=False), row_group_background_color=OptionsInfo(scss=True, category='row_group', type='value', value=None), row_group_font_size=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_font_weight=OptionsInfo(scss=True, category='row_group', type='value', value='initial'), row_group_text_transform=OptionsInfo(scss=True, category='row_group', type='value', value='inherit'), row_group_padding=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_padding_horizontal=OptionsInfo(scss=True, category='row_group', type='px', value='5px'), row_group_border_top_style=OptionsInfo(scss=True, category='row_group', type='value', value='hidden'), row_group_border_top_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_top_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_right_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_right_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_bottom_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_left_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='None'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='0.5px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='3px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), 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Industry Fixed EffectsxxYear Fixed Effects-xx-xx
Year Fixed Effects-Industry Fixed Effectsxxxx-xx
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
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fe
Year Fixed Effects-xx-xx
Industry Fixed Effectsxxxx
stats
Observations997997997998998998
S.E. typeby: f1by: f1by: f1by: f1by: f1by: f1
R20.4890.6590.6590.1200.1720.172
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(0.067) -0.924***
(0.061) -0.924***
(0.061) -1.267***
(0.174) -1.232***
(0.192) -1.231***
(0.192)\n", + "1 coef Years of Schooling -0.174***
(0.018) -0.174***
(0.015) -0.185***
(0.025) -0.131**
(0.042) -0.118**
(0.042) -0.074
(0.104)\n", + "2 coef Age × Years of Schooling 0.011
(0.018) -0.041
(0.081)\n", + "3 fe Year Fixed Effects - x x - x x\n", + "4 fe Industry Fixed Effects x x x x x x\n", + "5 stats Observations 997 997 997 998 998 998\n", + "6 stats S.E. type by: f1 by: f1 by: f1 by: f1 by: f1 by: f1\n", + "7 stats R2 0.489 0.659 0.659 0.120 0.172 0.172, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', 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Descriptive statistics
NMeanStd. Dev.MinMax
Wage997-0.132.31-6.546.91
Wealth997-0.325.59-16.9717.16
Age9971.040.810.002.00
Years of Schooling997-0.133.05-9.6710.99
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(0.061) -0.924***
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(0.015) -0.185***
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category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" ] }, "metadata": {}, @@ -6120,8 +6411,22 @@ } ], "source": [ - "display(t1.tab_options(**style_presentation))\n", - "display(t2.tab_options(**style_presentation))" + "\n", + "style_printDouble = {\n", + " \"table_font_size\" : \"12px\",\n", + " \"heading_title_font_size\": \"12px\",\n", + " \"source_notes_font_size\": \"8px\",\n", + " \"data_row_padding\": \"3px\",\n", + " \"column_labels_padding\": \"3px\",\n", + " \"table_body_border_bottom_style\" : \"double\",\n", + " \"column_labels_border_top_style\" : \"double\",\n", + " \"column_labels_border_bottom_width\":\"0.5px\",\n", + " \"row_group_border_top_style\":\"hidden\",\n", + " \"table_body_border_top_style\" : \"None\",\n", + " \"table_width\":\"14cm\", \n", + "}\n", + "display(t1.tab_options(**style_printDouble))\n", + "display(t2.tab_options(**style_printDouble))" ] } ], From b7d6516efebdb436a6f986fff03835a9d57b95fe Mon Sep 17 00:00:00 2001 From: Dirk Sliwka <49401450+dsliwka@users.noreply.github.com> Date: Tue, 17 Sep 2024 17:18:23 +0200 Subject: [PATCH 15/23] Apply ruff corrections --- pyfixest/report/summarize.py | 96 ++++++++++++++++++------------------ 1 file changed, 49 insertions(+), 47 deletions(-) diff --git a/pyfixest/report/summarize.py b/pyfixest/report/summarize.py index f8064175..25ad7a5f 100644 --- a/pyfixest/report/summarize.py +++ b/pyfixest/report/summarize.py @@ -390,7 +390,7 @@ def etable( fe_index = fe_df.index.to_series() fe_index = fe_index.apply(lambda x: felabels.get(x, labels.get(x, x))) fe_df.set_index(fe_index, inplace=True) - + model_stats_df.columns = res.columns if show_fe: fe_df.columns = res.columns @@ -735,20 +735,19 @@ def _number_formatter(x: float, **kwargs) -> str: return _int if digits == 0 else f"{_int}.{_float}" - -def make_table(df: pd.DataFrame, - type: str = 'gt', - notes: str = "", - rgroup_sep: str ="tb", - rgroup_display: bool =True, - caption: Optional[str] = None, - tab_label: Optional[str] = None, - texlocation: str = 'htbp', - full_width: bool = False, - file_name: Optional[str] = None, - **kwargs - ): - +def make_table( + df: pd.DataFrame, + type: str = "gt", + notes: str = "", + rgroup_sep: str = "tb", + rgroup_display: bool = True, + caption: Optional[str] = None, + tab_label: Optional[str] = None, + texlocation: str = "htbp", + full_width: bool = False, + file_name: Optional[str] = None, + **kwargs, +): r""" Create a booktab style table in the desired format (gt or tex) from a DataFrame. The DataFrame can have a multiindex. Column index used to generate horizonal @@ -968,8 +967,8 @@ def make_table(df: pd.DataFrame, # we just assign column numbers to the lowest index level col_numbers = list(map(str, range(len(dfs.columns)))) # Save the whole column index in order to generate table spanner labels later - dfcols= dfs.columns.to_list() - # Then flatten the column index just numbering the columns + dfcols = dfs.columns.to_list() + # Then flatten the column index just numbering the columns dfs.columns = pd.Index(col_numbers) # Store the mapping of column numbers to column names col_dict = dict(zip(col_numbers, col_names)) @@ -1007,8 +1006,8 @@ def make_table(df: pd.DataFrame, if nl > 1: # Add column spanners based on multiindex # Do this for every level in the multiindex (except the one with the column numbers) - for i in range(nl-1): - col_spanners: dict[str, list[str|int]] = {} + for i in range(nl - 1): + col_spanners: dict[str, list[str | int]] = {} # Iterate over columns and group them by the labels in the respective level for c in dfcols: key = c[i] @@ -1054,7 +1053,7 @@ def make_table(df: pd.DataFrame, ) .cols_align(align="center") ) - + # Full page width if full_width: gt = gt.tab_options(table_width="100%") @@ -1090,29 +1089,32 @@ def _relabel_index(index, labels=None, stats_labels=None): if isinstance(index, pd.MultiIndex): new_index = [] for i in index: - new_index.append(tuple([labels.get(k, k) for k in i[:-1]] + [stats_labels.get(i[-1], i[-1])])) + new_index.append( + tuple( + [labels.get(k, k) for k in i[:-1]] + + [stats_labels.get(i[-1], i[-1])] + ) + ) index = pd.MultiIndex.from_tuples(new_index) else: index = [stats_labels.get(k, k) for k in index] return index - - - -def dtable(df: pd.DataFrame, - vars : list, - stats: list =['count','mean', 'std'], - bycol: Optional[list[str]] = None, - byrow: Optional[str] = None, - type: str = 'gt', - labels: dict = {}, - stats_labels: dict = {}, - digits: int = 2, - notes: str = "", - counts_row_below: bool = False, - **kwargs): - +def dtable( + df: pd.DataFrame, + vars: list, + stats: list = ["count", "mean", "std"], + bycol: Optional[list[str]] = None, + byrow: Optional[str] = None, + type: str = "gt", + labels: dict = {}, + stats_labels: dict = {}, + digits: int = 2, + notes: str = "", + counts_row_below: bool = False, + **kwargs, +): r""" Generate descriptive statistics tables and create a booktab style table in the desired format (gt or tex). @@ -1181,7 +1183,7 @@ def dtable(df: pd.DataFrame, # Calculate the desired statistics agg_funcs = {var: stats for var in vars} if (byrow is not None) and (bycol is not None): - bylist = [byrow]+bycol + bylist = [byrow] + bycol res = df.groupby(bylist).agg(agg_funcs) if (byrow is None) and (bycol is None): res = df.agg(agg_funcs) @@ -1189,7 +1191,7 @@ def dtable(df: pd.DataFrame, res = df.groupby(byrow).agg(agg_funcs) elif (byrow is None) and (bycol is not None): res = df.groupby(bycol).agg(agg_funcs) - + # Set counts_row_below to false when byrow is not None # or when 'count' is not in stats if (byrow is not None) or ("count" not in stats): @@ -1240,11 +1242,11 @@ def dtable(df: pd.DataFrame, # First check whether number of obs should be displayed at the bottom if counts_row_below: # collect the number of obs for each row - count_columns = res.xs('count', axis=1, level=-1) + count_columns = res.xs("count", axis=1, level=-1) # Ensure count_columns is always a DataFrame if isinstance(count_columns, pd.Series): count_columns = count_columns.to_frame() - # when all counts are the same within each row, + # when all counts are the same within each row, # generate a vector with the counts if count_columns.nunique(axis=1).eq(1).all(): nobs = count_columns.iloc[:, 0] @@ -1263,16 +1265,16 @@ def dtable(df: pd.DataFrame, for col in res.columns: if res[col].dtype == float: res[col] = res[col].apply(lambda x: f"{x:{format_string}}") - - # Now some reshaping to bring the multiindex dataframe in the form of a typical descriptive statistics table - res=pd.DataFrame(res.stack(level=0, future_stack=True)) - # First bring the variables to the rows: + # Now some reshaping to bring the multiindex dataframe in the form of a typical descriptive statistics table + res = pd.DataFrame(res.stack(level=0, future_stack=True)) + + # First bring the variables to the rows: # Assign name to the column index res.columns.names = ["Statistics"] if bycol is not None: - # Then bring the column objects to the columns: - res=pd.DataFrame(res.unstack(level=bycol)) + # Then bring the column objects to the columns: + res = pd.DataFrame(res.unstack(level=bycol)) # Finally we want to have the objects first and then the statistics res.columns = res.columns.reorder_levels(bycol + ["Statistics"]) # And sort it properly by the variables From dfe00cdc9cfa0e88ac1ab58734c84d9767a5ca34 Mon Sep 17 00:00:00 2001 From: Dirk Sliwka <49401450+dsliwka@users.noreply.github.com> Date: Tue, 17 Sep 2024 17:52:43 +0200 Subject: [PATCH 16/23] Try to correct mypy issue --- pyfixest/report/summarize.