diff --git a/datawrapper/__init__.py b/datawrapper/__init__.py index c2d0f00..0de2964 100644 --- a/datawrapper/__init__.py +++ b/datawrapper/__init__.py @@ -38,6 +38,7 @@ RangeAnnotation, ScatterPlot, StackedBarChart, + Table, TextAnnotation, Transform, XLineAnnotation, @@ -47,6 +48,7 @@ ) from datawrapper.charts.enums import ( ArrowHead, + BorderWidth, ConnectorLineType, DateFormat, GridDisplay, @@ -57,6 +59,7 @@ LineWidth, NumberDivisor, NumberFormat, + PaginationType, PlotHeightMode, RegressionMethod, ReplaceFlagsType, @@ -76,10 +79,20 @@ ValueLabelPlacement, ) from datawrapper.charts.models import ( + ColorStop, CustomRangeMixin, CustomTicksMixin, GridDisplayMixin, GridFormatMixin, + HeatMapContinuous, + HeatMapSteps, + LegendContinuous, + MiniColumn, + MiniLine, + TableBodyRow, + TableColumn, + TableRow, + TableTextStyle, ) from datawrapper.exceptions import ( FailedRequestError, @@ -94,13 +107,18 @@ "Datawrapper", "get_chart", "BaseChart", + "BorderWidth", "Annotate", "ColumnFormat", "Transform", "Describe", "BarChart", "BarOverlay", + "ColorStop", "ColumnChart", + "HeatMapContinuous", + "HeatMapSteps", + "LegendContinuous", "LineChart", "Line", "LineSymbol", @@ -117,6 +135,14 @@ "MultipleColumnYRangeAnnotation", "ScatterPlot", "StackedBarChart", + "Table", + "TableColumn", + "TableBodyRow", + "TableRow", + "TableMiniChart", + "TableTextStyle", + "MiniLine", + "MiniColumn", "TextAnnotation", "RangeAnnotation", "XRangeAnnotation", @@ -135,6 +161,7 @@ "LineWidth", "NumberDivisor", "NumberFormat", + "PaginationType", "PlotHeightMode", "RegressionMethod", "ReplaceFlagsType", diff --git a/datawrapper/chart_factory.py b/datawrapper/chart_factory.py index 9d0546b..30493af 100644 --- a/datawrapper/chart_factory.py +++ b/datawrapper/chart_factory.py @@ -48,6 +48,7 @@ def get_chart(chart_id: str, access_token: str | None = None) -> BaseChart: MultipleColumnChart, ScatterPlot, StackedBarChart, + Table, ) # Type mapping from Datawrapper API chart types to Python chart classes @@ -60,6 +61,7 @@ def get_chart(chart_id: str, access_token: str | None = None) -> BaseChart: "d3-bars-split": MultipleColumnChart, "d3-scatter-plot": ScatterPlot, "d3-bars-stacked": StackedBarChart, + "tables": Table, } # Fetch chart metadata to determine type diff --git a/datawrapper/charts/__init__.py b/datawrapper/charts/__init__.py index 53fde8d..51c1d34 100644 --- a/datawrapper/charts/__init__.py +++ b/datawrapper/charts/__init__.py @@ -15,6 +15,7 @@ LineWidth, NumberDivisor, NumberFormat, + PaginationType, PlotHeightMode, RegressionMethod, ReplaceFlagsType, @@ -69,6 +70,7 @@ ) from .scatter import ScatterPlot from .stacked_bar import StackedBarChart +from .table import Table __all__ = ( "ConnectorLine", @@ -96,6 +98,7 @@ "LineWidth", "NumberDivisor", "NumberFormat", + "PaginationType", "PlotHeightMode", "RegressionMethod", "ReplaceFlagsType", @@ -140,4 +143,5 @@ "MultipleColumnYRangeAnnotation", "ScatterPlot", "StackedBarChart", + "Table", ) diff --git a/datawrapper/charts/base.py b/datawrapper/charts/base.py index fb69530..1a05544 100644 --- a/datawrapper/charts/base.py +++ b/datawrapper/charts/base.py @@ -82,6 +82,7 @@ class BaseChart(BaseModel): "d3-scatter-plot", "locator-map", "multiple-columns", + "tables", ] = Field(alias="chart-type", description="The type of datawrapper chart to create") # diff --git a/datawrapper/charts/enums/__init__.py b/datawrapper/charts/enums/__init__.py index 7b611b9..7126e38 100644 --- a/datawrapper/charts/enums/__init__.py +++ b/datawrapper/charts/enums/__init__.py @@ -1,6 +1,7 @@ """Enum classes for Datawrapper chart formatting and styling options.""" from .annos import ArrowHead, ConnectorLineType, StrokeType, StrokeWidth +from .border_width import BorderWidth from .date_format import DateFormat from .grid_display import GridDisplay from .grid_label import GridLabelAlign, GridLabelPosition @@ -9,6 +10,7 @@ from .line_width import LineWidth from .number_divisor import NumberDivisor from .number_format import NumberFormat +from .pagination import PaginationType from .plot_height import PlotHeightMode from .replace_flags import ReplaceFlagsType from .scatter_shape import ( @@ -29,6 +31,7 @@ __all__ = [ "ArrowHead", + "BorderWidth", "ConnectorLineType", "DateFormat", "GridDisplay", @@ -39,6 +42,7 @@ "LineWidth", "NumberDivisor", "NumberFormat", + "PaginationType", "PlotHeightMode", "RegressionMethod", "ReplaceFlagsType", diff --git a/datawrapper/charts/enums/border_width.py b/datawrapper/charts/enums/border_width.py new file mode 100644 index 0000000..5222a0d --- /dev/null +++ b/datawrapper/charts/enums/border_width.py @@ -0,0 +1,26 @@ +"""Enum for border thickness options in tables.""" + +from enum import Enum + + +class BorderWidth(str, Enum): + """Border width options for rows and columns in tables. + + Attributes: + NONE: No border + THIN: 1px thickness + MEDIUM: 2px thickness + THICK: 3px thickness + + Examples: + >>> from datawrapper.charts import Table, TableHeaderRow, BorderWidth + >>> chart = Table( + ... title="Country Data", + ... header_style=TableHeaderRow(border_bottom=BorderWidth.THIN), + ... ) + """ + + NONE = "none" + THIN = "1px" + MEDIUM = "2px" + THICK = "3px" diff --git a/datawrapper/charts/enums/pagination.py b/datawrapper/charts/enums/pagination.py new file mode 100644 index 