diff --git a/bdikit/visualization/__init__.py b/bdikit/visualization/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/bdikit/visualization/schema_matching.py b/bdikit/visualization/schema_matching.py deleted file mode 100644 index 470be68d..00000000 --- a/bdikit/visualization/schema_matching.py +++ /dev/null @@ -1,873 +0,0 @@ -import hashlib -import json -import logging -from os.path import dirname, exists, join -from typing import Any, Dict, List, Optional, Tuple, Union - -import altair as alt -import numpy as np -import pandas as pd -import panel as pn -from Levenshtein import distance -from natsort import index_natsorted -from sklearn.cluster import AffinityPropagation - -from bdikit import ValueMatchingResult, match_values -from bdikit.download import BDIKIT_CACHE_DIR -from bdikit.mapping_algorithms.column_mapping.topk_matchers import ( - CLTopkColumnMatcher, - ColumnScore, - TopkColumnMatcher, - TopkMatching, -) -from bdikit.models.contrastive_learning.cl_api import ( - DEFAULT_CL_MODEL, -) -from bdikit.utils import get_gdc_layered_metadata, read_gdc_schema - -GDC_DATA_PATH = join(dirname(__file__), "../resource/gdc_table.csv") -logger = logging.getLogger(__name__) - -pn.extension("tabulator") -pn.extension("mathjax") -pn.extension("vega") - - -def generate_top_k_matches( - source: pd.DataFrame, target: Union[pd.DataFrame, str], top_k: int = 10 -) -> List[Dict]: - if isinstance(target, pd.DataFrame): - target_df = target - elif target == "gdc": - target_df = pd.read_csv(GDC_DATA_PATH) - else: - raise ValueError("Invalid target value. Must be a DataFrame or 'gdc'.") - - topk_matcher = CLTopkColumnMatcher(model_name=DEFAULT_CL_MODEL) - top_k_matches = topk_matcher.get_recommendations( - source, target=target_df, top_k=top_k - ) - - output_json = [] - for match in top_k_matches: - source_dict = { - "source_column": match["source_column"], - "top_k_columns": [], - } - for column in match["top_k_columns"]: - source_dict["top_k_columns"].append( - [column.column_name, float(column.score)] - ) - output_json.append(source_dict) - return output_json - - -def generate_value_matches( - source: pd.DataFrame, - target: Union[pd.DataFrame, str], - column_mapping: Tuple[str, str], -) -> List[ValueMatchingResult]: - if not isinstance(target, pd.DataFrame) and target == "gdc": - target = pd.read_csv(GDC_DATA_PATH) - mapping_df = pd.DataFrame( - [ - { - "source": column_mapping[0], - "target": column_mapping[1], - } - ] - ) - mappings = match_values( - source, - column_mapping=mapping_df, - target=target, - method="tfidf", - ) - return mappings - - -def gdc_clean_heatmap_recommendations( - heatmap_recommendations: List[Dict], max_chars_samples: int = 150 -) -> Dict[str, pd.DataFrame]: - gdc_metadata = get_gdc_layered_metadata() - - candidates_dfs = {} - - for column_data in heatmap_recommendations: - column_name = column_data["source_column"] - recommendations = [] - for candidate_name, candidate_similarity in column_data["top_k_columns"]: - subschema, gdc_data = gdc_metadata[candidate_name] - candidate_description = gdc_data.get("description", "") - candidate_description = candidate_description - candidate_values = ", ".join(gdc_data.get("enum", [])) - candidate_values = truncate_text(candidate_values, max_chars_samples) - recommendations.append( - ( - candidate_name, - candidate_similarity, - candidate_description, - candidate_values, - subschema, - ) - ) - - candidates_dfs[column_name] = pd.DataFrame( - recommendations, - columns=[ - "Candidate", - "Similarity", - "Description", - "Values (sample)", - "Subschema", - ], - ) - - return candidates_dfs - - -def truncate_text(text: str, max_chars: int): - if len(text) > max_chars: - return text[:max_chars] + "..." - else: - return text - - -class BDISchemaMatchingHeatMap(TopkColumnMatcher): - def __init__( - self, - source: pd.DataFrame, - target: Union[pd.DataFrame, str] = "gdc", - top_k: int = 10, - heatmap_recommendations: Optional[List[Dict]] = None, - max_chars_samples: int = 150, - height: int = 600, - ) -> None: - self.json_path = "heatmap_recommendations.json" - self.source = source - self.target = target # IMPORTANT!!! - self.top_k = max(1, min(top_k, 20)) - - self.rec_table_df = None - self.rec_list_df = None - self.rec_cols = None - self.subschemas = None - self.rec_cols_gdc = None - self.clusters = None - - self.gdc_metadata = get_gdc_layered_metadata() - - # Selected column - self.selected_row = None - - # Load cached results - cached_heatmap_recommendations = self._load_cached_results() - if cached_heatmap_recommendations is not None: - self.heatmap_recommendations = cached_heatmap_recommendations - else: - if heatmap_recommendations is None: - self.heatmap_recommendations = generate_top_k_matches( - self.source, target=target, top_k=self.top_k - ) - else: - self.heatmap_recommendations = heatmap_recommendations - self._cache_results(self.heatmap_recommendations) - - self._write_json(self.heatmap_recommendations) - - if not isinstance(target, pd.DataFrame) and target == "gdc": - self.candidates_dfs = gdc_clean_heatmap_recommendations( - self.heatmap_recommendations, max_chars_samples=max_chars_samples - ) - self.height = height - - # Undo/Redo - # The undo/redo stack is a list of data - # Data is like this: {'Candidate column': 'Country', 'Top k columns': [['country_of_birth', '0.5726'], ...]} - self.undo_stack = [] - self.redo_stack = [] - - def _load_json(self) -> List[Dict]: - with open(self.json_path) as f: - data = json.load(f) - return data - - def _write_json(self, data: List[Dict]) -> None: - self.heatmap_recommendations = data - with open(self.json_path, "w") as f: - json.dump(data, f) - - def get_heatmap(self) -> None: - recommendations = self._load_json() - rec_cols = set() - rec_table = [] - rec_list = [] - - for d in recommendations: - col_dict = {"Column": d["source_column"]} - for c in d["top_k_columns"]: - rec_cols.add(c[0]) - col_dict[c[0]] = c[1] - rec_row = { - "Column": d["source_column"], - "Recommendation": c[0], - "Value": c[1], - } - # [GDC] get description and values - if not isinstance(self.target, pd.DataFrame) and self.target == "gdc": - candidates_info = self.candidates_dfs[d["source_column"]] - cadidate_info = candidates_info[ - candidates_info["Candidate"] == c[0] - ] - rec_row["Description"] = cadidate_info["Description"].values[0] - rec_row["Values (sample)"] = cadidate_info[ - "Values (sample)" - ].values[0] - rec_row["Subschema"] = cadidate_info["Subschema"].values[0] - rec_list.append(rec_row) - rec_table.append(col_dict) - - rec_cols = list(rec_cols) - rec_cols.sort() - - rec_table_df = pd.DataFrame(rec_table) - rec_list_df = pd.DataFrame(rec_list) - rec_list_df["Value"] = pd.to_numeric(rec_list_df["Value"]) - - self.rec_table_df = rec_table_df - self.rec_list_df = rec_list_df - self.rec_cols = rec_cols - - # [GDC] get subschema information - if not isinstance(self.target, pd.DataFrame) and self.target == "gdc": - self.get_cols_subschema() - - self.get_clusters() - - def get_cols_subschema(self) -> None: - subschemas = [] - schema = read_gdc_schema() - data_dict = { - "parent": [], - "column_name": [], - "column_type": [], - "column_description": [], - "column_values": [], - } - for parent, values in schema.items(): - for candidate in values["properties"].keys(): - if candidate in self.rec_cols: - if parent not in subschemas: - subschemas.append(parent) - data_dict["parent"].append(parent) - data_dict["column_name"].append(candidate) - data_dict["column_type"].append( - self._gdc_get_column_type(values["properties"][candidate]) - ) - data_dict["column_description"].append( - self._gdc_get_column_description( - values["properties"][candidate] - ) - ) - data_dict["column_values"].append( - self._gdc_get_column_values(values["properties"][candidate]) - ) - - self.subschemas = subschemas - self.rec_cols_gdc = pd.DataFrame(data_dict) - - def _gdc_get_column_type(self, properties: Dict) -> "str | None": - if "enum" in properties: - return "enum" - elif "type" in properties: - return properties["type"] - else: - return None - - def _gdc_get_column_description(self, properties: Dict) -> str: - if "description" in properties: - return properties["description"] - elif "common" in properties: - return properties["common"]["description"] - return "" - - def _gdc_get_column_values(self, properties: Dict) -> "List[str] | None": - col_type = self._gdc_get_column_type(properties) - if col_type == "enum": - return properties["enum"] - elif col_type == "number" or col_type == "integer" or col_type == "float": - return [ - str(properties["minimum"]) if "minimum" in properties else "-inf", - str(properties["maximum"]) if "maximum" in properties else "inf", - ] - elif col_type == "boolean": - return ["True", "False"] - else: - return None - - def _accept_match(self) -> None: - if self.selected_row is None: - return - col_name = self.selected_row["Column"].values[0] - match_name = self.selected_row["Recommendation"].values[0] - recommendations = self._load_json() - for idx, d in enumerate(recommendations): - candidate_name = d["source_column"] - if candidate_name != col_name: - continue - for top_k_name, top_k_score in d["top_k_columns"]: - if top_k_name == match_name: - recommendations[idx] = { - "source_column": candidate_name, - "top_k_columns": [[top_k_name, top_k_score]], - } - - # record the action - self._record_user_action("accept", d) - - self._write_json(recommendations) - self.get_heatmap() - return - - def _reject_match(self) -> None: - if self.selected_row is None: - return - col_name = self.selected_row["Column"].values[0] - match_name = self.selected_row["Recommendation"].values[0] - recommendations = self._load_json() - for idx, d in enumerate(recommendations): - candidate_name = d["source_column"] - if candidate_name != col_name: - continue - new_top_k = [] - for top_k_name, top_k_score in d["top_k_columns"]: - if top_k_name != match_name: - new_top_k.append([top_k_name, top_k_score]) - recommendations[idx] = { - "source_column": candidate_name, - "top_k_columns": new_top_k, - } - - # record the action - self._record_user_action("reject", d) - - self._write_json(recommendations) - self.get_heatmap() - return - - def get_clusters(self) -> None: - words = self.rec_table_df["Column"].to_numpy() - lev_similarity = -1 * np.array( - [[distance(w1, w2) for w1 in words] for w2 in words] - ) - lev_similarity = lev_similarity.astype(np.float32) - - affprop = AffinityPropagation( - affinity="precomputed", max_iter=1000, damping=0.7 - ) - affprop.fit(lev_similarity) - - logger.debug(f"Number of clusters: {np.unique(affprop.labels_).shape[0]}\n") - cluster_names = [] - clusters = {} - for cluster_id in np.unique(affprop.labels_): - exemplar = words[affprop.cluster_centers_indices_[cluster_id]] - cluster = np.unique(words[np.nonzero(affprop.labels_ == cluster_id)]) - cluster_str = ", ".join(cluster) - logger.debug(" - *%s:* %s" % (exemplar, cluster_str)) - cluster_names.append(exemplar) - clusters[exemplar] = cluster - self.clusters = clusters - - def _plot_heatmap_base( - self, heatmap_rec_list: pd.DataFrame, show_subschema: bool - ) -> pn.pane.Vega: - single = alt.selection_point(name="single") - - tooltip = [ - alt.Tooltip("Column", title="Column"), - alt.Tooltip("Recommendation", title="Recommendation"), - alt.Tooltip("Value", title="Similarity"), - ] - facet = alt.Facet(alt.Undefined) - if not isinstance(self.target, pd.DataFrame) and self.target == "gdc": - tooltip.extend( - [ - alt.Tooltip("Description", title="Description"), - alt.Tooltip("Values (sample)", title="Values (sample)"), - ] - ) - if show_subschema: - facet = alt.Facet("Subschema:O", columns=1) - - base = ( - alt.Chart(heatmap_rec_list) - .mark_rect(size=100) - .encode( - y=alt.Y("Column:O", sort=None), - x=alt.X(f"Recommendation:O", sort=None).axis(labelAngle=-45), - color=alt.condition( - single, - alt.Color("Value:Q").scale(domainMax=1, domainMin=0), - alt.value("lightgray"), - ), - # color="Value:Q", - tooltip=tooltip, - facet=facet, - ) - .add_params(single) - .configure(background="#f5f5f5") - ) - return pn.pane.Vega(base) - - def _update_column_selection( - self, heatmap_rec_list: pd.DataFrame, selection: List[int] - ) -> Tuple[str, str]: - selected_idx = [selection[0] - 1] - selected_row = heatmap_rec_list.iloc[selected_idx] - self.selected_row = selected_row - column = selected_row["Column"].values[0] - rec = selected_row["Recommendation"].values[0] - return column, rec - - def _gdc_candidates_info( - self, heatmap_rec_list: pd.DataFrame, selection: List[int], n_samples: int = 20 - ) -> pn.pane.Markdown: - if not selection: - return pn.pane.Markdown( - """ - - ### Selected Recommendation - - *No selection.