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyfixest/report/summarize.py b/pyfixest/report/summarize.py index 25ad7a5f..70bec351 100644 --- a/pyfixest/report/summarize.py +++ b/pyfixest/report/summarize.py @@ -1274,9 +1274,9 @@ def dtable( res.columns.names = ["Statistics"] if bycol is not None: # Then bring the column objects to the columns: - res = pd.DataFrame(res.unstack(level=bycol)) + res = pd.DataFrame(res.unstack(level=bycol)) # type: ignore # Finally we want to have the objects first and then the statistics - res.columns = res.columns.reorder_levels(bycol + ["Statistics"]) + res.columns = res.columns.reorder_levels(bycol + ["Statistics"]) # type: ignore # And sort it properly by the variables # (we want to preserve the order of the lowest level for the stats) levels_to_sort = list(range(res.columns.nlevels - 1)) From 3dab586b72ce840630b34f33af89358bab580965 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Wed, 18 Sep 2024 16:24:00 +0000 Subject: [PATCH 17/23] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- docs/latexdocs/SampleTableDoc.tex | 6 ++--- docs/latexdocs/SampleTableDoc2.tex | 4 +-- .../quarto_example/QuartoExample.quarto_ipynb | 2 +- docs/table-layout.ipynb | 27 +++++++++---------- pyfixest/report/summarize.py | 4 +-- 5 files changed, 21 insertions(+), 22 deletions(-) diff --git a/docs/latexdocs/SampleTableDoc.tex b/docs/latexdocs/SampleTableDoc.tex index a5edb8a8..3b82b1f4 100644 --- a/docs/latexdocs/SampleTableDoc.tex +++ b/docs/latexdocs/SampleTableDoc.tex @@ -22,7 +22,7 @@ \section{A PyFixest LateX Table}% \begin{tabular}{lccccccc} \toprule & \multicolumn{3}{c}{Y} & \multicolumn{3}{c}{Y2} \\ -\cmidrule(lr){2-4} \cmidrule(lr){5-7} +\cmidrule(lr){2-4} \cmidrule(lr){5-7} & (1) & (2) & (3) & (4) & (5) & (6) \\ \midrule \addlinespace @@ -40,9 +40,9 @@ \section{A PyFixest LateX Table}% $R^2$ & 0.49 & 0.66 & 0.66 & 0.12 & 0.17 & 0.17 \\ \bottomrule \end{tabular} -\footnotesize +\footnotesize \end{threeparttable}% \end{table} % -\end{document} \ No newline at end of file +\end{document} diff --git a/docs/latexdocs/SampleTableDoc2.tex b/docs/latexdocs/SampleTableDoc2.tex index 206ea5a0..ed68fde5 100644 --- a/docs/latexdocs/SampleTableDoc2.tex +++ b/docs/latexdocs/SampleTableDoc2.tex @@ -22,7 +22,7 @@ \section{A PyFixest LateX Table}% \begin{tabular}{lccccccc} \toprule & \multicolumn{2}{c}{US} & \multicolumn{2}{c}{China} & \multicolumn{2}{c}{EU} \\ -\cmidrule(lr){2-3} \cmidrule(lr){4-5} \cmidrule(lr){6-7} +\cmidrule(lr){2-3} \cmidrule(lr){4-5} \cmidrule(lr){6-7} & Wage & Wealth & Wage & Wealth & Wage & Wealth \\ & (1) & (2) & (3) & (4) & (5) & (6) \\ \midrule @@ -46,4 +46,4 @@ \section{A PyFixest LateX Table}% \end{table} % -\end{document} \ No newline at end of file +\end{document} diff --git a/docs/quarto_example/QuartoExample.quarto_ipynb b/docs/quarto_example/QuartoExample.quarto_ipynb index c5220b93..a56d6c70 100644 --- a/docs/quarto_example/QuartoExample.quarto_ipynb +++ b/docs/quarto_example/QuartoExample.quarto_ipynb @@ -113,4 +113,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/docs/table-layout.ipynb b/docs/table-layout.ipynb index 1ffe25a0..384be169 100644 --- a/docs/table-layout.ipynb +++ b/docs/table-layout.ipynb @@ -5422,11 +5422,11 @@ " \"source_notes_font_size\": \"8px\",\n", " \"data_row_padding\": \"3px\",\n", " \"column_labels_padding\": \"3px\",\n", - " \"row_group_border_top_style\":\"hidden\",\n", - " \"table_body_border_top_style\" : \"None\",\n", - " \"table_body_border_bottom_width\" : \"1px\",\n", - " \"column_labels_border_top_width\" : \"1px\",\n", - " \"table_width\":\"14cm\", \n", + " \"row_group_border_top_style\": \"hidden\",\n", + " \"table_body_border_top_style\": \"None\",\n", + " \"table_body_border_bottom_width\": \"1px\",\n", + " \"column_labels_border_top_width\": \"1px\",\n", + " \"table_width\": \"14cm\",\n", "}\n", "\n", "\n", @@ -5448,7 +5448,7 @@ " \"column_labels_border_bottom_color\": \"white\",\n", " \"column_labels_font_weight\": \"bold\",\n", " \"row_group_font_weight\": \"bold\",\n", - " \"table_width\":\"18cm\", \n", + " \"table_width\": \"18cm\",\n", "}" ] }, @@ -6428,19 +6428,18 @@ } ], "source": [ - "\n", "style_printDouble = {\n", - " \"table_font_size\" : \"12px\",\n", + " \"table_font_size\": \"12px\",\n", " \"heading_title_font_size\": \"12px\",\n", " \"source_notes_font_size\": \"8px\",\n", " \"data_row_padding\": \"3px\",\n", " \"column_labels_padding\": \"3px\",\n", - " \"table_body_border_bottom_style\" : \"double\",\n", - " \"column_labels_border_top_style\" : \"double\",\n", - " \"column_labels_border_bottom_width\":\"0.5px\",\n", - " \"row_group_border_top_style\":\"hidden\",\n", - " \"table_body_border_top_style\" : \"None\",\n", - " \"table_width\":\"14cm\", \n", + " \"table_body_border_bottom_style\": \"double\",\n", + " \"column_labels_border_top_style\": \"double\",\n", + " \"column_labels_border_bottom_width\": \"0.5px\",\n", + " \"row_group_border_top_style\": \"hidden\",\n", + " \"table_body_border_top_style\": \"None\",\n", + " \"table_width\": \"14cm\",\n", "}\n", "display(t1.tab_options(**style_printDouble))\n", "display(t2.tab_options(**style_printDouble))" diff --git a/pyfixest/report/summarize.py b/pyfixest/report/summarize.py index 70bec351..83cee281 100644 --- a/pyfixest/report/summarize.py +++ b/pyfixest/report/summarize.py @@ -1274,9 +1274,9 @@ def dtable( res.columns.names = ["Statistics"] if bycol is not None: # Then bring the column objects to the columns: - res = pd.DataFrame(res.unstack(level=bycol)) # type: ignore + res = pd.DataFrame(res.unstack(level=bycol)) # type: ignore # Finally we want to have the objects first and then the statistics - res.columns = res.columns.reorder_levels(bycol + ["Statistics"]) # type: ignore + res.columns = res.columns.reorder_levels(bycol + ["Statistics"]) # type: ignore # And sort it properly by the variables # (we want to preserve the order of the lowest level for the stats) levels_to_sort = list(range(res.columns.nlevels - 1)) From a2783f137219112dbbab63e49752c98b572a02af Mon Sep 17 00:00:00 2001 From: Alexander Fischer Date: Wed, 18 Sep 2024 18:48:34 +0200 Subject: [PATCH 18/23] unstack expects tuple, not list --- pyfixest/report/summarize.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyfixest/report/summarize.py b/pyfixest/report/summarize.py index 83cee281..8fe53fbf 100644 --- a/pyfixest/report/summarize.py +++ b/pyfixest/report/summarize.py @@ -1274,7 +1274,7 @@ def dtable( res.columns.names = ["Statistics"] if bycol is not None: # Then bring the column objects to the columns: - res = pd.DataFrame(res.unstack(level=bycol)) # type: ignore + res = pd.DataFrame(res.unstack(level=tuple(bycol))) # Finally we want to have the objects first and then the statistics res.columns = res.columns.reorder_levels(bycol + ["Statistics"]) # type: ignore # And sort it properly by the variables From e3059ea9e535ba7b3fb3e3e19cb0d7afadf45404 Mon Sep 17 00:00:00 2001 From: Alexander Fischer Date: Wed, 18 Sep 2024 18:50:51 +0200 Subject: [PATCH 19/23] fix mypy error with multi index --- pyfixest/report/summarize.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/pyfixest/report/summarize.py b/pyfixest/report/summarize.py index 8fe53fbf..6646eeec 100644 --- a/pyfixest/report/summarize.py +++ b/pyfixest/report/summarize.py @@ -1276,7 +1276,9 @@ def dtable( # Then bring the column objects to the columns: res = pd.DataFrame(res.unstack(level=tuple(bycol))) # Finally we want to have the objects first and then the statistics - res.columns = res.columns.reorder_levels(bycol + ["Statistics"]) # type: ignore + if not isinstance(res.columns, pd.MultiIndex): + res.columns = pd.MultiIndex.from_tuples(res.columns) + res.columns = res.columns.reorder_levels(bycol + ["Statistics"]) # And sort it properly by the variables # (we want to preserve the order of the lowest level for the stats) levels_to_sort = list(range(res.columns.nlevels - 1)) From af3d4a77494e515253d58a1df67525347de8ea55 Mon Sep 17 00:00:00 2001 From: Alexander Fischer Date: Wed, 18 Sep 2024 19:13:58 +0200 Subject: [PATCH 20/23] update notebooks --- docs/difference-in-differences.ipynb | 48 +- docs/latexdocs/SampleTableDoc.pdf | Bin 73358 -> 73395 bytes docs/latexdocs/SampleTableDoc2.pdf | Bin 106034 -> 106081 bytes docs/marginaleffects.ipynb | 16 +- docs/quickstart.ipynb | 871 ++++---- docs/replicating-the-effect.ipynb | 319 +-- docs/stargazer.ipynb | 1663 +++++++--------- docs/table-layout.ipynb | 2745 +++++++++++++------------- 8 files changed, 2787 insertions(+), 2875 deletions(-) diff --git a/docs/difference-in-differences.ipynb b/docs/difference-in-differences.ipynb index f7362ff5..40f5a518 100644 --- a/docs/difference-in-differences.ipynb +++ b/docs/difference-in-differences.ipynb @@ -25,7 +25,7 @@ "data": { "text/html": [ "\n", - "
\n", + "
\n", " \n", @@ -65,7 +65,7 @@ "data": { "text/html": [ "\n", - "
\n", + "
\n", " \n", @@ -105,8 +105,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "pyfixest: 0.24.0\n", "pandas : 2.2.2\n", + "pyfixest: 0.24.2\n", "\n" ] } @@ -411,7 +411,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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", 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", 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", 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Regression results
\n", + " Wage\n", + " \n", + " Wealth\n", + "
(1)(2)(3)(4)(5)(6)
coef
Age-0.950***
(0.067)		-0.924***
(0.061)		-0.924***
(0.061)		-1.267***
(0.174)		-1.232***
(0.192)		-1.231***
(0.192)
Years of Schooling-0.174***
(0.018)		-0.174***
(0.015)		-0.185***
(0.025)		-0.131**
(0.042)		-0.118**
(0.042)		-0.074
(0.104)
Age × Years of Schooling0.011
(0.018)		-0.041
(0.081)
fe
Year Fixed Effects-xx
Industry Fixed Effectsxxxxxx
stats
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