0000000..c3e199d --- /dev/null +++ b/datawrapper/charts/enums/pagination.py @@ -0,0 +1,25 @@ +"""Enum for pagination options in charts.""" + +from enum import Enum + + +class PaginationType(str, Enum): + """Pagination options in charts. + + Controls whether pagination is enabled and where the controls sit. + + Attributes: + OFF: No pagination + TOP: Pagination controls at top + BOTTOM: Pagination controls at bottom + BOTH: Pagination controls at top and bottom + + Examples: + >>> from datawrapper.charts import Table, PaginationType + >>> chart = Table(title="Country Data", pagination=PaginationType.TOP) + """ + + OFF = "off" + TOP = "top" + BOTTOM = "bottom" + BOTH = "both" diff --git a/datawrapper/charts/models/__init__.py b/datawrapper/charts/models/__init__.py index 0240be7..cde7770 100644 --- a/datawrapper/charts/models/__init__.py +++ b/datawrapper/charts/models/__init__.py @@ -23,12 +23,25 @@ YLineAnnotation, YRangeAnnotation, ) +from .table_column import TableColumn +from .table_heatmap import ( + ColorStop, + HeatMap, + HeatMapContinuous, + HeatMapSteps, + LegendContinuous, + LegendSteps, +) +from .table_mini_chart import MiniColumn, MiniLine, TableMiniChart +from .table_row import TableBodyRow, TableRow +from .table_text_style import TableTextStyle from .text_annotations import ConnectorLine, TextAnnotation from .transforms import ColumnFormat, ColumnFormatList, Transform __all__ = [ "Annotate", "AnnotationsMixin", + "ColorStop", "ColumnFormat", "ColumnFormatList", "ConnectorLine", @@ -37,11 +50,23 @@ "Describe", "GridDisplayMixin", "GridFormatMixin", + "HeatMap", + "HeatMapContinuous", + "HeatMapSteps", + "LegendContinuous", + "LegendSteps", "Logo", + "MiniLine", + "MiniColumn", "Publish", "PublishBlocks", "RangeAnnotation", "Sharing", + "TableBodyRow", + "TableColumn", + "TableRow", + "TableMiniChart", + "TableTextStyle", "TextAnnotation", "Transform", "Visualize", diff --git a/datawrapper/charts/models/table_column.py b/datawrapper/charts/models/table_column.py new file mode 100644 index 0000000..d976fa2 --- /dev/null +++ b/datawrapper/charts/models/table_column.py @@ -0,0 +1,415 @@ +from typing import Any, Literal + +from pydantic import BaseModel, ConfigDict, Field, field_validator + +from ..enums import BorderWidth, NumberFormat, ReplaceFlagsType +from .table_text_style import TableTextStyle + + +class TableColumn(BaseModel): + """Represents a column in a table""" + + model_config = ConfigDict( + populate_by_name=True, + strict=True, + json_schema_extra={ + "style": { + "bold": False, + "color": False, + "italic": False, + "fontSize": 1, + "underline": False, + "background": False, + }, + "width": 0.2, + "append": "", + "format": "0,0", + "heatmap": {"enabled": False}, + "prepend": "", + "barColor": 0, + "barStyle": "normal", + "minWidth": 30, + "sortable": True, + "alignment": "auto", + "flagStyle": "1x1", + "showAsBar": False, + "sparkline": { + "area": False, + "type": "line", + "color": 0, + "title": "", + "format": "0.[0]a", + "height": 20, + "stroke": 2, + "dotLast": True, + "enabled": False, + "colorNeg": 0, + "dotFirst": True, + "rangeMax": "", + "rangeMin": "", + "labelDiff": False, + }, + "borderLeft": "none", + "fixedWidth": False, + "barRangeMax": "", + "barRangeMin": "", + "borderRight": "none", + "compactMode": False, + "customColor": False, + "replaceFlags": False, + "showOnMobile": True, + "showOnDesktop": True, + "customBarColor": False, + "barNoBackground": False, + "borderLeftColor": "#333333", + "customColorText": {}, + "barColorNegative": False, + "alignmentVertical": "middle", + "customColorBackground": {}, + "customColorBarBackground": {}, + }, + ) + + name: str = Field( + alias="name", description="The name of the column the styles should apply to" + ) + style: TableTextStyle = Field( + default_factory=TableTextStyle, alias="style", description="The text styles" + ) + sortable: bool = Field( + default=True, + alias="sortable", + description="Whether the column should be sortable", + ) + show_on_mobile: bool = Field( + default=True, + alias="showOnMobile", + description="Whether to show the column on mobile", + ) + show_on_desktop: bool = Field( + default=True, + alias="showOnDesktop", + description="Whether to show the column on desktop", + ) + heatmap: bool | None = Field( + default=None, + alias="heatmap", + description="Whether the column should be a heatmap", + ) + format: NumberFormat | str | None = Field( + default=None, alias="format", description="The number format for the column" + ) + alignment: Literal["auto", "left", "center", "right"] = Field( + default="auto", + alias="alignment", + description="How the text should be horizontally aligned in its cell", + ) + alignment_vertical: Literal["middle", "top", "bottom"] = Field( + default="middle", + alias="alignmentVertical", + description="How the text should be vertically aligned in its cell", + ) + fixed_width: bool = Field( + default=False, + alias="fixedWidth", + description="Whether the column should have a fixed width", + ) + width: float | None = Field( + default=None, + ge=0, + le=1, + alias="width", + description="The width of the column as a ratio of the table width", + ) + min_width: int = Field( + default=30, + alias="minWidth", + description="The minimum width of the column in px", + ) + flag_style: ReplaceFlagsType | str | None = Field( + default=None, + alias="flagStyle", + description="The style of flag to be used in the column if replace_flags is True", + ) + replace_flags: bool = Field( + default=False, + alias="replaceFlags", + description="If codes should be replaced with flags", + ) + border_left: BorderWidth | str = Field( + default=BorderWidth.NONE, + alias="borderLeft", + description="How thick the left column border should be", + ) + border_left_color: str = Field( + default="#333333", + alias="borderLeftColor", + description="The color of the left border", + ) + + # only appears if custom_color is true + custom_color_by: str | None = Field( + default=None, + alias="customColorBy", + description="The column name holding the categories with which to customise the colour of the text or background", + ) + custom_color: bool | None = Field( + default=None, + alias="customColor", + description="Define the background or text color in the cells of your selected column based on categories defined in the same or another column.", + ) + custom_color_background: dict[str, str] | None = Field( + default=None, + alias="customColorBackground", + description="Pairs of category names and the hex string for the background color that should be used.", + ) + custom_color_text: dict[str, str] | None = Field( + default=None, + alias="customColorText", + description="Pairs of category names and the hex string for the text color that should be used.", + ) + show_as_bar: bool = Field( + default=False, + alias="showAsBar", + description="Whether to show the column value as a bar chart", + ) + bar_color_negative: bool | int | str = Field( + default=False, + alias="barColorNegative", + description="Whether to use a different bar color for negative values", + ) + bar_no_background: bool = Field( + default=False, + alias="barNoBackground", + description="Whether to hide the background color on the bar", + ) + bar_color: str | int | None = Field( + default=None, + alias="barColor", + description="A reference to a color in the datawrapper palette or a hex string for the color of the bars", + ) + bar_style: Literal["normal", "slim"] = Field( + default="normal", + alias="barStyle", + description="Whether the bars should be normal or slim", + ) + bar_range_min: str | None = Field( + default=None, + alias="barRangeMin", + description="The minimum range for the bar chart, if enabled", + ) + bar_range_max: str | None = Field( + default=None, + alias="barRangeMax", + description="The maximum range for the bar chart, if enabled", + ) + custom_bar_color: bool | None = Field( + default=None, + alias="customBarColor", + description="Whether to color the bars based on a category", + ) + # only appears if customBarColor is True + custom_bar_color_by: str | None = Field( + default=None, + alias="customBarColorBy", + description="The column name holding the categories with which to customise the bar colors", + ) + custom_color_bar_background: dict[str, str] | None = Field( + default=None, + alias="customColorBarBackground", + description="Pairs of category names and the hex string for the bar color that should be used.", + ) + + @field_validator("flag_style", mode="before") + def convert_flag_style(cls, v): # noqa: N805 + if v is None: + return None + if isinstance(v, ReplaceFlagsType): + return v + if isinstance(v, str): + return ReplaceFlagsType(v) # convert string → enum + raise TypeError("flag_style must be a ReplaceFlagsType or valid enum string") + + def serialize_model(self) -> dict: + model = { + "style": self.style.model_dump(by_alias=True), + "sortable": self.sortable, + "showOnMobile": self.show_on_mobile, + "showOnDesktop": self.show_on_desktop, + "alignment": self.alignment, + "alignmentVertical": self.alignment_vertical, + "fixedWidth": self.fixed_width, + "borderLeft": self.border_left, + "borderLeftColor": self.border_left_color, + "showAsBar": self.show_as_bar, + } + if self.flag_style is not None: + model["flagStyle"] = self.flag_style + self.replace_flags = True + model["replaceFlags"] = self.replace_flags + + if self.heatmap is not None: + model["heatmap"] = {"enabled": self.heatmap} + + if self.width is not None: + model["width"] = self.width + self._fixed_width = True + model["fixedWidth"] = self._fixed_width + + if self.min_width is not None: + model["minWidth"] = self.min_width + if self.format is not None: + model["format"] = self.format + + # handle custom colors + if self.custom_color is not None: + model["customColor"] = self.custom_color + # if the column to colour by isn't specified, make it this column + if self.custom_color_by is None: + model["customColorBy"] = self.name + else: + model["customColorBy"] = self.custom_color_by + # if the column to color by has been set, assume that customColor should be true + if self.custom_color_by is not None and self.custom_color is None: + model["customColorBy"] = self.custom_color_by + model["customColor"] = True + + if self.custom_color_background is not None: + model["customColorBackground"] = self.custom_color_background + if self.custom_color_text is not None: + model["customColorText"] = self.custom_color_text + # handle column bar chart settings + if self.show_as_bar is True: + model["barNoBackground"] = self.bar_no_background + model["barStyle"] = self.bar_style + if self.bar_range_min is not None: + model["barRangeMin"] = self.bar_range_min + if self.bar_range_max is not None: + model["barRangeMax"] = self.bar_range_max + if self.bar_color is not None: + model["barColor"] = self.bar_color + if self.bar_color_negative is not False: + if self.bar_color_negative is True: + model["barColorNegative"] = 7 # datawrapper red + else: + model["barColorNegative"] = self.bar_color_negative + # settings for coloring the bar based on category + if self.custom_bar_color is not None and self.custom_bar_color is True: + model["customBarColor"] = self.custom_bar_color + if self.custom_bar_color_by is None: + model["customBarColorBy"] = self.name + else: + model["customBarColorBy"] = self.custom_bar_color_by + # if the category to color the bar chart is specified, assumt customBarColor should be true + if self.custom_bar_color_by is not None and self.custom_bar_color is None: + model["customBarColorBy"] = self.custom_bar_color_by + model["customBarColor"] = True + if self.custom_color_bar_background is not None: + model["customColorBarBackground"] = self.custom_color_bar_background + + return model + + @classmethod + def clean_mapping(cls, raw: dict | None) -> dict[str, str] | None: + """ + Datawrapper sometimes returns dicts that contain a mix of: + - real mappings (e.g. "Asia": "#EF9278") + - placeholder entries (e.g. "__object": True) + + This function keeps only entries where the value is a string. + Returns None if no valid entries remain. + """ + if not isinstance(raw, dict): + return None + + cleaned = {k: v for k, v in raw.items() if isinstance(v, str)} + + return cleaned or None + + @classmethod + def deserialize_model( + cls, column_name: str, data: dict[str, Any] + ) -> dict[str, Any]: + """ + Convert a serialized Datawrapper column dict into kwargs + suitable for initializing a TableColumn. + """ + + result: dict[str, Any] = {"name": column_name} + + if "style" in data: + result["style"] = data["style"] + if "sortable" in data: + result["sortable"] = data["sortable"] + if "showOnMobile" in data: + result["show_on_mobile"] = data["showOnMobile"] + if "showOnDesktop" in data: + result["show_on_desktop"] = data["showOnDesktop"] + if "alignment" in data: + result["alignment"] = data["alignment"] + if "alignmentVertical" in data: + result["alignment_vertical"] = data["alignmentVertical"] + if "fixedWidth" in data: + result["fixed_width"] = data["fixedWidth"] + if "width" in data: + result["width"] = data["width"] + if "minWidth" in data: + result["min_width"] = data["minWidth"] + if "replaceFlags" in data: + if data["replaceFlags"] is True: + if "flagStyle" in data: + result["flag_style"] = ReplaceFlagsType(data["flagStyle"]) + result["replace_flags"] = data["replaceFlags"] + if "borderLeft" in data: + result["border_left"] = data["borderLeft"] + if "borderLeftColor" in data: + result["border_left_color"] = data["borderLeftColor"] + if "format" in data: + result["format"] = data["format"] + + # if there is a heatmap property, check if it is a dictionary containing an enabled key. If yes, take the enabled value + if "heatmap" in data: + hm = data["heatmap"] + if isinstance(hm, dict) and "enabled" in hm: + result["heatmap"] = hm["enabled"] + + if "customColor" in data: + result["custom_color"] = data["customColor"] + if data["customColor"] is True: + result["custom_color_by"] = data["customColorBy"] + if "customColorBackground" in data: + cleaned = cls.clean_mapping(data["customColorBackground"]) + if cleaned is not None: + result["custom_color_background"] = cleaned + + if "customColorText" in data: + cleaned = cls.clean_mapping(data["customColorText"]) + if cleaned is not None: + result["custom_color_background"] = cleaned + + if "showAsBar" in data: + result["show_as_bar"] = data["showAsBar"] + if data["showAsBar"] is True: + if "barColor" in data: + result["bar_color"] = data["barColor"] + if "barStyle" in data: + result["bar_style"] = data["barStyle"] + if "customBarColor" in data: + result["custom_bar_color"] = data["customBarColor"] + if data["customBarColor"] is True: + if "customBarColorBy" in data: + result["custom_bar_color_by"] = data["customBarColorBy"] + if "customColorBarBackground" in data: + result["custom_color_bar_background"] = data[ + "customColorBarBackground" + ] + if "barColorNegative" in data: + result["bar_color_negative"] = data["barColorNegative"] + if "barNoBackground" in data: + result["bar_no_background"] = data["barNoBackground"] + if "barRangeMin" in data: + result["bar_range_min"] = data["barRangeMin"] + if "barRangeMax" in data: + result["bar_range_max"] = data["barRangeMax"] + + return result diff --git a/datawrapper/charts/models/table_heatmap.py b/datawrapper/charts/models/table_heatmap.py new file mode 100644 index 0000000..72d2fe2 --- /dev/null +++ b/datawrapper/charts/models/table_heatmap.py @@ -0,0 +1,427 @@ +import warnings +from typing import Literal + +from pydantic import BaseModel, ConfigDict, Field, field_validator, model_validator + +from ..enums import NumberFormat + + +class ColorStop(BaseModel): + """Represents a single color stop in a heatmap gradient""" + + color: str + position: float + + +class Legend(BaseModel): + """The legend for a Table heatmap""" + + model_config = ConfigDict( + populate_by_name=True, + strict=True, + extra="ignore", + json_schema_extra={ + "legend": { + "size": 170, + "title": "", + "labels": "ranges", + "enabled": True, + "reverse": False, + "labelMax": "high", + "labelMin": "low", + "position": "above", + "hideItems": [], + "interactive": False, + "labelCenter": "medium", + "labelFormat": "0,0.