* - - """ - ) - column, rec = self._update_column_selection(heatmap_rec_list, selection) - if not isinstance(self.target, pd.DataFrame) and self.target == "gdc": - df = self.candidates_dfs[column][ - self.candidates_dfs[column]["Candidate"] == rec - ] - - rec_rank = df.index[0] - _, gdc_data = self.gdc_metadata[rec] - values = gdc_data.get("enum", []) - - sample = "\n\n" - for i, v in enumerate(values[:n_samples]): - sample += f""" - {v}\n""" - if len(values) == 0: - sample = "*No values provided.*" - is_sample = f" ({n_samples} samples)" if len(values) > n_samples else "" - - descrip = df.loc[rec_rank, "Description"] - if len(df.loc[rec_rank, "Description"]) == 0: - descrip = "*No description provided.*" - - rec_info = f""" - ### Selected Recommendation - - **Name:** {rec} - - **Rank:** {rec_rank+1} - - **Similarity:** {df.loc[rec_rank,'Similarity']} - - **Subschema:** {df.loc[rec_rank,'Subschema']} - - **Description:** {descrip} - - **Values{is_sample}:** {sample} - - """ - rec_pane = pn.pane.Markdown(rec_info) - return rec_pane - else: - return pn.pane.Markdown( - "GDC candidates info is not available for this target." - ) - - def _candidates_table( - self, heatmap_rec_list: pd.DataFrame, selection: List[int] - ) -> pn.widgets.Tabulator: - if not selection: - return pn.pane.Markdown("## No selection") - column, rec = self._update_column_selection(heatmap_rec_list, selection) - df = self.candidates_dfs[column][ - self.candidates_dfs[column]["Candidate"] == rec - ] - - bokeh_formatters = { - #'Similarity': {'type': 'progress', 'min': 0.0, 'max': 1.0, 'legend': True}, # Show similarity as bars - Not working properly - "Description": {"type": "textarea"}, - "Values (sample)": {"type": "textarea"}, - } - text_align = {"Similarity": "center", "index": "center"} - widths = { - "index": "7%", - "Candidate": "20%", - "Similarity": "10%", - "Description": "33%", - "Values (sample)": "30%", - } - - table_candidates = pn.widgets.Tabulator( - df, - formatters=bokeh_formatters, - text_align=text_align, - widths=widths, - sizing_mode="stretch_width", - embed_content=True, - header_align="center", - disabled=True, - theme="bootstrap5", - theme_classes=["thead-dark", "table-sm"], - ) - return table_candidates - - def _plot_column_histogram( - self, column: str, dataset: pd.DataFrame - ) -> "pn.pane.Markdown | alt.Chart": - if pd.api.types.is_numeric_dtype(dataset[column]): - x = alt.X(column, bin=True).axis(labelAngle=-45) - else: - values = list(dataset[column].unique()) - if len(values) == len(dataset[column]): - string = f"""Values are unique. - Some samples: {values[:5]}""" - return pn.pane.Markdown(string) - else: - if np.nan in values: - values.remove(np.nan) - values.sort() - x = alt.X( - column + ":N", - sort=values, - ).axis(labelAngle=-45) - - chart = ( - alt.Chart(dataset.fillna("Null"), height=300) - .mark_bar() - .encode( - x=x, - y="count()", - ) - .properties(width="container", title="Histogram of " + column) - .configure(background="#f5f5f5") - ) - return chart - - def _plot_target_histogram( - self, heatmap_rec_list: pd.DataFrame, selection: List[int] - ) -> "pn.pane.Markdown | alt.Chart": - if not isinstance(self.target, pd.DataFrame): - return pn.pane.Markdown("No ground truth provided.") - if not selection: - return pn.pane.Markdown("## No selection") - - _, rec = self._update_column_selection(heatmap_rec_list, selection) - - return self._plot_column_histogram(rec, self.target) - - def _plot_value_matches( - self, heatmap_rec_list: pd.DataFrame, selection: List[int] - ) -> "pn.widgets.DataFrame | pn.pane.Markdown": - if not selection: - return pn.pane.Markdown("## No selection") - - column, rec = self._update_column_selection(heatmap_rec_list, selection) - - column_mapping = (column, rec) - mappings = generate_value_matches(self.source, self.target, column_mapping) - if not mappings or not mappings[0]["matches"]: - return pn.pane.Markdown("No value matches found.") - mapping = mappings[0] - df = pd.DataFrame( - { - "Source Value": [match.source_value for match in mapping["matches"]], - "Target Value": [match.target_value for match in mapping["matches"]], - "Similarity": [match.similarity for match in mapping["matches"]], - } - ) - - return pn.widgets.DataFrame( - df, - name=f"Value Matches {mapping['source']} to {mapping['target']}", - height=200, - ) - - def _plot_pane( - self, - select_column: Optional[str] = None, - subschemas: List[str] = [], - n_similar: int = 0, - threshold: float = 0.5, - show_subschema: bool = False, - acc_click: int = 0, - rej_click: int = 0, - undo_click: int = 0, - redo_click: int = 0, - ) -> pn.Column: - heatmap_rec_list = self.rec_list_df[self.rec_list_df["Value"] >= threshold] - if select_column: - clustered_cols = [] - for cluster_key, cluster_list in self.clusters.items(): - cluster_list = cluster_list.tolist() - if select_column in cluster_list: - clustered_cols.extend(cluster_list) - similarities = [distance(w1, select_column) for w1 in cluster_list] - clustered_cols = sorted( - cluster_list, key=lambda x: similarities[cluster_list.index(x)] - ) - clustered_cols = clustered_cols[: n_similar + 1] - heatmap_rec_list = heatmap_rec_list[ - heatmap_rec_list["Column"].isin(clustered_cols) - ] - heatmap_rec_list = heatmap_rec_list.sort_values( - by="Column", - key=lambda x: np.argsort( - index_natsorted( - heatmap_rec_list["Column"].apply( - lambda x: clustered_cols.index(x) - ) - ) - ), - ) - - if subschemas: - subschema_rec_cols = self.rec_cols_gdc[ - self.rec_cols_gdc["parent"].isin(subschemas) - ]["column_name"].to_list() - heatmap_rec_list = heatmap_rec_list[ - heatmap_rec_list["Recommendation"].isin(subschema_rec_cols) - ] - - heatmap_pane = self._plot_heatmap_base(heatmap_rec_list, show_subschema) - - if not isinstance(self.target, pd.DataFrame) and self.target == "gdc": - cand_info = pn.bind( - self._gdc_candidates_info, - heatmap_rec_list, - heatmap_pane.selection.param.single, - ) - else: - cand_info = pn.bind( - self._plot_target_histogram, - heatmap_rec_list, - heatmap_pane.selection.param.single, - ) - - column_hist = self._plot_column_histogram(select_column, self.source) - - value_matches = pn.bind( - self._plot_value_matches, - heatmap_rec_list, - heatmap_pane.selection.param.single, - ) - - return pn.Column( - pn.Row( - heatmap_pane, - scroll=True, - width=1200, - styles=dict(background="WhiteSmoke"), - ), - pn.Spacer(height=5), - pn.Card( - value_matches, - title="Value Matches", - styles={"background": "WhiteSmoke"}, - scroll=True, - ), - pn.Card( - pn.Row( - pn.Column(column_hist, width=500), - pn.Column(cand_info, width=500), - ), - title="Detailed Analysis", - styles={"background": "WhiteSmoke"}, - scroll=True, - ), - ) - - def _record_user_action(self, action: str, data: Dict) -> None: - if self.redo_stack: - self.redo_stack = [] - self.undo_stack.append(data) - - def _undo_user_action(self) -> None: - if len(self.undo_stack) == 0: - return - data = self.undo_stack.pop() - recommendations = self._load_json() - for idx, d in enumerate(recommendations): - candidate_name = d["source_column"] - if candidate_name == data["source_column"]: - recommendations[idx] = data - - self.redo_stack.append(d) - self._write_json(recommendations) - self.get_heatmap() - return - - def _redo_user_action(self) -> None: - if len(self.redo_stack) == 0: - return - data = self.redo_stack.pop() - recommendations = self._load_json() - for idx, d in enumerate(recommendations): - candidate_name = d["source_column"] - if candidate_name == data["source_column"]: - recommendations[idx] = data - - self.undo_stack.append(d) - self._write_json(recommendations) - self.get_heatmap() - return - - def plot_heatmap(self) -> pn.Column: - select_column = pn.widgets.Select( - name="Column", - options=list(self.rec_table_df["Column"]), - width=120, - ) - # select_cluster = pn.widgets.MultiChoice( - # name="Column cluster", options=list(self.clusters.keys()), width=220 - # ) - - n_similar_slider = pn.widgets.IntSlider( - name="N Similar", start=0, end=5, value=0, width=100 - ) - thresh_slider = pn.widgets.FloatSlider( - name="Threshold", start=0, end=1.0, step=0.01, value=0.1, width=100 - ) - - acc_button = pn.widgets.Button(name="Accept Match", button_type="success") - - rej_button = pn.widgets.Button(name="Decline Match", button_type="danger") - - undo_button = pn.widgets.Button( - name="Undo", button_style="outline", button_type="warning" - ) - redo_button = pn.widgets.Button( - name="Redo", button_style="outline", button_type="primary" - ) - - # Subschemas - if not isinstance(self.target, pd.DataFrame) and self.target == "gdc": - select_rec_groups = pn.widgets.MultiChoice( - name="Recommendation subschema", options=self.subschemas, width=180 - ) - show_subschema = pn.widgets.Checkbox(name="Show subschema", value=False) - subschema_col = pn.Column( - select_rec_groups, - show_subschema, - ) - - def on_click_accept_match(event: Any) -> None: - self._accept_match() - - def on_click_reject_match(event: Any) -> None: - self._reject_match() - - def on_click_undo(event: Any) -> None: - self._undo_user_action() - - def on_click_redo(event: Any) -> None: - self._redo_user_action() - - acc_button.on_click(on_click_accept_match) - rej_button.on_click(on_click_reject_match) - undo_button.on_click(on_click_undo) - redo_button.on_click(on_click_redo) - - heatmap_bind = pn.bind( - self._plot_pane, - select_column, - ( - select_rec_groups - if (not isinstance(self.target, pd.DataFrame) and self.target == "gdc") - else None - ), - n_similar_slider, - thresh_slider, - ( - show_subschema - if (not isinstance(self.target, pd.DataFrame) and self.target == "gdc") - else False - ), - acc_button.param.clicks, - rej_button.param.clicks, - undo_button.param.clicks, - redo_button.param.clicks, - ) - - buttons_down = pn.Column(acc_button, rej_button) - buttons_redo_undo = pn.Column(undo_button, redo_button) - - column_top = pn.Row( - select_column, - ( - subschema_col - if (not isinstance(self.target, pd.DataFrame) and self.target == "gdc") - else None - ), - n_similar_slider, - thresh_slider, - buttons_down, - buttons_redo_undo, - width=1200, - styles=dict(background="WhiteSmoke"), - ) - - return pn.Column( - column_top, pn.Spacer(height=5), pn.Column(heatmap_bind), scroll=True - ) - - # For caching purposes - def _get_data_checksum(self) -> str: - return hashlib.sha1(pd.util.hash_pandas_object(self.source).values).hexdigest() - - def _get_ground_truth_checksum(self) -> str: - if isinstance(self.target, pd.DataFrame): - gt_checksum = hashlib.sha1( - pd.util.hash_pandas_object(self.target).values - ).hexdigest() - else: - gt_checksum = self.target - return gt_checksum - - def _cache_results(self, reducings: List[Dict]) -> None: - cache_path = join( - BDIKIT_CACHE_DIR, - f"reducings_{self._get_ground_truth_checksum()}_{self._get_data_checksum()}_{self.top_k}.json", - ) - if not exists(cache_path): - with open(cache_path, "w") as f: - json.dump(reducings, f) - - def _load_cached_results(self) -> Optional[List[Dict]]: - cache_path = join( - BDIKIT_CACHE_DIR, - f"reducings_{self._get_ground_truth_checksum()}_{self._get_data_checksum()}_{self.top_k}.json", - ) - if exists(cache_path): - with open(cache_path) as f: - return json.load(f) - return None - - def get_recommendations( - self, source: pd.DataFrame, target: pd.DataFrame, top_k: int - ) -> List[TopkMatching]: - recommendations = [] - for reducings in self.heatmap_recommendations: - recommendations.append( - { - "source_column": reducings["source_column"], - "top_k_columns": [ - ColumnScore(column_name=column[0], score=column[1]) - for column in reducings["top_k_columns"] - ], - } - ) - return recommendations diff --git a/examples/schema_matching_heatmap.ipynb b/examples/schema_matching_heatmap.ipynb deleted file mode 100644 index c8b2b2f1..00000000 --- a/examples/schema_matching_heatmap.ipynb +++ /dev/null @@ -1,3246 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# BDI-Viz Demo On GDC\n", - "\n", - "## Introduction\n", - "Welcome to the BDI-Viz demonstration. This demo is designed to generate potential ground truths based on the GDC schema. Should you encounter any bugs or identify areas for improvement, please contact **Eden Wu** or **Vitoria Guardieiro**. Alternatively, you can open an issue in the [BDI-Kit](https://github.com/VIDA-NYU/bdi-kit) repository. We appreciate your feedback and collaboration!" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "application/javascript": [ - "(function(root) {\n", - " function now() {\n", - " return new Date();\n", - " }\n", - "\n", - " var force = true;\n", - " var py_version = '3.4.