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type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" ] }, "execution_count": 7, @@ -730,7 +728,7 @@ "###\n", "\n", "Estimation: OLS\n", - "Dep. var.: Y, Fixed effects: \n", + "Dep. var.: Y, Fixed effects: 0\n", "Inference: HC1\n", "Observations: 998\n", "\n", @@ -764,51 +762,51 @@ { "data": { "text/html": [ - "
\n", + "
\n", "\n", "
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -847,6 +845,11 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -869,9 +872,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -886,9 +887,10 @@ "0 coef X1 -1.019***
(0.082) -1.000***
(0.082)\n", "1 coef Intercept 0.919***
(0.112)\n", "2 fe group_id x -\n", - "3 stats Observations 998 998\n", - "4 stats S.E. type hetero hetero\n", - "5 stats R2 0.137 0.123, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0', '1'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\\nCoefficient \\n (Std. 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-1068,7 +1070,7 @@ { "data": { "text/plain": [ - "array([ 0.92796596, -1.09993994, -0.16884498])" + "array([ 0.97136193, -0.9663128 , -0.18886764])" ] }, "execution_count": 16, @@ -1100,7 +1102,7 @@ { "data": { "text/plain": [ - "array([ 0.92796596, -1.09993994, -0.16884498])" + "array([ 0.97136193, -0.9663128 , -0.18886764])" ] }, "execution_count": 17, @@ -1216,7 +1218,7 @@ "data": { "text/plain": [ "param X1\n", - "t value -8.567586579080421\n", + "t value -8.567586579080423\n", "Pr(>|t|) 0.0\n", "bootstrap_type 11\n", "inference CRV(group_id)\n", @@ -1422,9 +1424,9 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1443,9 +1445,9 @@ "" ], "text/plain": [ - " Estimate Std. Error t value Pr(>|t|) 2.5% 97.5%\n", - "CCV 0.46564259037014955 0.00348 133.820079 0.0 0.458657 0.472628\n", - "CRV1 0.465643 0.027142 17.155606 0.0 0.411152 0.520133" + " Estimate Std. Error t value Pr(>|t|) 2.5% 97.5%\n", + "CCV 0.4656425903701483 0.00348 133.820078 0.0 0.458657 0.472628\n", + "CRV1 0.465643 0.027142 17.155606 0.0 0.411152 0.520133" ] }, "execution_count": 22, @@ -1738,28 +1740,28 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
x-
0-x
stats
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
CCV0.465642590370149550.46564259037014830.00348133.820079133.8200780.00.4586570.472628
Intercept-0.4279321.405843-0.4258521.403762
X1-1.161191-0.737691-1.160711-0.738172
C(f1)[T.1.0]1.3816203.7836781.3843453.780953
C(f1)[T.2.0]-2.841607-0.322261-2.838749-0.325119
C(f1)[T.3.0]-1.6111590.986491-1.6082120.983544
\n", @@ -1767,11 +1769,11 @@ ], "text/plain": [ " 2.5% 97.5%\n", - "Intercept -0.427932 1.405843\n", - "X1 -1.161191 -0.737691\n", - "C(f1)[T.1.0] 1.381620 3.783678\n", - "C(f1)[T.2.0] -2.841607 -0.322261\n", - "C(f1)[T.3.0] -1.611159 0.986491" + "Intercept -0.425852 1.403762\n", + "X1 -1.160711 -0.738172\n", + "C(f1)[T.1.0] 1.384345 3.780953\n", + "C(f1)[T.2.0] -2.838749 -0.325119\n", + "C(f1)[T.3.0] -1.608212 0.983544" ] }, "execution_count": 26, @@ -1956,51 +1958,51 @@ { "data": { "text/html": [ - "
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\n", @@ -2256,8 +2256,8 @@ "\n", "\n", " \n", - " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2291,12 +2291,12 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2305,7 +2305,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2315,16 +2315,14 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", "\n", " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -2336,14 +2334,14 @@ ], "text/plain": [ "GT(_tbl_data= level_0 level_1 0 1\n", - "0 coef Z1 0.403***
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vector.\n", + "c:\\Users\\alexa\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\pyfixest-pKOwcWPT-py3.10\\lib\\site-packages\\pyfixest\\estimation\\feols_.py:1009: UserWarning: Distribution changed to chi2, as R is not an identity matrix and q is not a zero vector.\n", " warnings.warn(\n" ] }, @@ -2605,7 +2603,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 39, @@ -2630,7 +2628,7 @@ "###\n", "\n", "Estimation: OLS\n", - "Dep. var.: Y, Fixed effects: \n", + "Dep. var.: Y, Fixed effects: 0\n", "Inference: HC1\n", "Observations: 998\n", "\n", @@ -2686,51 +2684,51 @@ { "data": { "text/html": [ - "
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\n", "\n", "
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(0.011)		0.395***
(0.012)
Z2-0.003
(0.006)		-0.005
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fe
f2f1xx
f1f2xx
Observations996998998
R20.4250.431-
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -2768,16 +2766,22 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", " \n", " \n", + " \n", " \n", " \n", - " \n", + " \n", + " \n", " \n", " \n", + " \n", + " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2804,9 +2808,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -2820,20 +2822,22 @@ "GT(_tbl_data= level_0 level_1 0 1 \\\n", "0 coef X1 -1.000***
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type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='0.5px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), table_body_border_bottom_style=OptionsInfo(scss=True, 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stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + "4 - \n", + "5 997 \n", + "6 hetero \n", + "7 0.609 , _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=[''], _footnotes=[], _styles=[], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', value='16px'), table_font_weight=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_style=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_color=OptionsInfo(scss=True, category='table', type='value', value='#333333'), table_font_color_light=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_border_top_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_top_style=OptionsInfo(scss=True, category='table', type='value', value='solid'), table_border_top_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_top_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_right_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_right_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_right_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), table_border_bottom_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_bottom_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_bottom_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), 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column_labels_border_bottom_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_bottom_width=OptionsInfo(scss=True, category='column_labels', type='px', value='0.5px'), column_labels_border_bottom_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_lr_style=OptionsInfo(scss=True, category='column_labels', type='value', value='none'), column_labels_border_lr_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_lr_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_hidden=OptionsInfo(scss=False, category='column_labels', type='boolean', value=False), row_group_background_color=OptionsInfo(scss=True, category='row_group', type='value', value=None), row_group_font_size=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_font_weight=OptionsInfo(scss=True, category='row_group', type='value', value='initial'), row_group_text_transform=OptionsInfo(scss=True, category='row_group', type='value', value='inherit'), row_group_padding=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_padding_horizontal=OptionsInfo(scss=True, category='row_group', type='px', value='5px'), row_group_border_top_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_top_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_top_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_right_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_right_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_bottom_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_left_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='0.5px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), data_row_padding=OptionsInfo(scss=True, category='data_row', 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type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" ] }, "execution_count": 41, @@ -3058,7 +3062,7 @@ "###\n", "\n", "Estimation: OLS\n", - "Dep. var.: Y, Fixed effects: \n", + "Dep. var.: Y, Fixed effects: 0\n", "Inference: iid\n", "Observations: 998\n", "\n", @@ -3114,51 +3118,51 @@ { "data": { "text/html": [ - "
\n", + "
\n", "\n", "
fe
f2-f1-xx
f1f2--x
0x--
stats
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -3202,6 +3206,11 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -3224,9 +3233,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -3242,9 +3249,10 @@ "1 coef X2 -0.174***
(0.018) \n", "2 coef Intercept 0.919***