[00]", + "customLabels": [], + } + }, + ) + + position: Literal["above", "below"] = Field( + default="above", + alias="position", + description="Whether the legend should sit above or below the table", + ) + + title: str | None = Field( + default=None, alias="title", description="The title of the legend" + ) + enabled: bool = Field( + default=True, + alias="enabled", + description="Whether the legend should be enabled", + ) + size: int = Field( + default=150, + ge=70, + le=300, + description="The size of the legend, which must be between 70 and 300", + ) + reverse: bool = Field( + default=False, + alias="reverse", + description="Whether to reverse the legend item order", + ) + label_format: NumberFormat = Field( + default=NumberFormat.THOUSANDS_WITH_OPTIONAL_DECIMALS, + alias="labelFormat", + description="Format of the labels to show in the legend", + ) + + def serialize_model(self): + model = { + "enabled": self.enabled, + "size": self.size, + "reverse": self.reverse, + "position": self.position, + "labelFormat": self.label_format, + } + if self.title: + model["title"] = (self.title,) + model["titleEnabled"] = True + return model + + @classmethod + def deserialize_model(cls, api_data: dict): + result = {} + if api_data.get("titleEnabled"): + result["title"] = api_data["title"] + if "enabled" in api_data: + result["enabled"] = api_data["enabled"] + if "size" in api_data: + result["size"] = api_data["size"] + if "reverse" in api_data: + result["reverse"] = api_data["reverse"] + if "position" in api_data: + result["position"] = api_data["position"] + if "labelFormat" in api_data: + result["label_format"] = api_data["labelFormat"] + return result + + +class LegendContinuous(Legend): + """The type of legend used with a HeatmapContinuous""" + + labels: Literal["ranges", "custom"] = Field( + default="ranges", + alias="labels", + description="The type of labels to show on the legend", + ) + label_max: str | None = Field( + default=None, + alias="labelMax", + description="The maximum label to show on the legend", + ) + label_min: str | None = Field( + default=None, + alias="labelMin", + description="The minimum label to show on the legend", + ) + + def serialize_model(self): + model = super().serialize_model() + model["labels"] = self.labels + if self.label_max is not None: + model["labelMax"] = self.label_max + if self.label_min is not None: + model["labelMin"] = self.label_min + return model + + @classmethod + def deserialize_model(cls, api_data): + result = super().deserialize_model(api_data) + if "labels" in api_data: + result["labels"] = api_data["labels"] + if "labelMin" in api_data: + result["label_min"] = api_data["labelMin"] + if "labelMax" in api_data: + result["label_max"] = api_data["labelMax"] + return result + + +class LegendSteps(Legend): + """The type of legend used with a HeatmapSteps""" + + labels: Literal["ruler", "ranges", "custom"] = Field( + default="ruler", + alias="labels", + description="The type of label to show on the legend", + ) + + custom_labels: list[str] | None = Field( + default=None, + alias="customLabels", + description="Custom labels to show in the legend when custom labels is chosen", + ) + + def serialize_model(self): + model = super().serialize_model() + model["labels"] = self.labels + if self.custom_labels is not None: + model["customLabels"] = self.custom_labels + return model + + @classmethod + def deserialize_model(cls, api_data): + result = super().deserialize_model(api_data) + if "labels" in api_data: + result["labels"] = api_data["labels"] + if "customLabels" in api_data: + result["custom_labels"] = api_data["customLabels"] + return result + + +class HeatMap(BaseModel): + """A base class for the Datawrapper API 'heatmap' attribute.""" + + model_config = ConfigDict( + populate_by_name=True, + strict=True, + extra="ignore", + json_schema_extra={ + "heatmap": { + "map": {}, + "mode": "continuous", + "stops": "equidistant", + "colors": [ + {"color": "#f0f9e8", "position": 0}, + {"color": "#b6e3bb", "position": 0.166666666666667}, + {"color": "#75c8c5", "position": 0.333333333333333}, + {"color": "#4ba8c9", "position": 0.5}, + {"color": "#2989bd", "position": 0.666666666666667}, + {"color": "#0a6aad", "position": 0.833333333333333}, + {"color": "#254b8c", "position": 1}, + ], + "palette": 0, + "rangeMax": "", + "rangeMin": "", + "stopCount": 5, + "hideValues": False, + "customStops": [None, None, 40.8, 60.2, 79.6, None, None, 90, None], + "rangeCenter": "", + "categoryOrder": [], + "interpolation": "equidistant", + "categoryLabels": {}, + } + }, + ) + colors: list[ColorStop] | None = Field( + default=None, + alias="colors", + description="List of color stops for the heatmap gradient", + ) + hide_values: bool | None = Field( + default=False, alias="hideValues", description="Whether to hide the cell values" + ) + range_min: str | None = Field( + default=None, + alias="rangeMin", + description="Fix the minimum value for 'fixing' the color palette to