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n", - " var reloading = false;\n", - " var Bokeh = root.Bokeh;\n", - "\n", - " if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n", - " root._bokeh_timeout = Date.now() + 5000;\n", - " root._bokeh_failed_load = false;\n", - " }\n", - "\n", - " function run_callbacks() {\n", - " try {\n", - " root._bokeh_onload_callbacks.forEach(function(callback) {\n", - " if (callback != null)\n", - " callback();\n", - " });\n", - " } finally {\n", - " delete root._bokeh_onload_callbacks;\n", - " }\n", - " console.debug(\"Bokeh: all callbacks have finished\");\n", - " }\n", - "\n", - " function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n", - " if (css_urls == null) css_urls = [];\n", - " if (js_urls == null) js_urls = [];\n", - " if (js_modules == null) js_modules = [];\n", - " if (js_exports == null) js_exports = {};\n", - "\n", - " root._bokeh_onload_callbacks.push(callback);\n", - "\n", - " if (root._bokeh_is_loading > 0) {\n", - " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", - " return null;\n", - " }\n", - " if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n", - " run_callbacks();\n", - " return null;\n", - " }\n", - " if (!reloading) {\n", - " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", - " }\n", - "\n", - " function on_load() {\n", - " root._bokeh_is_loading--;\n", - " if (root._bokeh_is_loading === 0) {\n", - " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", - " run_callbacks()\n", - " }\n", - " }\n", - " window._bokeh_on_load = on_load\n", - "\n", - " function on_error() {\n", - " console.error(\"failed to load \" + url);\n", - " }\n", - "\n", - " var skip = [];\n", - " if (window.requirejs) {\n", - " window.requirejs.config({'packages': {}, 'paths': {'tabulator': 'https://cdn.jsdelivr.net/npm/tabulator-tables@5.5.0/dist/js/tabulator.min', 'moment': 'https://cdn.jsdelivr.net/npm/luxon/build/global/luxon.min'}, 'shim': {}});\n", - " require([\"tabulator\"], function(Tabulator) {\n", - "\twindow.Tabulator = Tabulator\n", - "\ton_load()\n", - " })\n", - " require([\"moment\"], function(moment) {\n", - "\twindow.moment = moment\n", - "\ton_load()\n", - " })\n", - " root._bokeh_is_loading = css_urls.length + 2;\n", - " } else {\n", - " root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n", - " }\n", - "\n", - " var existing_stylesheets = []\n", - " var links = document.getElementsByTagName('link')\n", - " for (var i = 0; i < links.length; i++) {\n", - " var link = links[i]\n", - " if (link.href != null) {\n", - "\texisting_stylesheets.push(link.href)\n", - " }\n", - " }\n", - " for (var i = 0; i < css_urls.length; i++) {\n", - " var url = css_urls[i];\n", - " if (existing_stylesheets.indexOf(url) !== -1) {\n", - "\ton_load()\n", - "\tcontinue;\n", - " }\n", - " const element = document.createElement(\"link\");\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.rel = \"stylesheet\";\n", - " element.type = \"text/css\";\n", - " element.href = url;\n", - " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", - " document.body.appendChild(element);\n", - " } if (((window.Tabulator !== undefined) && (!(window.Tabulator instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/js/tabulator.min.js'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } if (((window.moment !== undefined) && (!(window.moment instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/luxon/build/global/luxon.min.js'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } var existing_scripts = []\n", - " var scripts = document.getElementsByTagName('script')\n", - " for (var i = 0; i < scripts.length; i++) {\n", - " var script = scripts[i]\n", - " if (script.src != null) {\n", - "\texisting_scripts.push(script.src)\n", - " }\n", - " }\n", - " for (var i = 0; i < js_urls.length; i++) {\n", - " var url = js_urls[i];\n", - " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", - "\tif (!window.requirejs) {\n", - "\t on_load();\n", - "\t}\n", - "\tcontinue;\n", - " }\n", - " var element = document.createElement('script');\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.async = false;\n", - " element.src = url;\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " document.head.appendChild(element);\n", - " }\n", - " for (var i = 0; i < js_modules.length; i++) {\n", - " var url = js_modules[i];\n", - " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", - "\tif (!window.requirejs) {\n", - "\t on_load();\n", - "\t}\n", - "\tcontinue;\n", - " }\n", - " var element = document.createElement('script');\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.async = false;\n", - " element.src = url;\n", - " element.type = \"module\";\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " document.head.appendChild(element);\n", - " }\n", - " for (const name in js_exports) {\n", - " var url = js_exports[name];\n", - " if (skip.indexOf(url) >= 0 || root[name] != null) {\n", - "\tif (!window.requirejs) {\n", - "\t on_load();\n", - "\t}\n", - "\tcontinue;\n", - " }\n", - " var element = document.createElement('script');\n", - " element.onerror = on_error;\n", - " element.async = false;\n", - " element.type = \"module\";\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " element.textContent = `\n", - " import ${name} from \"${url}\"\n", - " window.${name} = ${name}\n", - " window._bokeh_on_load()\n", - " `\n", - " document.head.appendChild(element);\n", - " }\n", - " if (!js_urls.length && !js_modules.length) {\n", - " on_load()\n", - " }\n", - " };\n", - "\n", - " function inject_raw_css(css) {\n", - " const element = document.createElement(\"style\");\n", - " element.appendChild(document.createTextNode(css));\n", - " document.body.appendChild(element);\n", - " }\n", - "\n", - " var js_urls = [\"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/js/tabulator.min.js\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/luxon/build/global/luxon.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.2.min.js\", \"https://cdn.holoviz.org/panel/1.4.4/dist/panel.min.js\"];\n", - " var js_modules = [];\n", - " var js_exports = {};\n", - " var css_urls = [\"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/css/tabulator_simple.min.css?v=1.4.4\"];\n", - " var inline_js = [ function(Bokeh) {\n", - " Bokeh.set_log_level(\"info\");\n", - " },\n", - "function(Bokeh) {} // ensure no trailing comma for IE\n", - " ];\n", - "\n", - " function run_inline_js() {\n", - " if ((root.Bokeh !== undefined) || (force === true)) {\n", - " for (var i = 0; i < inline_js.length; i++) {\n", - "\ttry {\n", - " inline_js[i].call(root, root.Bokeh);\n", - "\t} catch(e) {\n", - "\t if (!reloading) {\n", - "\t throw e;\n", - "\t }\n", - "\t}\n", - " }\n", - " // Cache old bokeh versions\n", - " if (Bokeh != undefined && !reloading) {\n", - "\tvar NewBokeh = root.Bokeh;\n", - "\tif (Bokeh.versions === undefined) {\n", - "\t Bokeh.versions = new Map();\n", - "\t}\n", - "\tif (NewBokeh.version !== Bokeh.version) {\n", - "\t Bokeh.versions.set(NewBokeh.version, NewBokeh)\n", - "\t}\n", - "\troot.Bokeh = Bokeh;\n", - " }} else if (Date.now() < root._bokeh_timeout) {\n", - " setTimeout(run_inline_js, 100);\n", - " } else if (!root._bokeh_failed_load) {\n", - " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", - " root._bokeh_failed_load = true;\n", - " }\n", - " root._bokeh_is_initializing = false\n", - " }\n", - "\n", - " function load_or_wait() {\n", - " // Implement a backoff loop that tries to ensure we do not load multiple\n", - " // versions of Bokeh and its dependencies at the same time.\n", - " // In recent versions we use the root._bokeh_is_initializing flag\n", - " // to determine whether there is an ongoing attempt to initialize\n", - " // bokeh, however for backward compatibility we also try to ensure\n", - " // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n", - " // before older versions are fully initialized.\n", - " if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n", - " root._bokeh_is_initializing = false;\n", - " root._bokeh_onload_callbacks = undefined;\n", - " console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n", - " load_or_wait();\n", - " } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n", - " setTimeout(load_or_wait, 100);\n", - " } else {\n", - " root._bokeh_is_initializing = true\n", - " root._bokeh_onload_callbacks = []\n", - " var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n", - " if (!reloading && !bokeh_loaded) {\n", - "\troot.Bokeh = undefined;\n", - " }\n", - " load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n", - "\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", - "\trun_inline_js();\n", - " });\n", - " }\n", - " }\n", - " // Give older versions of the autoload script a head-start to ensure\n", - " // they initialize before we start loading newer version.\n", - " setTimeout(load_or_wait, 100)\n", - "}(window));" - ], - "application/vnd.holoviews_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n var py_version = '3.4.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n var reloading = false;\n var Bokeh = root.Bokeh;\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks;\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n if (js_exports == null) js_exports = {};\n\n root._bokeh_onload_callbacks.push(callback);\n\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n run_callbacks();\n return null;\n }\n if (!reloading) {\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n }\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n window._bokeh_on_load = on_load\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n var skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'tabulator': 'https://cdn.jsdelivr.net/npm/tabulator-tables@5.5.0/dist/js/tabulator.min', 'moment': 'https://cdn.jsdelivr.net/npm/luxon/build/global/luxon.min'}, 'shim': {}});\n require([\"tabulator\"], function(Tabulator) {\n\twindow.Tabulator = Tabulator\n\ton_load()\n })\n require([\"moment\"], function(moment) {\n\twindow.moment = moment\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 2;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n }\n\n var existing_stylesheets = []\n var links = document.getElementsByTagName('link')\n for (var i = 0; i < links.length; i++) {\n var link = links[i]\n if (link.href != null) {\n\texisting_stylesheets.push(link.href)\n }\n }\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n if (existing_stylesheets.indexOf(url) !== -1) {\n\ton_load()\n\tcontinue;\n }\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n } if (((window.Tabulator !== undefined) && (!(window.Tabulator instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/js/tabulator.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window.moment !== undefined) && (!(window.moment instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/luxon/build/global/luxon.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } var existing_scripts = []\n var scripts = document.getElementsByTagName('script')\n for (var i = 0; i < scripts.length; i++) {\n var script = scripts[i]\n if (script.src != null) {\n\texisting_scripts.push(script.src)\n }\n }\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (var i = 0; i < js_modules.length; i++) {\n var url = js_modules[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (const name in js_exports) {\n var url = js_exports[name];\n if (skip.indexOf(url) >= 0 || root[name] != null) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onerror = on_error;\n element.async = false;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n element.textContent = `\n import ${name} from \"${url}\"\n window.${name} = ${name}\n window._bokeh_on_load()\n `\n document.head.appendChild(element);\n }\n if (!js_urls.length && !js_modules.length) {\n on_load()\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n var js_urls = [\"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/js/tabulator.min.js\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/luxon/build/global/luxon.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.2.min.js\", \"https://cdn.holoviz.org/panel/1.4.4/dist/panel.min.js\"];\n var js_modules = [];\n var js_exports = {};\n var css_urls = [\"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/css/tabulator_simple.min.css?v=1.4.4\"];\n 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Implement a backoff loop that tries to ensure we do not load multiple\n // versions of Bokeh and its dependencies at the same time.\n // In recent versions we use the root._bokeh_is_initializing flag\n // to determine whether there is an ongoing attempt to initialize\n // bokeh, however for backward compatibility we also try to ensure\n // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n // before older versions are fully initialized.