(0.121)\n", "3 fe f1 x -\n", - "4 stats Observations 997 998\n", - "5 stats S.E. type by: f1 by: group_id\n", - "6 stats R2 0.489 0.123, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0', '1'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\\nCoefficient \\n (Std. Error)'], _footnotes=[], _styles=[], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', 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category='table', type='value', value='#D3D3D3'), table_border_bottom_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_bottom_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_bottom_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_bottom_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_left_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_left_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_left_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), heading_background_color=OptionsInfo(scss=True, category='heading', type='value', value=None), heading_align=OptionsInfo(scss=True, category='heading', type='value', value='center'), heading_title_font_size=OptionsInfo(scss=True, category='heading', type='px', value='125%'), 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type='value', value='white'), column_labels_border_top_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_top_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_top_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_bottom_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_bottom_width=OptionsInfo(scss=True, category='column_labels', type='px', value='0.5px'), column_labels_border_bottom_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_lr_style=OptionsInfo(scss=True, category='column_labels', type='value', value='none'), column_labels_border_lr_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_lr_color=OptionsInfo(scss=True, category='column_labels', type='value', 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row_group_border_right_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_right_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_bottom_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_left_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_as_column=OptionsInfo(scss=False, category='row_group', 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Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -3362,6 +3370,11 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -3384,9 +3397,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -3402,18 +3413,20 @@ "1 coef Years of Schooling -0.174***
(0.018) \n", "2 coef Intercept \n", "3 fe Industry Fixed Effects x \n", - "4 stats Observations 997 \n", - "5 stats S.E. type by: f1 \n", - "6 stats R2 0.489 \n", + "4 fe 0 - \n", + "5 stats Observations 997 \n", + "6 stats S.E. type by: f1 \n", + "7 stats R2 0.489 \n", "\n", " 1 \n", "0 -1.000***
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x-
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Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -4022,6 +4035,11 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -4044,9 +4062,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -4061,9 +4077,10 @@ "0 coef ATT 2.135***
(0.044) 2.152***
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+18,7 @@ "data": { "text/html": [ "\n", - "
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stats
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -219,6 +219,15 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -243,9 +252,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -261,18 +268,20 @@ "1 coef wc 0.342***
(0.075) \n", "2 coef k5 \n", "3 coef Intercept 1.007***
(0.071) 0.972***
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\n", + "
\n", "\n", "
0.982***
(0.071)
fe
0xxx
stats
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -383,6 +392,13 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -401,9 +417,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -417,9 +431,10 @@ "GT(_tbl_data= level_0 level_1 0\n", "0 coef NumberofLocations -0.019***
(0.000)\n", "1 coef Intercept 94.866***
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heading_title_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_subtitle_font_size=OptionsInfo(scss=True, category='heading', type='px', value='85%'), heading_subtitle_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_padding=OptionsInfo(scss=True, category='heading', type='px', value='4px'), heading_padding_horizontal=OptionsInfo(scss=True, category='heading', type='px', value='5px'), heading_border_bottom_style=OptionsInfo(scss=True, category='heading', type='value', value='solid'), heading_border_bottom_width=OptionsInfo(scss=True, category='heading', type='px', value='2px'), heading_border_bottom_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), heading_border_lr_style=OptionsInfo(scss=True, category='heading', type='value', value='none'), heading_border_lr_width=OptionsInfo(scss=True, category='heading', type='px', value='1px'), heading_border_lr_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), column_labels_background_color=OptionsInfo(scss=True, category='column_labels', type='value', value=None), column_labels_font_size=OptionsInfo(scss=True, category='column_labels', type='px', value='100%'), column_labels_font_weight=OptionsInfo(scss=True, category='column_labels', type='value', value='normal'), column_labels_text_transform=OptionsInfo(scss=True, category='column_labels', type='value', value='inherit'), column_labels_padding=OptionsInfo(scss=True, category='column_labels', type='px', value='4px'), column_labels_padding_horizontal=OptionsInfo(scss=True, category='column_labels', type='px', value='5px'), column_labels_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), column_labels_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), column_labels_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), column_labels_border_top_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_top_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_top_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_bottom_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_bottom_width=OptionsInfo(scss=True, category='column_labels', type='px', value='0.5px'), column_labels_border_bottom_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_lr_style=OptionsInfo(scss=True, category='column_labels', type='value', value='none'), column_labels_border_lr_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_lr_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_hidden=OptionsInfo(scss=False, category='column_labels', type='boolean', value=False), row_group_background_color=OptionsInfo(scss=True, category='row_group', type='value', value=None), row_group_font_size=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_font_weight=OptionsInfo(scss=True, category='row_group', type='value', value='initial'), row_group_text_transform=OptionsInfo(scss=True, category='row_group', type='value', value='inherit'), row_group_padding=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_padding_horizontal=OptionsInfo(scss=True, category='row_group', type='px', value='5px'), row_group_border_top_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_top_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_top_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_right_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_right_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_bottom_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_left_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='0.5px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='4px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + "2 fe 0 x\n", + "3 stats Observations 27178\n", + "4 stats S.E. type iid\n", + "5 stats R2 0.065, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='inspection_score', spanner_level=1, spanner_label='inspection_score', spanner_units=None, spanner_pattern=None, vars=['0'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=[''], _footnotes=[], _styles=[], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', value='16px'), table_font_weight=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_style=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_color=OptionsInfo(scss=True, category='table', type='value', value='#333333'), table_font_color_light=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_border_top_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_top_style=OptionsInfo(scss=True, category='table', type='value', value='solid'), table_border_top_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_top_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_right_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_right_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_right_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), table_border_bottom_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_bottom_style=OptionsInfo(scss=True, category='table', type='value', value='hidden'), table_border_bottom_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_bottom_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_left_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_left_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_left_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), heading_background_color=OptionsInfo(scss=True, category='heading', type='value', value=None), heading_align=OptionsInfo(scss=True, category='heading', type='value', value='center'), heading_title_font_size=OptionsInfo(scss=True, category='heading', type='px', value='125%'), heading_title_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_subtitle_font_size=OptionsInfo(scss=True, category='heading', type='px', value='85%'), heading_subtitle_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_padding=OptionsInfo(scss=True, category='heading', type='px', value='4px'), heading_padding_horizontal=OptionsInfo(scss=True, category='heading', type='px', value='5px'), heading_border_bottom_style=OptionsInfo(scss=True, category='heading', type='value', value='solid'), heading_border_bottom_width=OptionsInfo(scss=True, category='heading', type='px', value='2px'), heading_border_bottom_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), heading_border_lr_style=OptionsInfo(scss=True, category='heading', type='value', value='none'), heading_border_lr_width=OptionsInfo(scss=True, category='heading', type='px', value='1px'), heading_border_lr_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), column_labels_background_color=OptionsInfo(scss=True, category='column_labels', type='value', value=None), column_labels_font_size=OptionsInfo(scss=True, category='column_labels', type='px', value='100%'), column_labels_font_weight=OptionsInfo(scss=True, category='column_labels', type='value', value='normal'), column_labels_text_transform=OptionsInfo(scss=True, category='column_labels', type='value', value='inherit'), column_labels_padding=OptionsInfo(scss=True, category='column_labels', type='px', value='4px'), column_labels_padding_horizontal=OptionsInfo(scss=True, category='column_labels', type='px', value='5px'), column_labels_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), column_labels_