certain minimum", + ) + range_max: str | None = Field( + default=None, + alias="rangeMax", + description="Fix the maximum value for 'fixing' the color palette to certain maximum", + ) + + @field_validator("colors", mode="before") + @classmethod + def validate_colors(cls, value): + if value is None: + default_hex = [ + "#f0f9e8", + "#b6e3bb", + "#75c8c5", + "#4ba8c9", + "#2989bd", + "#2989bd", + "#2989bd", + ] + n = len(default_hex) + return [ + ColorStop(color=default_hex[i], position=i / (n - 1)) for i in range(n) + ] + + # User passed list of strings → convert to ColorStop + if all(isinstance(v, str) for v in value): + n = len(value) + if n == 1: + # single colour → set white as 0 and the single color as 1 + return [ + ColorStop(color="#ffffff", position=0), + ColorStop(color=value[0], position=1), + ] + return [ColorStop(color=value[i], position=i / (n - 1)) for i in range(n)] + + # User passed list of dicts → convert to ColorStop + if all(isinstance(v, dict) for v in value): + return [ColorStop.model_validate(v) for v in value] + + # User passed list of ColorStop → accept as-is + if all(isinstance(v, ColorStop) for v in value): + return value + + # Anything else → invalid + raise TypeError("colors must be a list of hex strings or ColorStop objects") + + @model_validator(mode="after") + def warn_unused_fields(self): + # Warn if custom_stops is provided but stops != "custom" on steps heatmap + if isinstance(self, HeatMapSteps): + if self.custom_stops is not None and self.stops != "custom": + warnings.warn( + "`custom_stops` was provided but will be ignored because " + "`stops` is not set to 'custom'.", + UserWarning, + stacklevel=2, + ) + + return self + + @classmethod + def deserialize_model(cls, api_data: dict | None, legend_api_data: dict): + if api_data is None: + return {} + enabled = api_data.get("enabled") + if not enabled: + return {"enabled": False} + + result = { + "hide_values": api_data.get("hideValues"), + "colors": api_data.get("colors"), + "range_min": api_data.get("rangeMin"), + "range_max": api_data.get("rangeMax"), + } + mode = api_data.get("mode") + legend_enabled = legend_api_data.get("enabled") + + # Mode determines which kind of Legend to create + if mode == "continuous": + result["interpolation"] = api_data.get("interpolation") + if legend_enabled is True: + result["legend"] = LegendContinuous.deserialize_model(legend_api_data) + else: + result["legend"] = False + + elif mode == "discrete": + result["stops"] = api_data.get("stops") + result["stop_count"] = api_data.get("stopCount") + result["custom_stops"] = api_data.get("customStops") + if legend_enabled is True: + result["legend"] = LegendSteps.deserialize_model(legend_api_data) + else: + result["legend"] = False + + else: + raise ValueError(f"Unknown heatmap mode: {mode}") + + return result + + +class HeatMapContinuous(HeatMap): + interpolation: ( + Literal[ + "equidistant", "quantiles-5", "quantiles-6", "quantiles-11", "natural-9" + ] + | None + ) = Field( + # in the editor equidistant=linear, quantiles-5=quartiles, quantiles-6=quintiles, quantiles-11=deciles, natural-9=natural + default="equidistant", + alias="interpolation", + description="The type of interpolation", + ) + legend: LegendContinuous | bool = Field( + default_factory=LegendContinuous, alias="legend" + ) + + range_center: str | None = Field( + default=None, + alias="rangeCenter", + description="Set the center value for 'fixing' the color palette", + ) + + def serialize_model(self): + mode = "continuous" + heatmap_json = { + "enabled": True, + "mode": mode, + "interpolation": self.interpolation, + "hideValues": self.hide_values, + "colors": [ + {"color": cs.color, "position": cs.position} for cs in self.colors + ] + if self.colors + else None, + } + if self.range_min is not None: + heatmap_json["rangeMin"] = self.range_min + if self.range_max is not None: + heatmap_json["rangeMax"] = self.range_max + if self.range_center is not None: + heatmap_json["rangeCenter"] = self.range_center + + if self.legend is False: + legend_json = {"enabled": False} + + else: + self.legend = LegendContinuous() + legend_json = self.legend.serialize_model() + + return heatmap_json, legend_json + + +class HeatMapSteps(HeatMap): + stops: Literal["equidistant", "quantiles", "pretty", "natural", "custom"] | None = ( + Field( + # in the editor equidistant=linear(equi-distant), quantiles=Quantile(equal count), pretty=rounded values, natural=Natural breaks (Jenks), custom=Custom + default="equidistant", + alias="stops", + description="The type of interpolation", + ) + ) + stop_count: int = Field( + default=5, alias="stopCount", description="How many step categories" + ) + legend: LegendSteps | bool = Field(default_factory=LegendSteps, alias="legend") + + custom_stops: list[str | float | None] | None = Field( + default=None, + alias="customStops", + description="List of limits to be used when stops type is Custom", + ) + + def serialize_model(self): + mode = "discrete" + heatmap_json = { + "enabled": True, + "mode": mode, + "stops": self.stops, + "stopCount": self.stop_count, + "hideValues": self.hide_values, + "colors": [ + {"color": cs.color, "position": cs.position} for cs in self.colors + ] + if self.colors + else None, + } + + if self.range_min is not None: + heatmap_json["rangeMin"] = self.range_min + if self.range_max is not None: + heatmap_json["rangeMax"] = self.range_max + if self.custom_stops is not None: + heatmap_json["customStops"] = self.custom_stops + + if self.legend is False: + legend_json = {"enabled": False} + else: + legend_obj = ( + self.legend + if isinstance(self.legend, LegendSteps) + else LegendSteps() # handles True + ) + legend_json = legend_obj.serialize_model() + + return heatmap_json, legend_json diff --git a/datawrapper/charts/models/table_mini_chart.py b/datawrapper/charts/models/table_mini_chart.py new file mode 100644 index 0000000..86719e7 --- /dev/null +++ b/datawrapper/charts/models/table_mini_chart.py @@ -0,0 +1,119 @@ +from typing import Literal + +from pydantic import BaseModel, ConfigDict, Field + +from ..enums import NumberFormat + + +class TableMiniChart(BaseModel): + model_config = ConfigDict( + populate_by_name=True, + strict=True, + json_schema_extra={ + "sparkline": { + "area": False, + "type": "columns", + "color": 0, + "title": "Words in here", + "format": "0.[0]a", + "height": 20, + "stroke": 2, + "dotLast": True, + "enabled": True, + "colorNeg": 0, + "dotFirst": True, + "rangeMax": "", + "rangeMin": "", + "labelDiff": False, + } + }, + ) + type: str = Field(alias="type", description="The type of mini chart") + + title: str | None = Field( + default=None, + alias="title", + description="The title that appears in the column header for the mini chart", + ) + enabled: bool = Field( + default=True, + alias="enabled", + description="Whether the mini chart should be enabled", + ) + range_min: float | None = Field( + default=None, alias="rangeMin", description="The range minimum" + ) + range_max: float | None = Field( + default=None, alias="rangeMax", description="The range maximum" + ) + height: int | None = Field( + default=None, alias="height", description="The height of the mini chart" + ) + color: int | str | None = Field( + default=None, alias="color", description="The colour of the column or line" + ) + columns: list[str] = Field( + alias="columns", description="A list of the columns the chart will include" + ) + + def serialize_model(self) -> dict: + model = self.model_dump(by_alias=True, exclude_none=True, exclude={"columns"}) + return model + + @classmethod + def deserialize(cls, data: dict) -> dict: + """ + Convert a raw dict (with alias keys) into kwargs for constructing the model. + """ + kwargs = {} + + for field_name, field in cls.model_fields.items(): + alias = field.alias + if alias in data: + value = data[alias] + + # Normalize empty strings → None for numeric fields + if value == "": + value = None + kwargs[field_name] = value + return kwargs + + +class MiniColumn(TableMiniChart): + type: Literal["columns"] = Field( + default="columns", alias="type", description="The type of mini chart" + ) + color_neg: int | str | None = Field( + default=None, alias="colorNeg", description="The color of negative values" + ) + + +class MiniLine(TableMiniChart): + type: Literal["line"] = Field( + default="line", alias="type", description="The type of mini chart" + ) + area: bool | None = Field( + default=None, + alias="area", + description="Whether to fill the area under the line", + ) + format: NumberFormat | str | None = Field( + default=None, + alias="format", + description="The number format for the chart labels", + ) + stroke: float | None = Field( + default=None, + alias="stroke", + description="The weight of the line in the chart in pixels, from 0.5 to 4", + ) + dot_last: bool | None = Field( + default=None, + alias="dotLast", + description="Whether the last value in the line should show a dot and label", + ) + dot_first: bool | None = Field( + default=None, + alias="dotFirst", + description="Whether the first value in the line should show a dot and label", + ) diff --git a/datawrapper/charts/models/table_row.py b/datawrapper/charts/models/table_row.py new file mode 100644 index 0000000..7485d91 --- /dev/null +++ b/datawrapper/charts/models/table_row.py @@ -0,0 +1,109 @@ +from typing import Literal + +from pydantic import BaseModel, ConfigDict, Field, field_validator + +from ..enums import BorderWidth, NumberFormat +from ..models import TableTextStyle + + +class TableRow(BaseModel): + """Represents a row in the table""" + + model_config = ConfigDict(populate_by_name=True, validate_assignment=True) + + style: TableTextStyle | None = Field( + default=None, alias="style", description="The text styles" + ) + + border_top: BorderWidth | str | None = Field( + default=None, + alias="borderTop", + description="The weight of the top border for the row", + ) + border_top_color: str | None = Field( + default=None, + alias="borderTopColor", + description="The color of the top border for the row", + ) + border_bottom: BorderWidth | str | None = Field( + default=None, + alias="borderBottom", + description="The weight of the bottom border for the row", + ) + border_bottom_color: str | None = Field( + default=None, + alias="borderBottomColor", + description="The color of the bottom border for the row", + ) + + @field_validator("border_bottom", "border_top", mode="before") + def validate_border_width(cls, v): # noqa: N805 + if v is None: + v = "none" + # Case 1: already an enum → OK + if isinstance(v, BorderWidth): + return v + + # Case 2: string that