\n if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n root._bokeh_is_initializing = false;\n root._bokeh_onload_callbacks = undefined;\n console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n load_or_wait();\n } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n setTimeout(load_or_wait, 100);\n } else {\n root._bokeh_is_initializing = true\n root._bokeh_onload_callbacks = 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run_callbacks()\n", - " }\n", - " }\n", - " window._bokeh_on_load = on_load\n", - "\n", - " function on_error() {\n", - " console.error(\"failed to load \" + url);\n", - " }\n", - "\n", - " var skip = [];\n", - " if (window.requirejs) {\n", - " window.requirejs.config({'packages': {}, 'paths': {'tabulator': 'https://cdn.jsdelivr.net/npm/tabulator-tables@5.5.0/dist/js/tabulator.min', 'moment': 'https://cdn.jsdelivr.net/npm/luxon/build/global/luxon.min', 'mathjax': '//cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS_HTML'}, 'shim': {'mathjax': {'exports': 'MathJax'}}});\n", - " require([\"tabulator\"], function(Tabulator) {\n", - "\twindow.Tabulator = Tabulator\n", - "\ton_load()\n", - " })\n", - " require([\"moment\"], function(moment) {\n", - "\twindow.moment = moment\n", - "\ton_load()\n", - " })\n", - " require([\"mathjax\"], function() {\n", - "\ton_load()\n", - " })\n", - " root._bokeh_is_loading = css_urls.length + 3;\n", - " } else {\n", - " root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n", - " }\n", - "\n", - " var existing_stylesheets = []\n", - " var links = document.getElementsByTagName('link')\n", - " for (var i = 0; i < links.length; i++) {\n", - " var link = links[i]\n", - " if (link.href != null) {\n", - "\texisting_stylesheets.push(link.href)\n", - " }\n", - " }\n", - " for (var i = 0; i < css_urls.length; i++) {\n", - " var url = css_urls[i];\n", - " if (existing_stylesheets.indexOf(url) !== -1) {\n", - "\ton_load()\n", - "\tcontinue;\n", - " }\n", - " const element = document.createElement(\"link\");\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.rel = \"stylesheet\";\n", - " element.type = \"text/css\";\n", - " element.href = url;\n", - " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", - " document.body.appendChild(element);\n", - " } if (((window.Tabulator !== undefined) && (!(window.Tabulator instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/js/tabulator.min.js'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } if (((window.moment !== undefined) && (!(window.moment instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/luxon/build/global/luxon.min.js'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } if (((window.MathJax !== undefined) && (!(window.MathJax instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } var existing_scripts = []\n", - " var scripts = document.getElementsByTagName('script')\n", - " for (var i = 0; i < scripts.length; i++) {\n", - " var script = scripts[i]\n", - " if (script.src != null) {\n", - "\texisting_scripts.push(script.src)\n", - " }\n", - " }\n", - " for (var i = 0; i < js_urls.length; i++) {\n", - " var url = js_urls[i];\n", - " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", - "\tif (!window.requirejs) {\n", - "\t on_load();\n", - "\t}\n", - "\tcontinue;\n", - " }\n", - " var element = document.createElement('script');\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.async = false;\n", - " element.src = url;\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " document.head.appendChild(element);\n", - " }\n", - " for (var i = 0; i < js_modules.length; i++) {\n", - " var url = js_modules[i];\n", - " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", - "\tif (!window.requirejs) {\n", - "\t on_load();\n", - "\t}\n", - "\tcontinue;\n", - " }\n", - " var element = document.createElement('script');\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.async = false;\n", - " element.src = url;\n", - " element.type = \"module\";\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " document.head.appendChild(element);\n", - " }\n", - " for (const name in js_exports) {\n", - " var url = js_exports[name];\n", - " if (skip.indexOf(url) >= 0 || root[name] != null) {\n", - "\tif (!window.requirejs) {\n", - "\t on_load();\n", - "\t}\n", - "\tcontinue;\n", - " }\n", - " var element = document.createElement('script');\n", - " element.onerror = on_error;\n", - " element.async = false;\n", - " element.type = \"module\";\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " element.textContent = `\n", - " import ${name} from \"${url}\"\n", - " window.${name} = ${name}\n", - " window._bokeh_on_load()\n", - " `\n", - " document.head.appendChild(element);\n", - " }\n", - " if (!js_urls.length && !js_modules.length) {\n", - " on_load()\n", - " }\n", - " };\n", - "\n", - " function inject_raw_css(css) {\n", - " const element = document.createElement(\"style\");\n", - " element.appendChild(document.createTextNode(css));\n", - " document.body.appendChild(element);\n", - " }\n", - "\n", - " var js_urls = [\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/js/tabulator.min.js\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/luxon/build/global/luxon.min.js\"];\n", - " var js_modules = [];\n", - " var js_exports = {};\n", - " var css_urls = [\"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/css/tabulator_simple.min.css?v=1.4.4\"];\n", - " var inline_js = [ function(Bokeh) {\n", - " Bokeh.set_log_level(\"info\");\n", - " },\n", - "function(Bokeh) {} // ensure no trailing comma for IE\n", - " ];\n", - "\n", - " function run_inline_js() {\n", - " if ((root.Bokeh !== undefined) || (force === true)) {\n", - " for (var i = 0; i < inline_js.length; i++) {\n", - "\ttry {\n", - " inline_js[i].call(root, root.Bokeh);\n", - "\t} catch(e) {\n", - "\t if (!reloading) {\n", - "\t throw e;\n", - "\t }\n", - "\t}\n", - " }\n", - " // Cache old bokeh versions\n", - " if (Bokeh != undefined && !reloading) {\n", - "\tvar NewBokeh = root.Bokeh;\n", - "\tif (Bokeh.versions === undefined) {\n", - "\t Bokeh.versions = new Map();\n", - "\t}\n", - "\tif (NewBokeh.version !== Bokeh.version) {\n", - "\t Bokeh.versions.set(NewBokeh.version, NewBokeh)\n", - "\t}\n", - "\troot.Bokeh = Bokeh;\n", - " }} else if (Date.now() < root._bokeh_timeout) {\n", - " setTimeout(run_inline_js, 100);\n", - " } else if (!root._bokeh_failed_load) {\n", - " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", - " root._bokeh_failed_load = true;\n", - " }\n", - " root._bokeh_is_initializing = false\n", - " }\n", - "\n", - " function load_or_wait() {\n", - " // Implement a backoff loop that tries to ensure we do not load multiple\n", - " // versions of Bokeh and its dependencies at the same time.\n", - " // In recent versions we use the root._bokeh_is_initializing flag\n", - " // to determine whether there is an ongoing attempt to initialize\n", - " // bokeh, however for backward compatibility we also try to ensure\n", - " // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n", - " // before older versions are fully initialized.\n", - " if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n", - " root._bokeh_is_initializing = false;\n", - " root._bokeh_onload_callbacks = undefined;\n", - " console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n", - " load_or_wait();\n", - " } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n", - " setTimeout(load_or_wait, 100);\n", - " } else {\n", - " root._bokeh_is_initializing = true\n", - " root._bokeh_onload_callbacks = []\n", - " var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n", - " if (!reloading && !bokeh_loaded) {\n", - "\troot.Bokeh = undefined;\n", - " }\n", - " load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n", - "\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", - "\trun_inline_js();\n", - " });\n", - " }\n", - " }\n", - " // Give older versions of the autoload script a head-start to ensure\n", - " // they initialize before we start loading newer version.\n", - " setTimeout(load_or_wait, 100)\n", - "}(window));" - ], - "application/vnd.holoviews_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n var py_version = '3.4.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n var reloading = true;\n var Bokeh = root.Bokeh;\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks;\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n if (js_exports == null) js_exports = {};\n\n root._bokeh_onload_callbacks.push(callback);\n\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n run_callbacks();\n return null;\n }\n if (!reloading) {\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n }\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n window._bokeh_on_load = on_load\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n var skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'tabulator': 'https://cdn.jsdelivr.net/npm/tabulator-tables@5.5.0/dist/js/tabulator.min', 'moment': 'https://cdn.jsdelivr.net/npm/luxon/build/global/luxon.min', 'mathjax': '//cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS_HTML'}, 'shim': {'mathjax': {'exports': 'MathJax'}}});\n require([\"tabulator\"], function(Tabulator) {\n\twindow.Tabulator = Tabulator\n\ton_load()\n })\n require([\"moment\"], function(moment) {\n\twindow.moment = moment\n\ton_load()\n })\n require([\"mathjax\"], function() {\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 3;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n }\n\n var existing_stylesheets = []\n var links = document.getElementsByTagName('link')\n for (var i = 0; i < links.length; i++) {\n var link = links[i]\n if (link.href != null) {\n\texisting_stylesheets.push(link.href)\n }\n }\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n if (existing_stylesheets.indexOf(url) !== -1) {\n\ton_load()\n\tcontinue;\n }\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n } if (((window.Tabulator !== undefined) && (!(window.Tabulator instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/js/tabulator.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window.moment !== undefined) && (!(window.moment instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/luxon/build/global/luxon.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window.MathJax !== undefined) && (!(window.MathJax instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } var existing_scripts = []\n var scripts = document.getElementsByTagName('script')\n for (var i = 0; i < scripts.length; i++) {\n var script = scripts[i]\n if (script.src != null) {\n\texisting_scripts.push(script.src)\n }\n }\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (var i = 0; i < js_modules.length; i++) {\n var url = js_modules[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (const name in js_exports) {\n var url = js_exports[name];\n if (skip.indexOf(url) >= 0 || root[name] != null) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onerror = on_error;\n element.async = false;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n element.textContent = `\n import ${name} from \"${url}\"\n window.${name} = ${name}\n window._bokeh_on_load()\n `\n document.head.appendChild(element);\n }\n if (!js_urls.length && !js_modules.length) {\n on_load()\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n var js_urls = [\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/js/tabulator.min.js\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/luxon/build/global/luxon.min.js\"];\n var js_modules = [];\n var js_exports = {};\n var css_urls = [\"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/css/tabulator_simple.min.css?v=1.4.4\"];\n var inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n\ttry {\n inline_js[i].call(root, root.Bokeh);\n\t} catch(e) {\n\t if (!reloading) {\n\t throw e;\n\t }\n\t}\n }\n // Cache old bokeh versions\n if (Bokeh != undefined && !reloading) {\n\tvar NewBokeh = root.Bokeh;\n\tif (Bokeh.versions === undefined) {\n\t Bokeh.versions = new Map();\n\t}\n\tif (NewBokeh.version !== Bokeh.version) {\n\t Bokeh.versions.set(NewBokeh.version, NewBokeh)\n\t}\n\troot.Bokeh = Bokeh;\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n }\n root._bokeh_is_initializing = false\n }\n\n function load_or_wait() {\n // Implement a backoff loop that tries to ensure we do not load multiple\n // versions of Bokeh and its dependencies at the same time.\n // In recent versions we use the root._bokeh_is_initializing flag\n // to determine whether there is an ongoing attempt to initialize\n // bokeh, however for backward compatibility we also try to ensure\n // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n // before older versions are fully initialized.\n if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n root._bokeh_is_initializing = false;\n root._bokeh_onload_callbacks = undefined;\n console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n load_or_wait();\n } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n setTimeout(load_or_wait, 100);\n } else {\n root._bokeh_is_initializing = true\n root._bokeh_onload_callbacks = []\n var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n if (!reloading && !bokeh_loaded) {\n\troot.Bokeh = undefined;\n }\n load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n\trun_inline_js();\n });\n }\n }\n // Give older versions of the autoload 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element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.rel = \"stylesheet\";\n", - " element.type = \"text/css\";\n", - " element.href = url;\n", - " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", - " document.body.appendChild(element);\n", - " } if (((window.Tabulator !