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), column_labels_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), column_labels_border_top_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_top_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_top_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_bottom_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_bottom_width=OptionsInfo(scss=True, category='column_labels', type='px', value='0.5px'), column_labels_border_bottom_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_lr_style=OptionsInfo(scss=True, category='column_labels', type='value', value='none'), column_labels_border_lr_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_lr_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_hidden=OptionsInfo(scss=False, category='column_labels', type='boolean', value=False), row_group_background_color=OptionsInfo(scss=True, category='row_group', type='value', value=None), row_group_font_size=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_font_weight=OptionsInfo(scss=True, category='row_group', type='value', value='initial'), row_group_text_transform=OptionsInfo(scss=True, category='row_group', type='value', value='inherit'), row_group_padding=OptionsInfo(scss=True, category='row_group', type='px', value='0px'), row_group_padding_horizontal=OptionsInfo(scss=True, category='row_group', type='px', value='5px'), row_group_border_top_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_top_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_top_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_right_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_right_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_bottom_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_left_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='0.5px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='4px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" ] }, "execution_count": 3, @@ -452,51 +467,51 @@ { "data": { "text/html": [ - "
\n", + "
\n", "\n", "
94.866***
(0.046)
fe
0x
stats
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -548,6 +563,14 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -569,9 +592,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -589,9 +610,10 @@ "3 coef Weekend \n", "4 coef NumberofLocations:Weekend \n", "5 coef Intercept 225.504***
(12.409) \n", - "6 stats Observations 27178 \n", - "7 stats S.E. type iid \n", - "8 stats R2 0.069 \n", + "6 fe 0 x \n", + "7 stats Observations 27178 \n", + "8 stats S.E. type iid \n", + "9 stats R2 0.069 \n", "\n", " 1 \n", "0 -0.019***
(0.000) \n", @@ -600,9 +622,10 @@ "3 1.759***
(0.488) \n", "4 -0.010
(0.008) \n", "5 225.126***
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0.000434 2.039364 \n", "\n", " 97.5% \n", "Coefficient \n", @@ -1191,7 +1214,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.9" + "version": "3.10.8" }, "orig_nbformat": 4 }, diff --git a/docs/stargazer.ipynb b/docs/stargazer.ipynb index e2887fc9..56cc4757 100644 --- a/docs/stargazer.ipynb +++ b/docs/stargazer.ipynb @@ -22,8 +22,6 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "To produce regression tables, we have two options: pyfixest's internal `etable()` function and the [Stargazer](https://github.com/StatsReporting/stargazer) Python package. The following examples illustrate how to use both options.\n", - "\n", "Contents: \n", "\n", "- [Regression Tables via `pf.etable()`](#regression-tables-via-pfetable)\n", @@ -40,12 +38,7 @@ " - [Further custom model information](#further-custom-model-information)\n", " - [Custom table notes](#custom-table-notes)\n", " - [Publication-ready LaTex tables](#publication-ready-latex-tables)\n", - " - [Rendering Tables in Quarto](#rendering-tables-in-quarto)\n", - " \n", - "- [Regression Tables via `Stargazer`](#regression-tables-via-stargazer)\n", - "\n", - "\n", - "To begin, we load some libraries and fit a set of regression models. " + " - [Rendering Tables in Quarto](#rendering-tables-in-quarto)" ] }, { @@ -57,7 +50,7 @@ "data": { "text/html": [ "\n", - "
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\n", " \n", @@ -97,7 +90,7 @@ "data": { "text/html": [ "\n", - "
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\n", " \n", @@ -135,11 +128,9 @@ } ], "source": [ - "import numpy as np\n", "import pylatex as pl # for the latex table; note: not a dependency of pyfixest - needs manual installation\n", "from great_tables import loc, style\n", "from IPython.display import FileLink, display\n", - "from stargazer.stargazer import LineLocation, Stargazer\n", "\n", "import pyfixest as pf\n", "\n", @@ -180,51 +171,51 @@ { "data": { "text/html": [ - "
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225.126***
(12.415)
fe
0xx
stats
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
Weekend2.0571660.0014011468.2568001468.2567990.0004342.0393642.074969
\n", @@ -283,20 +274,20 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -334,9 +325,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -351,8 +340,8 @@ "0 coef X1 -0.950***
(0.067) -0.924***
(0.061) \n", "1 coef X2 -0.174***
(0.018) -0.174***
(0.015) \n", "2 coef X1:X2 \n", - "3 fe f1 x x \n", - "4 fe f2 - x \n", + "3 fe f2 - x \n", + "4 fe f1 x x \n", "5 stats Observations 997 997 \n", "6 stats S.E. type by: f1 by: f1 \n", "7 stats R2 0.489 0.659 \n", @@ -361,8 +350,8 @@ "0 -0.924***
(0.061) -1.267***
(0.174) -1.232***
(0.192) \n", "1 -0.185***
(0.025) -0.131**
(0.042) -0.118**
(0.042) \n", "2 0.011
(0.018) \n", - "3 x x x \n", - "4 x - x \n", + "3 x - x \n", + "4 x x x \n", "5 997 998 998 \n", "6 by: f1 by: f1 by: f1 \n", "7 0.659 0.120 0.172 \n", @@ -375,7 +364,7 @@ "4 x \n", "5 998 \n", "6 by: f1 \n", - "7 0.172 , _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Y2', spanner_level=1, spanner_label='Y2', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. 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fe
f1xxf2-xx-xx
f2-f1xxxx-xx
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -497,20 +486,20 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -548,9 +537,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -564,8 +551,8 @@ "GT(_tbl_data= level_0 level_1 0 1 \\\n", "0 coef X1 -0.950***
(0.067) -0.924***
(0.061) \n", "1 coef X1:X2 \n", - "2 fe f1 x x \n", - "3 fe f2 - x \n", + "2 fe f2 - x \n", + "3 fe f1 x x \n", "4 stats Observations 997 997 \n", "5 stats S.E. type by: f1 by: f1 \n", "6 stats R2 0.489 0.659 \n", @@ -573,8 +560,8 @@ " 2 3 4 \\\n", "0 -0.924***
(0.061) -1.267***
(0.174) -1.232***
(0.192) \n", "1 0.011
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fe
f1xxf2-xx-xx
f2-f1xxxx-xx
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -707,20 +694,20 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -758,9 +745,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -774,8 +759,8 @@ "GT(_tbl_data= level_0 level_1 0 1 \\\n", "0 coef X1 -0.950***
(0.067) -0.924***
(0.061) \n", "1 coef X2 -0.174***
(0.018) -0.174***
(0.015) \n", - "2 fe f1 x x \n", - "3 fe f2 - x \n", + "2 fe f2 - x \n", + "3 fe f1 x x \n", "4 stats Observations 997 997 \n", "5 stats S.E. type by: f1 by: f1 \n", "6 stats R2 0.489 0.659 \n", @@ -783,8 +768,8 @@ " 2 3 4 \\\n", "0 -0.924***
(0.061) -1.267***
(0.174) -1.232***
(0.192) \n", "1 -0.185***
(0.025) -0.131**
(0.042) -0.118**
(0.042) \n", - "2 x x x \n", - "3 x - x \n", + "2 x - x \n", + "3 x x x \n", "4 997 998 998 \n", "5 by: f1 by: f1 by: f1 \n", "6 0.659 0.120 0.172 \n", @@ -796,7 +781,7 @@ "3 x \n", "4 998 \n", "5 by: f1 \n", - "6 0.172 , _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Y2', spanner_level=1, spanner_label='Y2', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\\nCoefficient \\n (Std. 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type='value', value='white'), column_labels_border_top_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_top_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_top_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_bottom_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_bottom_width=OptionsInfo(scss=True, category='column_labels', type='px', value='0.5px'), column_labels_border_bottom_color=OptionsInfo(scss=True, category='column_labels', type='value', value='black'), column_labels_border_lr_style=OptionsInfo(scss=True, category='column_labels', type='value', value='none'), column_labels_border_lr_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_lr_color=OptionsInfo(scss=True, category='column_labels', type='value', 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row_group_border_right_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_right_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='0.5px'), row_group_border_bottom_color=OptionsInfo(scss=True, category='row_group', type='value', value='black'), row_group_border_left_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='white'), row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='0.5px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='4px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='hidden'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), 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category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + "6 0.172 , _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Y', spanner_level=1, spanner_label='Y', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Y2', spanner_level=1, spanner_label='Y2', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, 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type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='0px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='white'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='0.5px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='black'), table_body_border_bottom_style=OptionsInfo(scss=True, 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f1xxf2-xx-xx