== undefined) && (!(window.Tabulator instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/js/tabulator.min.js'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } if (((window.moment !== undefined) && (!(window.moment instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/luxon/build/global/luxon.min.js'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } if (((window.MathJax !== undefined) && (!(window.MathJax instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } if (((window.vega !== undefined) && (!(window.vega instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega@5'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } if (((window.vegaLite !== undefined) && (!(window.vegaLite instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-lite@5'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } if (((window.vegaEmbed !== undefined) && (!(window.vegaEmbed instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-embed@6'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } var existing_scripts = []\n", - " var scripts = document.getElementsByTagName('script')\n", - " for (var i = 0; i < scripts.length; i++) {\n", - " var script = scripts[i]\n", - " if (script.src != null) {\n", - "\texisting_scripts.push(script.src)\n", - " }\n", - " }\n", - " for (var i = 0; i < js_urls.length; i++) {\n", - " var url = js_urls[i];\n", - " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", - "\tif (!window.requirejs) {\n", - "\t on_load();\n", - "\t}\n", - "\tcontinue;\n", - " }\n", - " var element = document.createElement('script');\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.async = false;\n", - " element.src = url;\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " document.head.appendChild(element);\n", - " }\n", - " for (var i = 0; i < js_modules.length; i++) {\n", - " var url = js_modules[i];\n", - " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", - "\tif (!window.requirejs) {\n", - "\t on_load();\n", - "\t}\n", - "\tcontinue;\n", - " }\n", - " var element = document.createElement('script');\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.async = false;\n", - " element.src = url;\n", - " element.type = \"module\";\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " document.head.appendChild(element);\n", - " }\n", - " for (const name in js_exports) {\n", - " var url = js_exports[name];\n", - " if (skip.indexOf(url) >= 0 || root[name] != null) {\n", - "\tif (!window.requirejs) {\n", - "\t on_load();\n", - "\t}\n", - "\tcontinue;\n", - " }\n", - " var element = document.createElement('script');\n", - " element.onerror = on_error;\n", - " element.async = false;\n", - " element.type = \"module\";\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " element.textContent = `\n", - " import ${name} from \"${url}\"\n", - " window.${name} = ${name}\n", - " window._bokeh_on_load()\n", - " `\n", - " document.head.appendChild(element);\n", - " }\n", - " if (!js_urls.length && !js_modules.length) {\n", - " on_load()\n", - " }\n", - " };\n", - "\n", - " function inject_raw_css(css) {\n", - " const element = document.createElement(\"style\");\n", - " element.appendChild(document.createTextNode(css));\n", - " document.body.appendChild(element);\n", - " }\n", - "\n", - " var js_urls = [\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/js/tabulator.min.js\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/luxon/build/global/luxon.min.js\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega@5\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-lite@5\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-embed@6\"];\n", - " var js_modules = [];\n", - " var js_exports = {};\n", - " var css_urls = [\"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/css/tabulator_simple.min.css?v=1.4.4\"];\n", - " var inline_js = [ function(Bokeh) {\n", - " Bokeh.set_log_level(\"info\");\n", - " },\n", - "function(Bokeh) {} // ensure no trailing comma for IE\n", - " ];\n", - "\n", - " function run_inline_js() {\n", - " if ((root.Bokeh !== undefined) || (force === true)) {\n", - " for (var i = 0; i < inline_js.length; i++) {\n", - "\ttry {\n", - " inline_js[i].call(root, root.Bokeh);\n", - "\t} catch(e) {\n", - "\t if (!reloading) {\n", - "\t throw e;\n", - "\t }\n", - "\t}\n", - " }\n", - " // Cache old bokeh versions\n", - " if (Bokeh != undefined && !reloading) {\n", - "\tvar NewBokeh = root.Bokeh;\n", - "\tif (Bokeh.versions === undefined) {\n", - "\t Bokeh.versions = new Map();\n", - "\t}\n", - "\tif (NewBokeh.version !== Bokeh.version) {\n", - "\t Bokeh.versions.set(NewBokeh.version, NewBokeh)\n", - "\t}\n", - "\troot.Bokeh = Bokeh;\n", - " }} else if (Date.now() < root._bokeh_timeout) {\n", - " setTimeout(run_inline_js, 100);\n", - " } else if (!root._bokeh_failed_load) {\n", - " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", - " root._bokeh_failed_load = true;\n", - " }\n", - " root._bokeh_is_initializing = false\n", - " }\n", - "\n", - " function load_or_wait() {\n", - " // Implement a backoff loop that tries to ensure we do not load multiple\n", - " // versions of Bokeh and its dependencies at the same time.\n", - " // In recent versions we use the root._bokeh_is_initializing flag\n", - " // to determine whether there is an ongoing attempt to initialize\n", - " // bokeh, however for backward compatibility we also try to ensure\n", - " // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n", - " // before older versions are fully initialized.\n", - " if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n", - " root._bokeh_is_initializing = false;\n", - " root._bokeh_onload_callbacks = undefined;\n", - " console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n", - " load_or_wait();\n", - " } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n", - " setTimeout(load_or_wait, 100);\n", - " } else {\n", - " root._bokeh_is_initializing = true\n", - " root._bokeh_onload_callbacks = []\n", - " var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n", - " if (!reloading && !bokeh_loaded) {\n", - "\troot.Bokeh = undefined;\n", - " }\n", - " load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n", - "\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", - "\trun_inline_js();\n", - " });\n", - " }\n", - " }\n", - " // Give older versions of the autoload script a head-start to ensure\n", - " // they initialize before we start loading newer version.\n", - " setTimeout(load_or_wait, 100)\n", - "}(window));" - ], - "application/vnd.holoviews_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n var py_version = '3.4.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n var reloading = true;\n var Bokeh = root.Bokeh;\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks;\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n if (js_exports == null) js_exports = {};\n\n root._bokeh_onload_callbacks.push(callback);\n\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n run_callbacks();\n return null;\n }\n if (!reloading) {\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n }\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n window._bokeh_on_load = on_load\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n var skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'tabulator': 'https://cdn.jsdelivr.net/npm/tabulator-tables@5.5.0/dist/js/tabulator.min', 'moment': 'https://cdn.jsdelivr.net/npm/luxon/build/global/luxon.min', 'mathjax': '//cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS_HTML', 'vega-embed': 'https://cdn.jsdelivr.net/npm/vega-embed@6/build/vega-embed.min', 'vega-lite': 'https://cdn.jsdelivr.net/npm/vega-lite@5/build/vega-lite.min', 'vega': 'https://cdn.jsdelivr.net/npm/vega@5/build/vega.min'}, 'shim': {'mathjax': {'exports': 'MathJax'}}});\n require([\"tabulator\"], function(Tabulator) {\n\twindow.Tabulator = Tabulator\n\ton_load()\n })\n require([\"moment\"], function(moment) {\n\twindow.moment = moment\n\ton_load()\n })\n require([\"mathjax\"], function() {\n\ton_load()\n })\n require([\"vega-embed\"], function(vegaEmbed) {\n\twindow.vegaEmbed = vegaEmbed\n\ton_load()\n })\n require([\"vega-lite\"], function(vl) {\n\twindow.vl = vl\n\ton_load()\n })\n require([\"vega\"], function(vega) {\n\twindow.vega = vega\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 6;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n }\n\n var existing_stylesheets = []\n var links = document.getElementsByTagName('link')\n for (var i = 0; i < links.length; i++) {\n var link = links[i]\n if (link.href != null) {\n\texisting_stylesheets.push(link.href)\n }\n }\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n if (existing_stylesheets.indexOf(url) !== -1) {\n\ton_load()\n\tcontinue;\n }\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n } if (((window.Tabulator !== undefined) && (!(window.Tabulator instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/js/tabulator.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window.moment !== undefined) && (!(window.moment instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/luxon/build/global/luxon.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window.MathJax !== undefined) && (!(window.MathJax instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window.vega !== undefined) && (!(window.vega instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega@5'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window.vegaLite !== undefined) && (!(window.vegaLite instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-lite@5'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window.vegaEmbed !== undefined) && (!(window.vegaEmbed instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-embed@6'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } var existing_scripts = []\n var scripts = document.getElementsByTagName('script')\n for (var i = 0; i < scripts.length; i++) {\n var script = scripts[i]\n if (script.src != null) {\n\texisting_scripts.push(script.src)\n }\n }\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (var i = 0; i < js_modules.length; i++) {\n var url = js_modules[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (const name in js_exports) {\n var url = js_exports[name];\n if (skip.indexOf(url) >= 0 || root[name] != null) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onerror = on_error;\n element.async = false;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n element.textContent = `\n import ${name} from \"${url}\"\n window.${name} = ${name}\n window._bokeh_on_load()\n `\n document.head.appendChild(element);\n }\n if (!js_urls.length && !js_modules.length) {\n on_load()\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n var js_urls = [\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/js/tabulator.min.js\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/luxon/build/global/luxon.min.js\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega@5\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-lite@5\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-embed@6\"];\n var js_modules = [];\n var js_exports = {};\n var css_urls = [\"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/css/tabulator_simple.min.css?v=1.4.4\"];\n var inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n\ttry {\n inline_js[i].call(root, root.Bokeh);\n\t} catch(e) {\n\t if (!reloading) {\n\t throw e;\n\t }\n\t}\n }\n // Cache old bokeh versions\n if (Bokeh != undefined && !reloading) {\n\tvar NewBokeh = root.Bokeh;\n\tif (Bokeh.versions === undefined) {\n\t Bokeh.versions = new Map();\n\t}\n\tif (NewBokeh.version !== Bokeh.version) {\n\t Bokeh.versions.set(NewBokeh.version, NewBokeh)\n\t}\n\troot.Bokeh = Bokeh;\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n }\n root._bokeh_is_initializing = false\n }\n\n function load_or_wait() {\n // Implement a backoff loop that tries to ensure we do not load multiple\n // versions of Bokeh and its dependencies at the same time.\n // In recent versions we use the root._bokeh_is_initializing flag\n // to determine whether there is an ongoing attempt to initialize\n // bokeh, however for backward compatibility we also try to ensure\n // that we do not 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now());\n\trun_inline_js();\n });\n }\n }\n // Give older versions of the autoload script a head-start to ensure\n // they initialize before we start loading newer version.