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Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -908,20 +893,20 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -959,9 +944,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -974,16 +957,16 @@ "text/plain": [ "GT(_tbl_data= level_0 level_1 0 1 \\\n", "0 coef X2 -0.174***
(0.018) -0.174***
(0.015) \n", - "1 fe f1 x x \n", - "2 fe f2 - x \n", + "1 fe f2 - x \n", + "2 fe f1 x x \n", "3 stats Observations 997 997 \n", "4 stats S.E. type by: f1 by: f1 \n", "5 stats R2 0.489 0.659 \n", "\n", " 2 3 4 \\\n", "0 -0.185***
(0.025) -0.131**
(0.042) -0.118**
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Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
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Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -1309,20 +1290,20 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -1360,10 +1341,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -1378,8 +1356,8 @@ "0 coef X1 -0.950***
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[0.000] \n", "1 coef X2 -0.174***
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[0.000] \n", "2 coef X1:X2 \n", - "3 fe f1 x \n", - "4 fe f2 - \n", + "3 fe f2 - \n", + "4 fe f1 x \n", "5 stats Observations 997 \n", "6 stats S.E. type by: f1 \n", "7 stats R2 0.489 \n", @@ -1398,8 +1376,8 @@ "0 -1.267***
(0.174)
[0.000] -1.232***
(0.192)
[0.000] \n", "1 -0.131**
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[0.005] -0.118**
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fe
f1xxf2-xx-xx
f2-f1xxxx-xx
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error) \n", - " [p-value]
\n", @@ -1543,20 +1521,20 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -1594,9 +1572,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -1611,8 +1587,8 @@ "0 coef X1 -0.94953***
(0.06652) \n", "1 coef X2 -0.17423***
(0.01840) \n", "2 coef X1:X2 \n", - "3 fe f1 x \n", - "4 fe f2 - \n", + "3 fe f2 - \n", + "4 fe f1 x \n", "5 stats Observations 997 \n", "6 stats S.E. type by: f1 \n", "7 stats R2 0.48899 \n", @@ -1631,8 +1607,8 @@ "0 -1.26655***
(0.17359) -1.23153***
(0.19228) \n", "1 -0.13056***
(0.04239) -0.11767***
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" \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -1791,8 +1767,8 @@ "X1 -0.94953*** (0.06652) -0.92405*** (0.06093) \n", "X2 -0.17423*** (0.01840) -0.17411*** (0.01461) \n", "X1:X2 \n", - "f1 x x \n", "f2 - x \n", + "f1 x x \n", "Observations 997 997 \n", "S.E. type by: f1 by: f1 \n", "R2 0.48899 0.65904 \n", @@ -1802,8 +1778,8 @@ "X1 -0.92417*** (0.06094) -1.26655*** (0.17359) \n", "X2 -0.18550*** (0.02516) -0.13056*** (0.04239) \n", "X1:X2 0.01057 (0.01818) \n", - "f1 x x \n", "f2 x - \n", + "f1 x x \n", "Observations 997 998 \n", "S.E. type by: f1 by: f1 \n", "R2 0.65916 0.12017 \n", @@ -1813,8 +1789,8 @@ "X1 -1.23153*** (0.19228) -1.23100*** (0.19167) \n", "X2 -0.11767*** (0.04152) -0.07369 (0.10356) \n", "X1:X2 -0.04082 (0.08093) \n", - "f1 x x \n", "f2 x x \n", + "f1 x x \n", "Observations 998 998 \n", "S.E. type by: f1 by: f1 \n", "R2 0.17151 0.17180 " @@ -1856,14 +1832,14 @@ "X1:X2 0.01057 -0.04082\n", " (0.01818) (0.08093)\n", "------------------------------------------------------------------------------------------------\n", - "f1 x x x x x x\n", "f2 - x x - x x\n", + "f1 x x x x x x\n", "------------------------------------------------------------------------------------------------\n", "Observations 997 997 997 998 998 998\n", "S.E. type by: f1 by: f1 by: f1 by: f1 by: f1 by: f1\n", "R2 0.48899 0.65904 0.65916 0.12017 0.17151 0.17180\n", "------------------------------------------------------------------------------------------------\n", - "Significance levels: * p < 0.1, ** p < 0.05, *** p < 0.01\n" + "\n" ] } ], @@ -1920,7 +1896,7 @@ "latexdocs/SampleTableDoc.pdf
" ], "text/plain": [ - "c:\\PythonProjects\\pyfixest\\docs\\latexdocs\\SampleTableDoc.pdf" + "c:\\Users\\alexa\\Documents\\pyfixest\\docs\\latexdocs\\SampleTableDoc.pdf" ] }, "metadata": {}, @@ -1968,51 +1944,51 @@ { "data": { "text/html": [ - "
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fe
f1xxf2-xx-xx
f2-f1xxxx-xx
Significance levels: * p < 0.1, ** p < 0.05, *** p < 0.01. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
-0.04082 (0.08093)
f1xxf2-xx-xx
f2-f1xxxx-xx
\n", @@ -2071,20 +2047,20 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -2122,9 +2098,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -2139,8 +2113,8 @@ "0 coef X1 -0.950***
(0.067) -0.924***
(0.061) \n", "1 coef X2 -0.174***
(0.018) -0.174***
(0.015) \n", "2 coef X1:X2 \n", - "3 fe f1 x x \n", - "4 fe f2 - x \n", + "3 fe f2 - x \n", + "4 fe f1 x x \n", "5 stats Observations 997 997 \n", "6 stats S.E. type by: f1 by: f1 \n", "7 stats R2 0.489 0.659 \n", @@ -2149,8 +2123,8 @@ "0 -0.924***
(0.061) -1.267***
(0.174) -1.232***
(0.192) \n", "1 -0.185***
(0.025) -0.131**
(0.042) -0.118**
(0.042) \n", "2 0.011
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Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
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fe
IndustryxxYear-xx-xx
Year-Industryxxxx-xx
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -2535,20 +2507,20 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -2586,9 +2558,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -2603,8 +2573,8 @@ "0 coef Age -0.950***
(0.067) \n", "1 coef Years of Schooling -0.174***
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Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
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fe
IndustryxxYear--xxxx
Year--Industryxxxxx
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\n", @@ -3256,18 +3222,18 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -3307,9 +3273,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -3324,8 +3288,8 @@ "0 coef Age -0.950***
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\n", "\n", "
fe
IndustryxxYear--xxxx
Year--Industryxxxxx
Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. Format of coefficient cell:\n", - "Coefficient \n", - " (Std. Error)
\n", @@ -3484,20 +3448,20 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -3553,9 +3517,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", "\n", "\n", @@ -3570,8 +3532,8 @@ "0 coef Age -0.950***
(0.067) \n", "1 coef Years of Schooling -0.174***
(0.018) \n", "2 coef Age × Years of Schooling \n", - "3 fe Industry x \n", - "4 fe Year - \n", + "3 fe Year - \n", + "4 fe Industry x \n", "5 stats Number of Clusters 42 \n", "6 stats Additional Info A \n", "7 stats Observations 997 \n", @@ -3582,8 +3544,8 @@ "0 -0.924***
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(0.061) -1.267***
(0.174) \n", "1 -0.174***
(0.015) -0.185***
(0.025) -0.131**
(0.042) \n", "2 0.011
(0.018) \n", - "3 x x x \n", - "4 x x - \n", + "3 x x - \n", + "4 x x x \n", "5 42 42 37 \n", "6 A B B \n", "7 997 997 998 \n", @@ -3600,7 +3562,7 @@ "6 C C \n", "7 998 998 \n", "8 by: f1 by: f1 \n", - "9 0.172 0.172 , _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([SpannerInfo(spanner_id='Wage', spanner_level=1, spanner_label='Wage', spanner_units=None, spanner_pattern=None, vars=['0', '1', '2'], built=None), SpannerInfo(spanner_id='Wealth', spanner_level=1, spanner_label='Wealth', spanner_units=None, spanner_pattern=None, vars=['3', '4', '5'], built=None)]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=['Significance levels: * p < 0.05, ** p < 0.01, *** p < 0.001. 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" ], "text/plain": [ - "c:\\PythonProjects\\pyfixest\\docs\\latexdocs\\SampleTableDoc2.pdf" + "c:\\Users\\alexa\\Documents\\pyfixest\\docs\\latexdocs\\SampleTableDoc2.pdf" ] }, "metadata": {}, @@ -3928,111 +3890,6 @@ "\n", "Here you find a sample [qmd file](https://github.com/py-econometrics/pyfixest/blob/master/docs/quarto_example/QuartoExample.qmd) and the rendered [PDF](quarto_example/QuartoExample.pdf)." ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Regression Tables via `Stargazer`" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We have opened a PR for `pyfixest` support for the excellent [Stargazer](https://github.com/StatsReporting/stargazer/pull/105) project. Until it is merged, you can download the dev version from `py-econometrics` by typing\n", - "\n", - "```bash\n", - "pip install git+https://github.com/py-econometrics/stargazer.git\n", - "```\n", - "\n", - "`Stargazer` is particularly useful if you need highly customizable regression tables (beyond the scope of `pf.etable()`), or if you want to compare models from `statsmodels` or `linearmodels` with `pyfixest`. \n", - "\n", - "After installing `stargazer`, we can produce a summary table via the `Stargazer` class: " - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "ename": "NotImplementedError", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNotImplementedError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[22], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m stargazer_table \u001b[38;5;241m=\u001b[39m \u001b[43mStargazer\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[43mfit1\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfit2\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfit3\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfit4\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfit5\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfit6\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 2\u001b[0m stargazer_table\n", - "File \u001b[1;32mc:\\PythonProjects\\pyfixest\\.venv\\Lib\\site-packages\\stargazer\\stargazer.py:83\u001b[0m, in \u001b[0;36mStargazer.__init__\u001b[1;34m(self, models)\u001b[0m\n\u001b[0;32m 81\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnum_models \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(models)\n\u001b[0;32m 82\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mreset_params()\n\u001b[1;32m---> 83\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mextract_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[1;32mc:\\PythonProjects\\pyfixest\\.venv\\Lib\\site-packages\\stargazer\\stargazer.py:150\u001b[0m, in \u001b[0;36mStargazer.extract_data\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 148\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodel_data \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m 149\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodels:\n\u001b[1;32m--> 150\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodel_data\u001b[38;5;241m.\u001b[39mappend(\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mextract_model_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43mm\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[0;32m 152\u001b[0m covs \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m 153\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m md \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodel_data:\n", - "File \u001b[1;32mc:\\PythonProjects\\pyfixest\\.venv\\Lib\\site-packages\\stargazer\\stargazer.py:170\u001b[0m, in \u001b[0;36mStargazer.extract_model_data\u001b[1;34m(self, model)\u001b[0m\n\u001b[0;32m 166\u001b[0m extractor \u001b[38;5;241m=\u001b[39m RESULTS_CLASSES[klass]\n\u001b[0;32m 168\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m extractor(model)\n\u001b[1;32m--> 170\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mNotImplementedError\u001b[39;00m(model\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m)\n", - "\u001b[1;31mNotImplementedError\u001b[0m: " - ] - } - ], - "source": [ - "stargazer_table = Stargazer([fit1, fit2, fit3, fit4, fit5, fit6])\n", - "stargazer_table" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can easily add custom statisics. For example, assume that we want to correct for multiple testing via the Romano-Wolf correction. We can do this as follows:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "ename": "", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[1;31mRunning cells with '.venv (Python 3.11.9)' requires the ipykernel package.\n", - "\u001b[1;31mRun the following command to install 'ipykernel' into the Python environment. \n", - "\u001b[1;31mCommand: 'c:/PythonProjects/pyfixest/.venv/Scripts/python.exe -m pip install ipykernel -U --force-reinstall'" - ] - } - ], - "source": [ - "rwolf_res = pf.rwolf(\n", - " [fit1, fit2, fit3, fit4, fit5, fit6], param=\"X1\", seed=123, reps=9999\n", - ")\n", - "rwolf_pvalues = np.round(rwolf_res.xs(\"RW Pr(>|t|)\"), 3).to_list()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "ename": "", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[1;31mRunning cells with '.venv (Python 3.11.9)' requires the ipykernel package.\n", - "\u001b[1;31mRun the following command to install 'ipykernel' into the Python environment. \n", - "\u001b[1;31mCommand: 'c:/PythonProjects/pyfixest/.venv/Scripts/python.exe -m pip install ipykernel -U --force-reinstall'" - ] - } - ], - "source": [ - "stargazer_table.add_line(\n", - " \"Fixed Effects\",\n", - " [x._fixef for x in [fit1, fit2, fit3, fit4, fit5, fit6]],\n", - " LineLocation.FOOTER_TOP,\n", - ")\n", - "stargazer_table.add_line(\n", - " \"X1: Romano-Wolf P-Value\", rwolf_pvalues, LineLocation.FOOTER_TOP\n", - ")\n", - "stargazer_table" - ] } ], "metadata": { @@ -4051,7 +3908,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.9" + "version": "3.10.8" } }, "nbformat": 4, diff --git a/docs/table-layout.ipynb b/docs/table-layout.ipynb index 384be169..d0981d7f 100644 --- a/docs/table-layout.ipynb +++ b/docs/table-layout.ipynb @@ -66,7 +66,7 @@ "data": { "text/html": [ "\n", - "
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" ], "text/plain": [ - "c:\\PythonProjects\\pyfixest\\docs\\latexdocs\\SampleTableDoc2.pdf" + "c:\\Users\\alexa\\Documents\\pyfixest\\docs\\latexdocs\\SampleTableDoc2.pdf" ] }, "metadata": {}, @@ -3903,51 +3918,51 @@ { "data": { "text/html": [ - "
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Wage-0.022.260.092.15-0.302.41-0.27-0.082.39-0.182.210.002.28-0.242.35
Wealth0.185.35-0.265.70-0.715.77-0.475.535.47-0.355.47-0.045.52-0.285.85
Age1.030.811.040.791.060.801.040.831.000.821.070.801.070.81
Years of Schooling0.253.15-0.173.15-0.302.84-0.293.030.013.23-0.062.99-0.273.04-0.152.97
nobs
Number of observations247211248237250276252273
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Age2472111.030.812501.060.802761.070.80
Years of Schooling2470.253.15250-0.302.842110.013.23276-0.273.04
White collar
Wage2480.092.15252-0.272.39237-0.182.21273-0.242.35
Wealth248-0.265.70252-0.475.53237-0.355.47273-0.285.85
Age2481.040.792521.040.832371.000.822731.070.81
Years of Schooling248-0.173.15252-0.293.03237-0.062.99273-0.152.97
\n", @@ -4681,31 +4696,31 @@ "\n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", "\n", " \n", @@ -4723,10 +4738,10 @@ ], "text/plain": [ "GT(_tbl_data= index A B C D\n", - "0 0 0.65 0.34 -2.05 0.06\n", - "1 1 -0.78 0.11 -1.27 0.17\n", - "2 2 0.65 -0.30 0.34 -0.54\n", - "3 3 -0.61 -0.35 0.61 0.06, _body=, _boxhead=Boxhead([ColInfo(var='index', type=, column_label='index', column_align='center', column_width=None), ColInfo(var='A', type=, column_label='A', column_align='center', column_width=None), ColInfo(var='B', type=, column_label='B', column_align='center', column_width=None), ColInfo(var='C', type=, column_label='C', column_align='center', column_width=None), 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Variable 11.793-1.575-0.851.116-0.1140.3170.4030.040.0140.5390.5761.1141.9310.901-1.3910.188
Variable 2-0.9681.541.032-2.277-0.0790.1620.238-0.8330.230.4250.689-1.359-1.8931.399-0.6810.221
Variable 3-0.2170.7021.414-0.717-1.6690.953-0.319-0.868-0.4521.467-1.153-0.138-0.299-1.392-0.2260.945
Group 2
Variable 40.366-0.251-0.1090.5511.3050.0760.2670.4550.7222.267-0.049-1.428-1.5-0.009-0.6091.104
Variable 50.341.7710.4492.126-0.836-0.190.284-0.83-2.504-0.4651.0011.940.2960.558-0.422-0.647
Group 3
Variable 60.5681.308-0.2691.3050.124-0.0630.635-1.035-1.061-0.6120.651-1.8280.4731.6830.302-0.157
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styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='5', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='5', rownum=5, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, grpname=None, colname='6', rownum=1, colnum=None, styles=[CellStyleText(color=None, font=None, size=None, align=None, v_align=None, style='italic', weight=None, stretch=None, decorate=None, transform=None, whitespace=None)]), StyleInfo(locname='data', locnum=5, 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container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" ] }, "execution_count": 28, @@ -5206,51 +5221,51 @@ { "data": { "text/html": [ - "
\n", + "
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Variable 11.793-1.575-0.851.116-0.1140.3170.4030.040.0140.5390.5761.1141.9310.901-1.3910.188
Variable 2-0.9681.541.032-2.277-0.0790.1620.238-0.8330.230.4250.689-1.359-1.8931.399-0.6810.221
Variable 3-0.2170.7021.414-0.717-1.6690.953-0.319-0.868-0.4521.467-1.153-0.138-0.299-1.392-0.2260.945
Group 2
Variable 40.366-0.251-0.1090.5511.3050.0760.2670.4550.7222.267-0.049-1.428-1.5-0.009-0.6091.104
Variable 50.341.7710.4492.126-0.836-0.190.284-0.83-2.504-0.4651.0011.940.2960.558-0.422-0.647
Group 3
Variable 60.5681.308-0.2691.3050.124-0.0630.635-1.035-1.061-0.6120.651-1.8280.4731.6830.302-0.157
\n", @@ -5379,7 +5394,7 @@ "4 fe f1 x x x x x x\n", "5 stats Observations 997 997 997 998 998 998\n", "6 stats S.E. type by: f1 by: f1 by: f1 by: f1 by: f1 by: f1\n", - "7 stats R2 0.489 0.659 0.659 0.120 0.172 0.172, _body=, _boxhead=Boxhead([ColInfo(var='level_0', type=, column_label='level_0', column_align='center', column_width=None), ColInfo(var='level_1', type=, column_label='level_1', column_align='center', column_width=None), ColInfo(var='0', type=, column_label='(1)', column_align='center', column_width=None), ColInfo(var='1', type=, column_label='(2)', column_align='center', column_width=None), ColInfo(var='2', type=, column_label='(3)', column_align='center', column_width=None), ColInfo(var='3', type=, column_label='(4)', column_align='center', column_width=None), ColInfo(var='4', type=, column_label='(5)', column_align='center', column_width=None), ColInfo(var='5', type=, column_label='(6)', column_align='center', column_width=None)]), _stub=, 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\n", + "
\n", "\n", "
\n", @@ -5916,7 +5931,7 @@ "0 Wage 997 -0.13 2.31 -6.54 6.91\n", "1 Wealth 997 -0.32 5.59 -16.97 17.16\n", "2 Age 997 1.04 0.81 0.00 2.00\n", - "3 Years of Schooling 997 -0.13 3.05 -9.67 10.99, _body=, _boxhead=Boxhead([ColInfo(var='index', type=, column_label='index', column_align='center', column_width=None), ColInfo(var='N', type=, column_label='N', column_align='center', column_width=None), ColInfo(var='Mean', type=, column_label='Mean', column_align='center', column_width=None), ColInfo(var='Std. Dev.', type=, column_label='Std. 