\n setTimeout(load_or_wait, 100)\n}(window));" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/javascript": [ - "\n", - "if ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n", - " window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n", - "}\n", - "\n", - "\n", - " function JupyterCommManager() {\n", - " }\n", - "\n", - " JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n", - " if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n", - " var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n", - " comm_manager.register_target(comm_id, function(comm) {\n", - " comm.on_msg(msg_handler);\n", - " });\n", - " 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"\twindow.vegaEmbed = vegaEmbed\n", - "\ton_load()\n", - " })\n", - " require([\"vega-lite\"], function(vl) {\n", - "\twindow.vl = vl\n", - "\ton_load()\n", - " })\n", - " require([\"vega\"], function(vega) {\n", - "\twindow.vega = vega\n", - "\ton_load()\n", - " })\n", - " root._bokeh_is_loading = css_urls.length + 6;\n", - " } else {\n", - " root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n", - " }\n", - "\n", - " var existing_stylesheets = []\n", - " var links = document.getElementsByTagName('link')\n", - " for (var i = 0; i < links.length; i++) {\n", - " var link = links[i]\n", - " if (link.href != null) {\n", - "\texisting_stylesheets.push(link.href)\n", - " }\n", - " }\n", - " for (var i = 0; i < css_urls.length; i++) {\n", - " var url = css_urls[i];\n", - " if (existing_stylesheets.indexOf(url) !== -1) {\n", - "\ton_load()\n", - "\tcontinue;\n", - " }\n", - " const element = document.createElement(\"link\");\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.rel = \"stylesheet\";\n", - " element.type = \"text/css\";\n", - " element.href = url;\n", - " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", - " document.body.appendChild(element);\n", - " } if (((window.Tabulator !== undefined) && (!(window.Tabulator instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/js/tabulator.min.js'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } if (((window.moment !== undefined) && (!(window.moment instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/luxon/build/global/luxon.min.js'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } if (((window.MathJax !== undefined) && (!(window.MathJax instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } if (((window.vega !== undefined) && (!(window.vega instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega@5'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } if (((window.vegaLite !== undefined) && (!(window.vegaLite instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-lite@5'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } if (((window.vegaEmbed !== undefined) && (!(window.vegaEmbed instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-embed@6'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } var existing_scripts = []\n", - " var scripts = document.getElementsByTagName('script')\n", - " for (var i = 0; i < scripts.length; i++) {\n", - " var script = scripts[i]\n", - " if (script.src != null) {\n", - "\texisting_scripts.push(script.src)\n", - " }\n", - " }\n", - " for (var i = 0; i < js_urls.length; i++) {\n", - " var url = js_urls[i];\n", - " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", - "\tif (!window.requirejs) {\n", - "\t on_load();\n", - "\t}\n", - "\tcontinue;\n", - " }\n", - " var element = document.createElement('script');\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.async = false;\n", - " element.src = url;\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " document.head.appendChild(element);\n", - " }\n", - " for (var i = 0; i < js_modules.length; i++) {\n", - " var url = js_modules[i];\n", - " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", - "\tif (!window.requirejs) {\n", - "\t on_load();\n", - "\t}\n", - "\tcontinue;\n", - " }\n", - " var element = document.createElement('script');\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.async = false;\n", - " element.src = url;\n", - " element.type = \"module\";\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " document.head.appendChild(element);\n", - " }\n", - " for (const name in js_exports) {\n", - " var url = js_exports[name];\n", - " if (skip.indexOf(url) >= 0 || root[name] != null) {\n", - "\tif (!window.requirejs) {\n", - "\t on_load();\n", - "\t}\n", - "\tcontinue;\n", - " }\n", - " var element = document.createElement('script');\n", - " element.onerror = on_error;\n", - " element.async = false;\n", - " element.type = \"module\";\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " element.textContent = `\n", - " import ${name} from \"${url}\"\n", - " window.${name} = ${name}\n", - " window._bokeh_on_load()\n", - " `\n", - " document.head.appendChild(element);\n", - " }\n", - " if (!js_urls.length && !js_modules.length) {\n", - " on_load()\n", - " }\n", - " };\n", - "\n", - " function inject_raw_css(css) {\n", - " const element = document.createElement(\"style\");\n", - " element.appendChild(document.createTextNode(css));\n", - " document.body.appendChild(element);\n", - " }\n", - "\n", - " var js_urls = [\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/js/tabulator.min.js\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/luxon/build/global/luxon.min.js\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega@5\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-lite@5\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-embed@6\"];\n", - " var js_modules = [];\n", - " var js_exports = {};\n", - " var css_urls = [\"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/css/tabulator_simple.min.css?v=1.4.4\"];\n", - " var inline_js = [ function(Bokeh) {\n", - " Bokeh.set_log_level(\"info\");\n", - " },\n", - "function(Bokeh) {} // ensure no trailing comma for IE\n", - " ];\n", - "\n", - " function run_inline_js() {\n", - " if ((root.Bokeh !== undefined) || (force === true)) {\n", - " for (var i = 0; i < inline_js.length; i++) {\n", - "\ttry {\n", - " inline_js[i].call(root, root.Bokeh);\n", - "\t} catch(e) {\n", - "\t if (!reloading) {\n", - "\t throw e;\n", - "\t }\n", - "\t}\n", - " }\n", - " // Cache old bokeh versions\n", - " if (Bokeh != undefined && !reloading) {\n", - "\tvar NewBokeh = root.Bokeh;\n", - "\tif (Bokeh.versions === undefined) {\n", - "\t Bokeh.versions = new Map();\n", - "\t}\n", - "\tif (NewBokeh.version !== Bokeh.version) {\n", - "\t Bokeh.versions.set(NewBokeh.version, NewBokeh)\n", - "\t}\n", - "\troot.Bokeh = Bokeh;\n", - " }} else if (Date.now() < root._bokeh_timeout) {\n", - " setTimeout(run_inline_js, 100);\n", - " } else if (!root._bokeh_failed_load) {\n", - " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", - " root._bokeh_failed_load = true;\n", - " }\n", - " root._bokeh_is_initializing = false\n", - " }\n", - "\n", - " function load_or_wait() {\n", - " // Implement a backoff loop that tries to ensure we do not load multiple\n", - " // versions of Bokeh and its dependencies at the same time.\n", - " // In recent versions we use the root._bokeh_is_initializing flag\n", - " // to determine whether there is an ongoing attempt to initialize\n", - " // bokeh, however for backward compatibility we also try to ensure\n", - " // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n", - " // before older versions are fully initialized.\n", - " if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n", - " root._bokeh_is_initializing = false;\n", - " root._bokeh_onload_callbacks = undefined;\n", - " console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n", - " load_or_wait();\n", - " } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n", - " setTimeout(load_or_wait, 100);\n", - " } else {\n", - " root._bokeh_is_initializing = true\n", - " root._bokeh_onload_callbacks = []\n", - " var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n", - " if (!reloading && !bokeh_loaded) {\n", - "\troot.Bokeh = undefined;\n", - " }\n", - " load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n", - "\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", - "\trun_inline_js();\n", - " });\n", - " }\n", - " }\n", - " // Give older versions of the autoload script a head-start to ensure\n", - " // they initialize before we start loading newer version.\n", - " setTimeout(load_or_wait, 100)\n", - "}(window));" - ], - "application/vnd.holoviews_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n var py_version = '3.4.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n var reloading = true;\n var Bokeh = root.Bokeh;\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks;\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n if (js_exports == null) js_exports = {};\n\n root._bokeh_onload_callbacks.push(callback);\n\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n run_callbacks();\n return null;\n }\n if (!reloading) {\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n }\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n window._bokeh_on_load = on_load\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n var skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'tabulator': 'https://cdn.jsdelivr.net/npm/tabulator-tables@5.5.0/dist/js/tabulator.min', 'moment': 'https://cdn.jsdelivr.net/npm/luxon/build/global/luxon.min', 'mathjax': '//cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS_HTML', 'vega-embed': 'https://cdn.jsdelivr.net/npm/vega-embed@6/build/vega-embed.min', 'vega-lite': 'https://cdn.jsdelivr.net/npm/vega-lite@5/build/vega-lite.min', 'vega': 'https://cdn.jsdelivr.net/npm/vega@5/build/vega.min'}, 'shim': {'mathjax': {'exports': 'MathJax'}}});\n require([\"tabulator\"], function(Tabulator) {\n\twindow.Tabulator = Tabulator\n\ton_load()\n })\n require([\"moment\"], function(moment) {\n\twindow.moment = moment\n\ton_load()\n })\n require([\"mathjax\"], function() {\n\ton_load()\n })\n require([\"vega-embed\"], function(vegaEmbed) {\n\twindow.vegaEmbed = vegaEmbed\n\ton_load()\n })\n require([\"vega-lite\"], function(vl) {\n\twindow.vl = vl\n\ton_load()\n })\n require([\"vega\"], function(vega) {\n\twindow.vega = vega\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 6;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n }\n\n var existing_stylesheets = []\n var links = document.getElementsByTagName('link')\n for (var i = 0; i < links.length; i++) {\n var link = links[i]\n if (link.href != null) {\n\texisting_stylesheets.push(link.href)\n }\n }\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n if (existing_stylesheets.indexOf(url) !== -1) {\n\ton_load()\n\tcontinue;\n }\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n } if (((window.Tabulator !== undefined) && (!(window.Tabulator instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/js/tabulator.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window.moment !== undefined) && (!(window.moment instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/luxon/build/global/luxon.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window.MathJax !== undefined) && (!(window.MathJax instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window.vega !== undefined) && (!(window.vega instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega@5'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window.vegaLite !== undefined) && (!(window.vegaLite instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-lite@5'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window.vegaEmbed !== undefined) && (!(window.vegaEmbed instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-embed@6'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } var existing_scripts = []\n var scripts = document.getElementsByTagName('script')\n for (var i = 0; i < scripts.length; i++) {\n var script = scripts[i]\n if (script.src != null) {\n\texisting_scripts.push(script.src)\n }\n }\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (var i = 0; i < js_modules.length; i++) {\n var url = js_modules[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (const name in js_exports) {\n var url = js_exports[name];\n if (skip.indexOf(url) >= 0 || root[name] != null) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onerror = on_error;\n element.async = false;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n element.textContent = `\n import ${name} from \"${url}\"\n window.${name} = ${name}\n window._bokeh_on_load()\n `\n document.head.appendChild(element);\n }\n if (!js_urls.length && !js_modules.length) {\n on_load()\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n var js_urls = [\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/js/tabulator.min.js\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/luxon/build/global/luxon.min.js\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega@5\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-lite@5\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-embed@6\"];\n var js_modules = [];\n var js_exports = {};\n var css_urls = [\"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/css/tabulator_simple.min.css?v=1.4.4\"];\n var inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n\ttry {\n inline_js[i].call(root, root.Bokeh);\n\t} catch(e) {\n\t if (!reloading) {\n\t throw e;\n\t }\n\t}\n }\n // Cache old bokeh versions\n if (Bokeh != undefined && !reloading) {\n\tvar NewBokeh = root.Bokeh;\n\tif (Bokeh.versions === undefined) {\n\t Bokeh.versions = new Map();\n\t}\n\tif (NewBokeh.version !== Bokeh.version) {\n\t Bokeh.versions.set(NewBokeh.version, NewBokeh)\n\t}\n\troot.Bokeh = Bokeh;\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n }\n root._bokeh_is_initializing = false\n }\n\n function load_or_wait() {\n // Implement a backoff loop that tries to ensure we do not load multiple\n // versions of Bokeh and its dependencies at the same time.\n // In recent versions we use the root._bokeh_is_initializing flag\n // to determine whether there is an ongoing attempt to initialize\n // bokeh, however for backward compatibility we also try to ensure\n // that we do not 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[];\n", - " if (window.requirejs) {\n", - " window.requirejs.config({'packages': {}, 'paths': {'tabulator': 'https://cdn.jsdelivr.net/npm/tabulator-tables@5.5.0/dist/js/tabulator.min', 'moment': 'https://cdn.jsdelivr.net/npm/luxon/build/global/luxon.min', 'mathjax': '//cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS_HTML', 'vega-embed': 'https://cdn.jsdelivr.net/npm/vega-embed@6/build/vega-embed.min', 'vega-lite': 'https://cdn.jsdelivr.net/npm/vega-lite@5/build/vega-lite.min', 'vega': 'https://cdn.jsdelivr.net/npm/vega@5/build/vega.min'}, 'shim': {'mathjax': {'exports': 'MathJax'}}});\n", - " require([\"tabulator\"], function(Tabulator) {\n", - "\twindow.Tabulator = Tabulator\n", - "\ton_load()\n", - " })\n", - " require([\"moment\"], function(moment) {\n", - "\twindow.moment = moment\n", - "\ton_load()\n", - " })\n", - " require([\"mathjax\"], function() {\n", - "\ton_load()\n", - " })\n", - " require([\"vega-embed\"], function(vegaEmbed) {\n", - "\twindow.vegaEmbed = vegaEmbed\n", - "\ton_load()\n", - " })\n", - " require([\"vega-lite\"], function(vl) {\n", - "\twindow.vl = vl\n", - "\ton_load()\n", - " })\n", - " require([\"vega\"], function(vega) {\n", - "\twindow.vega = vega\n", - "\ton_load()\n", - " })\n", - " root._bokeh_is_loading = css_urls.length + 6;\n", - " } else {\n", - " root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n", - " }\n", - "\n", - " var existing_stylesheets = []\n", - " var links = document.getElementsByTagName('link')\n", - " for (var i = 0; i < links.length; i++) {\n", - " var link = links[i]\n", - " if (link.href != null) {\n", - "\texisting_stylesheets.push(link.href)\n", - " }\n", - " }\n", - " for (var i = 0; i < css_urls.length; i++) {\n", - " var url = css_urls[i];\n", - " if (existing_stylesheets.indexOf(url) !== -1) {\n", - "\ton_load()\n", - "\tcontinue;\n", - " }\n", - " const element = document.createElement(\"link\");\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.rel = \"stylesheet\";\n", - " element.type = \"text/css\";\n", - " element.href = url;\n", - " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", - " document.body.appendChild(element);\n", - " } if (((window.Tabulator !== undefined) && (!(window.Tabulator instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/js/tabulator.min.js'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } if (((window.moment !== undefined) && (!(window.moment instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/luxon/build/global/luxon.min.js'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } if (((window.MathJax !== undefined) && (!(window.MathJax instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } if (((window.vega !== undefined) && (!(window.vega instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega@5'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } if (((window.vegaLite !== undefined) && (!(window.vegaLite instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-lite@5'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } if (((window.vegaEmbed !== undefined) && (!(window.vegaEmbed instanceof HTMLElement))) || window.requirejs) {\n", - " var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-embed@6'];\n", - " for (var i = 0; i < urls.length; i++) {\n", - " skip.push(urls[i])\n", - " }\n", - " } var existing_scripts = []\n", - " var scripts = document.getElementsByTagName('script')\n", - " for (var i = 0; i < scripts.length; i++) {\n", - " var script = scripts[i]\n", - " if (script.src != null) {\n", - "\texisting_scripts.push(script.src)\n", - " }\n", - " }\n", - " for (var i = 0; i < js_urls.length; i++) {\n", - " var url = js_urls[i];\n", - " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", - "\tif (!window.requirejs) {\n", - "\t on_load();\n", - "\t}\n", - "\tcontinue;\n", - " }\n", - " var element = document.createElement('script');\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.async = false;\n", - " element.src = url;\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " document.head.appendChild(element);\n", - " }\n", - " for (var i = 0; i < js_modules.length; i++) {\n", - " var url = js_modules[i];\n", - " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n", - "\tif (!window.requirejs) {\n", - "\t on_load();\n", - "\t}\n", - "\tcontinue;\n", - " }\n", - " var element = document.createElement('script');\n", - " element.onload = on_load;\n", - " element.onerror = on_error;\n", - " element.async = false;\n", - " element.src = url;\n", - " element.type = \"module\";\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " document.head.appendChild(element);\n", - " }\n", - " for (const name in js_exports) {\n", - " var url = js_exports[name];\n", - " if (skip.indexOf(url) >= 0 || root[name] != null) {\n", - "\tif (!window.requirejs) {\n", - "\t on_load();\n", - "\t}\n", - "\tcontinue;\n", - " }\n", - " var element = document.createElement('script');\n", - " element.onerror = on_error;\n", - " element.async = false;\n", - " element.type = \"module\";\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " element.textContent = `\n", - " import ${name} from \"${url}\"\n", - " window.${name} = ${name}\n", - " window._bokeh_on_load()\n", - " `\n", - " document.head.appendChild(element);\n", - " }\n", - " if (!js_urls.length && !js_modules.length) {\n", - " on_load()\n", - " }\n", - " };\n", - "\n", - " function inject_raw_css(css) {\n", - " const element = document.createElement(\"style\");\n", - " element.appendChild(document.createTextNode(css));\n", - " document.body.appendChild(element);\n", - " }\n", - "\n", - " var js_urls = [\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/js/tabulator.min.js\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/luxon/build/global/luxon.min.js\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega@5\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-lite@5\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-embed@6\"];\n", - " var js_modules = [];\n", - " var js_exports = {};\n", - " var css_urls = [\"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/css/tabulator_simple.min.css?v=1.4.4\"];\n", - " var inline_js = [ function(Bokeh) {\n", - " Bokeh.set_log_level(\"info\");\n", - " },\n", - "function(Bokeh) {} // ensure no trailing comma for IE\n", - " ];\n", - "\n", - " function run_inline_js() {\n", - " if ((root.Bokeh !== undefined) || (force === true)) {\n", - " for (var i = 0; i < inline_js.length; i++) {\n", - "\ttry {\n", - " inline_js[i].call(root, root.Bokeh);\n", - "\t} catch(e) {\n", - "\t if (!reloading) {\n", - "\t throw e;\n", - "\t }\n", - "\t}\n", - " }\n", - " // Cache old bokeh versions\n", - " if (Bokeh != undefined && !reloading) {\n", - "\tvar NewBokeh = root.Bokeh;\n", - "\tif (Bokeh.versions === undefined) {\n", - "\t Bokeh.versions = new Map();\n", - "\t}\n", - "\tif (NewBokeh.version !== Bokeh.version) {\n", - "\t Bokeh.versions.set(NewBokeh.version, NewBokeh)\n", - "\t}\n", - "\troot.Bokeh = Bokeh;\n", - " }} else if (Date.now() < root._bokeh_timeout) {\n", - " setTimeout(run_inline_js, 100);\n", - " } else if (!root._bokeh_failed_load) {\n", - " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", - " root._bokeh_failed_load = true;\n", - " }\n", - " root._bokeh_is_initializing = false\n", - " }\n", - "\n", - " function load_or_wait() {\n", - " // Implement a backoff loop that tries to ensure we do not load multiple\n", - " // versions of Bokeh and its dependencies at the same time.\n", - " // In recent versions we use the root._bokeh_is_initializing flag\n", - " // to determine whether there is an ongoing attempt to initialize\n", - " // bokeh, however for backward compatibility we also try to ensure\n", - " // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n", - " // before older versions are fully initialized.\n", - " if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n", - " root._bokeh_is_initializing = false;\n", - " root._bokeh_onload_callbacks = undefined;\n", - " console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n", - " load_or_wait();\n", - " } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n", - " setTimeout(load_or_wait, 100);\n", - " } else {\n", - " root._bokeh_is_initializing = true\n", - " root._bokeh_onload_callbacks = []\n", - " var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n", - " if (!reloading && !bokeh_loaded) {\n", - "\troot.Bokeh = undefined;\n", - " }\n", - " load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n", - "\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", - "\trun_inline_js();\n", - " });\n", - " }\n", - " }\n", - " // Give older versions of the autoload script a head-start to ensure\n", - " // they initialize before we start loading newer version.\n", - " setTimeout(load_or_wait, 100)\n", - "}(window));" - ], - "application/vnd.holoviews_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n var py_version = '3.4.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n var reloading = true;\n var Bokeh = root.Bokeh;\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks;\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n if (js_exports == null) js_exports = {};\n\n root._bokeh_onload_callbacks.push(callback);\n\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n run_callbacks();\n return null;\n }\n if (!reloading) {\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n }\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n window._bokeh_on_load = on_load\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n var skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'tabulator': 'https://cdn.jsdelivr.net/npm/tabulator-tables@5.5.0/dist/js/tabulator.min', 'moment': 'https://cdn.jsdelivr.net/npm/luxon/build/global/luxon.min', 'mathjax': '//cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS_HTML', 'vega-embed': 'https://cdn.jsdelivr.net/npm/vega-embed@6/build/vega-embed.min', 'vega-lite': 'https://cdn.jsdelivr.net/npm/vega-lite@5/build/vega-lite.min', 'vega': 'https://cdn.jsdelivr.net/npm/vega@5/build/vega.min'}, 'shim': {'mathjax': {'exports': 'MathJax'}}});\n require([\"tabulator\"], function(Tabulator) {\n\twindow.Tabulator = Tabulator\n\ton_load()\n })\n require([\"moment\"], function(moment) {\n\twindow.moment = moment\n\ton_load()\n })\n require([\"mathjax\"], function() {\n\ton_load()\n })\n require([\"vega-embed\"], function(vegaEmbed) {\n\twindow.vegaEmbed = vegaEmbed\n\ton_load()\n })\n require([\"vega-lite\"], function(vl) {\n\twindow.vl = vl\n\ton_load()\n })\n require([\"vega\"], function(vega) {\n\twindow.vega = vega\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 6;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n }\n\n var existing_stylesheets = []\n var links = document.getElementsByTagName('link')\n for (var i = 0; i < links.length; i++) {\n var link = links[i]\n if (link.href != null) {\n\texisting_stylesheets.push(link.href)\n }\n }\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n if (existing_stylesheets.indexOf(url) !== -1) {\n\ton_load()\n\tcontinue;\n }\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n } if (((window.Tabulator !== undefined) && (!(window.Tabulator instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/js/tabulator.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window.moment !== undefined) && (!(window.moment instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/luxon/build/global/luxon.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window.MathJax !== undefined) && (!(window.MathJax instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window.vega !== undefined) && (!(window.vega instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega@5'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window.vegaLite !== undefined) && (!(window.vegaLite instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-lite@5'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window.vegaEmbed !== undefined) && (!