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test_wildboottest_errors(): def test_summary_errors(): + "Test for appropriate errors when providing objects of type FixestMulti." data = get_data() fit1 = feols("Y + Y2 ~ X1 | f1", data=data) fit2 = feols("Y ~ X1 + X2 | f1", data=data) - with pytest.raises(TypeError): - etable(fit1) with pytest.raises(TypeError): etable([fit1, fit2]) - with pytest.raises(TypeError): - summary(fit1) with pytest.raises(TypeError): summary([fit1, fit2]) From 35ca14814a982622807543f916aa500f52ca350b Mon Sep 17 00:00:00 2001 From: Alexander Fischer Date: Mon, 23 Sep 2024 20:27:43 +0200 Subject: [PATCH 22/23] add tests for dtable --- tests/test_dtable.py | 270 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 270 insertions(+) create mode 100644 tests/test_dtable.py diff --git a/tests/test_dtable.py b/tests/test_dtable.py new file mode 100644 index 00000000..8e7dd706 --- /dev/null +++ b/tests/test_dtable.py @@ -0,0 +1,270 @@ +import pandas as pd +import pytest +from pandas.testing import assert_frame_equal + +import pyfixest as pf + +# Assuming pf.dtable is imported from the module containing it + + +@pytest.fixture +def sample_df(): + """Fixture to create a sample dataframe for testing.""" + return pd.DataFrame( + { + "var1": [1, 2, 3, 4, 5], + "var2": [5, 4, 3, 2, 1], + "group": ["A", "A", "B", "B", "B"], + } + ) + + +def standardize_dataframe(df): + "Standardize dataframe column types before comparison." + return df.applymap(lambda x: f"{x:.2f}" if isinstance(x, (int, float)) else str(x)) + + +def test_minimal_input(sample_df): + """Test with minimal input and check if it returns correct dataframe.""" + result = pf.dtable(sample_df, vars=["var1"], type="df") + + # Creating the expected DataFrame + expected = pd.DataFrame( + { + "N": ["5"], # As 'N' is stored as a string + "Mean": ["3.00"], # Format numbers to strings with 2 decimal places + "Std. Dev.": ["1.58"], + }, + index=["var1"], + ) + + # Ensure the expected dataframe's dtypes are object (string-like) for comparison + expected = expected.astype("object") + + # Standardize the result and expected DataFrames for comparison + result_standardized = standardize_dataframe(result) + expected_standardized = standardize_dataframe(expected) + + assert_frame_equal(result_standardized, expected_standardized, check_dtype=False) + + +def test_multiple_stats(sample_df): + result = pf.dtable( + sample_df, vars=["var1"], stats=["count", "mean", "min", "max"], type="df" + ) + + expected = pd.DataFrame( + { + "N": ["5"], + "Mean": ["3.00"], + "Min": ["1.00"], + "Max": ["5.00"], + }, + index=["var1"], + ) + + expected = expected.astype("object") + + result_standardized = standardize_dataframe(result) + expected_standardized = standardize_dataframe(expected) + + assert_frame_equal(result_standardized, expected_standardized, check_dtype=False) + + +def test_group_by_column(sample_df): + result = pf.dtable( + sample_df, vars=["var1"], bycol=["group"], stats=["mean"], type="df" + ) + + expected = pd.DataFrame( + { + ("A", "Mean"): ["1.50"], + ("B", "Mean"): ["4.00"], + }, + index=["var1"], + ) + + expected.columns = pd.MultiIndex.from_tuples( + expected.columns, names=["group", "Statistics"] + ) + expected = expected.astype("object") + + # Ensure the result has the correct MultiIndex column names + result.columns.names = ["group", "Statistics"] + + result_standardized = standardize_dataframe(result) + expected_standardized = standardize_dataframe(expected) + + assert_frame_equal(result_standardized, expected_standardized, check_dtype=False) + + +def test_group_by_column_multiple_vars(sample_df): + result = pf.dtable( + sample_df, vars=["var1", "var2"], bycol=["group"], stats=["mean"], type="df" + ) + + expected = pd.DataFrame( + { + ("A", "Mean"): ["1.50", "4.50"], + ("B", "Mean"): ["4.00", "2.00"], + }, + index=["var1", "var2"], + ) + + expected.columns = pd.MultiIndex.from_tuples( + expected.columns, names=["group", "Statistics"] + ) + expected = expected.astype("object") + + # Ensure the result has the correct MultiIndex column names + result.columns.names = ["group", "Statistics"] + + result_standardized = standardize_dataframe(result) + expected_standardized = standardize_dataframe(expected) + + assert_frame_equal(result_standardized, expected_standardized, check_dtype=False) + + +def test_group_by_row(sample_df): + result = pf.dtable( + sample_df, vars=["var1"], byrow="group", stats=["mean", "std"], type="df" + ) + + expected = pd.DataFrame( + { + "Mean": ["1.50", "4.00"], + "Std. Dev.": ["0.71", "1.00"], + }, + index=pd.MultiIndex.from_tuples( + [("A", "var1"), ("B", "var1")], names=["group", "var"] + ), + ) + + expected = expected.astype("object") + + # Ensure the result has the correct MultiIndex level names + result.index.names = ["group", "var"] + + result_standardized = standardize_dataframe(result) + expected_standardized = standardize_dataframe(expected) + + assert_frame_equal(result_standardized, expected_standardized, check_dtype=False) + + +def test_group_by_row_multiple_vars(sample_df): + result = pf.dtable( + sample_df, + vars=["var1", "var2"], + byrow="group", + stats=["mean", "std"], + type="df", + ) + + expected = pd.DataFrame( + { + "Mean": ["1.50", "4.00", "4.50", "2.00"], + "Std. Dev.": ["0.71", "1.00", "0.71", "1.00"], + }, + index=pd.MultiIndex.from_tuples( + [("A", "var1"), ("B", "var1"), ("A", "var2"), ("B", "var2")], + names=["group", "var"], + ), + ) + + expected = expected.astype("object") + + # Ensure the result has the correct MultiIndex level names + result.index.names = ["group", "var"] + + # Reorder the result DataFrame to match the expected MultiIndex order + result = result.reindex(expected.index) + + result_standardized = standardize_dataframe(result) + expected_standardized = standardize_dataframe(expected) + + assert_frame_equal(result_standardized, expected_standardized, check_dtype=False) + + +def test_custom_labels(sample_df): + """Test with custom labels for variables and stats.""" + labels = {"var1": "Variable 1", "var2": "Variable 2"} + stats_labels = {"mean": "Average", "std": "Standard Deviation"} + + result = pf.dtable( + sample_df, + vars=["var1"], + stats=["mean", "std"], + labels=labels, + stats_labels=stats_labels, + type="df", + ) + + expected = pd.DataFrame( + { + "Average": [3.0], + "Standard Deviation": [1.58], + }, + index=["Variable 1"], + ).round(2) + + result_standardized = standardize_dataframe(result) + expected_standardized = standardize_dataframe(expected) + + assert_frame_equal(result_standardized, expected_standardized, check_dtype=False) + + +def test_counts_row_below(sample_df): + result = pf.dtable( + sample_df, + vars=["var1"], + stats=["mean", "count"], + counts_row_below=True, + type="df", + ) + + expected = pd.DataFrame( + { + "Mean": ["3.00", "5"], + }, + index=pd.MultiIndex.from_tuples( + [("stats", "var1"), ("nobs", "N")], names=["stats", "count"] + ), + ) + + expected = expected.astype("object") + + # Ensure the result has the correct MultiIndex level names + result.index.names = ["stats", "count"] + + result_standardized = standardize_dataframe(result) + expected_standardized = standardize_dataframe(expected) + + assert_frame_equal(result_standardized, expected_standardized, check_dtype=False) + + +def test_invalid_dataframe(): + """Test with an invalid dataframe and ensure it raises an error.""" + with pytest.raises(AssertionError, match="df must be a pandas DataFrame."): + pf.dtable("not_a_dataframe", vars=["var1"]) + + +def test_non_numeric_column(sample_df): + """Test with non-numeric column and ensure it raises an error.""" + with pytest.raises(AssertionError, match="Variables must be numerical."): + pf.dtable(sample_df, vars=["group"]) + + +def test_invalid_byrow(sample_df): + """Test with an invalid `byrow` column that doesn't exist.""" + with pytest.raises( + AssertionError, match="byrow must be a column in the DataFrame." + ): + pf.dtable(sample_df, vars=["var1"], byrow="non_existent_column") + + +def test_invalid_bycol(sample_df): + """Test with an invalid `bycol` column that doesn't exist.""" + with pytest.raises( + AssertionError, match="bycol must be a list of columns in the DataFrame." + ): + pf.dtable(sample_df, vars=["var1"], bycol=["non_existent_column"]) From e358a9658e0679a095129d88617aa87226fad975 Mon Sep 17 00:00:00 2001 From: Alexander Fischer Date: Mon, 23 Sep 2024 20:57:49 +0200 Subject: [PATCH 23/23] more tests --- tests/test_dtable.py | 83 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 83 insertions(+) diff --git a/tests/test_dtable.py b/tests/test_dtable.py index 8e7dd706..720075f2 100644 --- a/tests/test_dtable.py +++ b/tests/test_dtable.py @@ -242,6 +242,89 @@ def test_counts_row_below(sample_df): assert_frame_equal(result_standardized, expected_standardized, check_dtype=False) +def test_counts_row_below_equal(sample_df): + result = pf.dtable( + sample_df, + vars=["var1", "var2"], + bycol=["group"], + stats=["mean", "count"], + counts_row_below=True, + type="df", + ) + + expected = pd.DataFrame( + { + ("A", "Mean"): ["1.50", "4.50", "2.00"], # Ensure '2.00' for consistency + ("B", "Mean"): ["4.00", "2.00", "3.00"], # Ensure '3.00' for consistency + }, + index=pd.MultiIndex.from_tuples( + [("stats", "var1"), ("stats", "var2"), ("nobs", "N")], + names=["stats", "var"], + ), + ) + + expected.columns = pd.MultiIndex.from_tuples( + expected.columns, names=["group", "Statistics"] + ) + expected = expected.astype("object") + + # Ensure the result has the correct MultiIndex row names + result.index.names = ["stats", "var"] + + # Ensure the result has the correct MultiIndex column names + result.columns.names = ["group", "Statistics"] + + # Standardize the result and expected DataFrames for comparison + result_standardized = standardize_dataframe(result) + expected_standardized = standardize_dataframe(expected) + + assert_frame_equal(result_standardized, expected_standardized, check_dtype=False) + + +def test_two_bycol_groups(sample_df): + # Create an additional column to group by + sample_df["group2"] = ["X", "X", "Y", "Y", "Y"] + + result = pf.dtable( + sample_df, + vars=["var1", "var2"], + bycol=["group", "group2"], + stats=["mean", "count"], + type="df", + ) + + expected = pd.DataFrame( + { + ("A", "X", "Mean"): ["1.50", "4.50"], + ("A", "X", "N"): [2, 2], + ("B", "Y", "Mean"): ["4.00", "2.00"], + ("B", "Y", "N"): [3, 3], + }, + index=["var1", "var2"], + ) + + expected.columns = pd.MultiIndex.from_tuples( + expected.columns, names=["group", "group2", "Statistics"] + ) + expected = expected.astype( + { + "A": "object", + "B": "object", + ("A", "X", "N"): "int64", + ("B", "Y", "N"): "int64", + } + ) + + # Ensure the result has the correct MultiIndex column names + result.columns.names = ["group", "group2", "Statistics"] + + # Standardize the result and expected DataFrames for comparison + result_standardized = standardize_dataframe(result) + expected_standardized = standardize_dataframe(expected) + + assert_frame_equal(result_standardized, expected_standardized, check_dtype=False) + + def test_invalid_dataframe(): """Test with an invalid dataframe and ensure it raises an error.""" with pytest.raises(AssertionError, match="df must be a pandas DataFrame."):