(window.vegaEmbed instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-embed@6'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } var existing_scripts = []\n var scripts = document.getElementsByTagName('script')\n for (var i = 0; i < scripts.length; i++) {\n var script = scripts[i]\n if (script.src != null) {\n\texisting_scripts.push(script.src)\n }\n }\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (var i = 0; i < js_modules.length; i++) {\n var url = js_modules[i];\n if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (const name in js_exports) {\n var url = js_exports[name];\n if (skip.indexOf(url) >= 0 || root[name] != null) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onerror = on_error;\n element.async = false;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n element.textContent = `\n import ${name} from \"${url}\"\n window.${name} = ${name}\n window._bokeh_on_load()\n `\n document.head.appendChild(element);\n }\n if (!js_urls.length && !js_modules.length) {\n on_load()\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n var js_urls = [\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/js/tabulator.min.js\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/luxon/build/global/luxon.min.js\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega@5\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-lite@5\", \"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/vegaplot/vega-embed@6\"];\n var js_modules = [];\n var js_exports = {};\n var css_urls = [\"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/datatabulator/tabulator-tables@5.5.0/dist/css/tabulator_simple.min.css?v=1.4.4\"];\n var inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n\ttry {\n inline_js[i].call(root, root.Bokeh);\n\t} catch(e) {\n\t if (!reloading) {\n\t 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now());\n\trun_inline_js();\n });\n }\n }\n // Give older versions of the autoload script a head-start to ensure\n // they initialize before we start loading newer version.\n setTimeout(load_or_wait, 100)\n}(window));" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/javascript": [ - "\n", - "if ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n", - " window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n", - "}\n", - "\n", - "\n", - " function JupyterCommManager() {\n", - " }\n", - "\n", - " JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n", - " if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n", - " var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n", - " comm_manager.register_target(comm_id, function(comm) {\n", - " comm.on_msg(msg_handler);\n", - " });\n", - " 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handle_add_output);\n", - " events.on('output_updated.OutputArea', handle_update_output);\n", - " events.on('clear_output.CodeCell', handle_clear_output);\n", - " events.on('delete.Cell', handle_clear_output);\n", - " events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n", - "\n", - " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", - " safe: true,\n", - " index: 0\n", - " });\n", - "}\n", - "\n", - "if (window.Jupyter !== undefined) {\n", - " try {\n", - " var events = require('base/js/events');\n", - " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", - " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", - " register_renderer(events, OutputArea);\n", - " }\n", - " } catch(err) {\n", - " }\n", - "}\n" - ], - "application/vnd.holoviews_load.v0+json": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n function JupyterCommManager() {\n }\n\n JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n comm_manager.register_target(comm_id, function(comm) {\n comm.on_msg(msg_handler);\n });\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n comm.onMsg = msg_handler;\n });\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n console.log(message)\n var content = {data: message.data, comm_id};\n var buffers = []\n for (var buffer of 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else if (typeof google != 'undefined' && google.colab.kernel != null) {\n var comm_promise = google.colab.kernel.comms.open(comm_id)\n comm_promise.then((comm) => {\n window.PyViz.comms[comm_id] = comm;\n if (msg_handler) {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n var content = {data: message.data};\n var metadata = message.metadata || {comm_id};\n var msg = {content, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n }\n }) \n var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n return comm_promise.then((comm) => {\n comm.send(data, metadata, buffers, disposeOnDone);\n });\n };\n var comm = {\n send: sendClosure\n };\n }\n window.PyViz.comms[comm_id] = comm;\n return comm;\n }\n window.PyViz.comm_manager = new JupyterCommManager();\n \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n var div = document.createElement(\"div\");\n var script = document.createElement(\"script\");\n node.appendChild(div);\n node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n var output_area = handle.output_area;\n var output = handle.output;\n if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n return\n }\n var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n if (id !== undefined) {\n var nchildren = toinsert.length;\n var html_node = toinsert[nchildren-1].children[0];\n html_node.innerHTML = output.data[HTML_MIME_TYPE];\n var scripts = [];\n var nodelist = html_node.querySelectorAll(\"script\");\n for (var i in nodelist) {\n if (nodelist.hasOwnProperty(i)) {\n scripts.push(nodelist[i])\n }\n }\n\n scripts.forEach( function (oldScript) {\n var newScript = document.createElement(\"script\");\n var attrs = [];\n var nodemap = oldScript.attributes;\n for (var j in nodemap) {\n if (nodemap.hasOwnProperty(j)) {\n attrs.push(nodemap[j])\n }\n }\n attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n oldScript.parentNode.replaceChild(newScript, oldScript);\n });\n if (JS_MIME_TYPE in output.data) {\n toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n }\n output_area._hv_plot_id = id;\n if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n window.PyViz.plot_index[id] = Bokeh.index[id];\n } else {\n window.PyViz.plot_index[id] = null;\n }\n } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n var bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n var script_attrs = bk_div.children[0].attributes;\n for (var i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n var id = handle.cell.output_area._hv_plot_id;\n var server_id = handle.cell.output_area._bokeh_server_id;\n if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n if (server_id !== null) {\n comm.send({event_type: 'server_delete', 'id': server_id});\n return;\n } else if (comm !== null) {\n comm.send({event_type: 'delete', 'id': id});\n }\n delete PyViz.plot_index[id];\n if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n var doc = window.Bokeh.index[id].model.document\n doc.clear();\n const i = window.Bokeh.documents.indexOf(doc);\n if (i > -1) {\n window.Bokeh.documents.splice(i, 1);\n }\n }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n delete PyViz.comms[\"hv-extension-comm\"];\n window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n handle_clear_output(event, {cell: {output_area: handle.output_area}})\n handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n var toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[0]);\n element.append(toinsert);\n return toinsert\n }\n\n events.on('output_added.OutputArea', handle_add_output);\n events.on('output_updated.OutputArea', handle_update_output);\n events.on('clear_output.CodeCell', handle_clear_output);\n events.on('delete.Cell', handle_clear_output);\n events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n safe: true,\n index: 0\n });\n}\n\nif (window.Jupyter !== undefined) {\n try {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n } catch(err) {\n }\n}\n" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import os, sys\n", - "\n", - "parent_dir = os.path.abspath(\"..\")\n", - "# the parent_dir could already be there if the kernel was not restarted,\n", - "# and we run this cell again\n", - "if parent_dir not in sys.path:\n", - " sys.path.append(parent_dir)\n", - "\n", - "\n", - "import pandas as pd\n", - "import numpy as np\n", - "import json\n", - "\n", - "import panel as pn\n", - "import bdikit as bdi\n", - "from bdikit.visualization.schema_matching import BDISchemaMatchingHeatMap\n", - "from bdikit import top_matches\n", - "\n", - "pn.extension(\"mathjax\")\n", - "pn.extension(\"vega\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load Dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "# Here we load dou.csv for example, please use whatever dataset you like :)\n", - "source = pd.read_csv(\"./datasets/dou.csv\")\n", - "target = \"gdc\"\n", - "# None GDC\n", - "# target = pd.read_csv(\"./datasets/cao.csv\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Run BDI-Viz\n", - "\n", - "We utilize a pretrained model to identify the Top-20 candidate columns from the GDC dataset. While the computation may take some time initially, the results will be cached to enable rapid visualizations thereafter.\n", - "\n", - "Once BDI-Viz has finished loading, feel free to explore and either accept or reject any candidates you deem appropriate. After completing your review, please proceed to run the next cell to update the manager with the revised scope." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": {}, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.holoviews_exec.v0+json": "", - "text/html": [ - "
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\n", - "" - ], - "text/plain": [ - "Column(scroll=True)\n", - " [0] Row(styles={'background': '...}, width=1200)\n", - " [0] Select(name='Column', options=['Country', 'Histologic_Gr...], value='Country', width=120)\n", - " [1] Column\n", - " [0] MultiChoice(name='Recommendation s..., options=['germline_mutation_callin...], width=180)\n", - " [1] Checkbox(name='Show subschema')\n", - " [2] IntSlider(end=5, name='N Similar', width=100)\n", - " [3] FloatSlider(name='Threshold', step=0.01, value=0.1, width=100)\n", - " [4] Column\n", - " [0] Button(button_type='success', name='Accept Match')\n", - " [1] Button(button_type='danger', name='Decline Match')\n", - " [5] Column\n", - " [0] Button(button_style='outline', button_type='warning', name='Undo')\n", - " [1] Button(button_style='outline', button_type='primary', name='Redo')\n", - " [1] Spacer(height=5)\n", - " [2] Column\n", - " [0] ParamFunction(function, _pane=Column, defer_load=False)" - ] - }, - "execution_count": 5, - "metadata": { - "application/vnd.holoviews_exec.v0+json": { - "id": "0124def4-dfb5-4110-a13d-f7df5038052c" - } - }, - "output_type": "execute_result" - } - ], - "source": [ - "heatmap_manager = BDISchemaMatchingHeatMap(source, target=target, top_k=20)\n", - "heatmap_manager.get_heatmap()\n", - "heatmap_manager.plot_heatmap()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Update Column Mapping Scope" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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sourcetarget
0Countrynecrosis_present
1Histologic_Grade_FIGOhistologic_progression_type
2Histologic_typedysplasia_type
3Path_Stage_Primary_Tumor-pTuicc_clinical_m
4Path_Stage_Reg_Lymph_Nodes-pNfigo_stage
5Clin_Stage_Dist_Mets-cMinrg_stage
6Path_Stage_Dist_Mets-pMlast_known_disease_status
7tumor_Stage-Pathologicaltumor_grade_category
8FIGO_stagefigo_stage
9BMIhpv_positive_type
10Ageweight
11Racerace
12Ethnicityethnicity
13Gendergender
14Tumor_Sitetumor_shape
15Tumor_Focalitytumor_focality
16Tumor_Size_cmtumor_depth
\n", - "
" - ], - "text/plain": [ - " source target\n", - "0 Country necrosis_present\n", - "1 Histologic_Grade_FIGO histologic_progression_type\n", - "2 Histologic_type dysplasia_type\n", - "3 Path_Stage_Primary_Tumor-pT uicc_clinical_m\n", - "4 Path_Stage_Reg_Lymph_Nodes-pN figo_stage\n", - "5 Clin_Stage_Dist_Mets-cM inrg_stage\n", - "6 Path_Stage_Dist_Mets-pM last_known_disease_status\n", - "7 tumor_Stage-Pathological tumor_grade_category\n", - "8 FIGO_stage figo_stage\n", - "9 BMI hpv_positive_type\n", - "10 Age weight\n", - "11 Race race\n", - "12 Ethnicity ethnicity\n", - "13 Gender gender\n", - "14 Tumor_Site tumor_shape\n", - "15 Tumor_Focality tumor_focality\n", - "16 Tumor_Size_cm tumor_depth" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from bdikit.mapping_algorithms.column_mapping.algorithms import TwoPhaseSchemaMatcher\n", - "from bdikit import GDC_DATA_PATH\n", - "\n", - "two_phase_viz = TwoPhaseSchemaMatcher(top_k_matcher=heatmap_manager)\n", - "bdi.match_schema(source, target=target, method=two_phase_viz)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.9.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/requirements.txt b/requirements.txt index 15120049..ad85ceeb 100644 --- a/requirements.txt +++ b/requirements.txt @@ -9,12 +9,7 @@ flair requests scipy<1.13 matplotlib<3.9 -altair -bokeh -panel!=1.4.3 Levenshtein autofj -natsort -jupyter_bokeh conllu<5.0.0 nltk<3.8.2