matches an enum value → convert to enum + if isinstance(v, str): + try: + return BorderWidth(v) + except ValueError as err: + allowed = [bw.value for bw in BorderWidth] + raise ValueError( + f"Invalid border width '{v}'. Must be one of: {allowed}" + ) from err + + # Case 3: anything else → reject + raise TypeError("Border width must be a string or BorderWidth enum") + + +class TableBodyRow(TableRow): + row_index: int = Field(description="The row index") + + sticky: bool = Field( + default=False, + alias="sticky", + description="Whether the row should show on every page of the table", + ) + move_row: bool = Field( + default=False, alias="moveRow", description="Whether to move the row" + ) + move_row_to: Literal["top", "bottom"] = Field( + default="top", alias="moveTo", description="Where to move the row to" + ) + format: NumberFormat | str | None = Field( + default=None, alias="format", description="The format for values in the row" + ) + override_format: bool = Field( + default=False, + alias="overrideFormat", + description="Whether the format for the row should override the format of the column", + ) + + @staticmethod + def extract_row_index(row_name: str) -> int: + import re + + match = re.search(r"(\d+)$", row_name) + if not match: + raise ValueError(f"Invalid row name: {row_name}") + return int(match.group(1)) + + def serialize_model(self): + # Start with ALL fields from TableRow + TableBodyRow + model = self.model_dump(by_alias=True) + + # Remove row_index because Datawrapper does not want it in the row JSON + model.pop("row_index", None) + + # If format is None, remove it (DW only wants it when set) + if self.format is None: + model.pop("format", None) + model.pop("overrideFormat", None) + + return model + + @classmethod + def deserialize_model(cls, row_index: int, data: dict): + return {"row_index": row_index, **data} diff --git a/datawrapper/charts/models/table_text_style.py b/datawrapper/charts/models/table_text_style.py new file mode 100644 index 0000000..f56c9fa --- /dev/null +++ b/datawrapper/charts/models/table_text_style.py @@ -0,0 +1,31 @@ +from pydantic import BaseModel, ConfigDict, Field, field_validator + + +class TableTextStyle(BaseModel): + model_config = ConfigDict(populate_by_name=True, validate_assignment=True) + + bold: bool | None = Field( + default=None, alias="bold", description="Whether the text should be bold" + ) + italic: bool | None = Field( + default=None, alias="italic", description="Whether the text should be italic" + ) + color: str | None | bool = Field( + default=None, alias="color", description="The color of the text" + ) + background: str | bool | None = Field( + default=None, alias="background", description="The background color of the text" + ) + font_size: float | None = Field( + default=None, alias="fontSize", description="The size of the text" + ) + + +color: str | None | bool = Field(...) + + +@field_validator("color", mode="before") +def only_false_bool(cls, v): + if v is True: + raise ValueError("color cannot be True") + return v diff --git a/datawrapper/charts/serializers/__init__.py b/datawrapper/charts/serializers/__init__.py index 6867143..4f6ba05 100644 --- a/datawrapper/charts/serializers/__init__.py +++ b/datawrapper/charts/serializers/__init__.py @@ -5,6 +5,7 @@ from .custom_ticks import CustomTicks from .model_list import ModelListSerializer from .negative_color import NegativeColor +from .pagination import Pagination from .plot_height import PlotHeight from .replace_flags import ReplaceFlags from .value_labels import ValueLabels @@ -15,6 +16,7 @@ "CustomTicks", "ModelListSerializer", "NegativeColor", + "Pagination", "PlotHeight", "ReplaceFlags", "ValueLabels", diff --git a/datawrapper/charts/serializers/pagination.py b/datawrapper/charts/serializers/pagination.py new file mode 100644 index 0000000..d641139 --- /dev/null +++ b/datawrapper/charts/serializers/pagination.py @@ -0,0 +1,70 @@ +from typing import Any + +from .base import BaseSerializer + + +class Pagination(BaseSerializer): + """Utility class for serializing and deserializing pagination configuration. + + The Datawrapper API uses a nested object format for the pagination field: + { + "enabled": bool, + "position": str # "top", "bottom", "both" + } + + But in our Python models, we use a simpler string format: + "off", "top", "bottom", "both", or "" + + This utility handles the conversion between these formats. + """ + + @staticmethod + def serialize(pagination_type: str) -> dict[str, Any]: + """Convert simple string format to API nested object format. + + Args: + pagination_type: The pagination type ("off", "top", "bottom", "both") + + Returns: + Dictionary with "enabled" and "position" keys for the API + + Example: + >>> Pagination.serialize("top") + {'enabled': True, 'position': 'top'} + >>> Pagination.serialize("off") + {'enabled': False, 'position': ''} + """ + return { + "enabled": pagination_type != "off", + "position": pagination_type if pagination_type != "off" else "", + } + + @staticmethod + def deserialize(api_obj: dict[str, Any] | None) -> str: + """Convert API nested object format to simple string format. + + Args: + api_obj: The API object with "enabled" and "position" keys, or None + + Returns: + String pagination type ("off", "top", "bottom", "both") + + Example: + >>> Pagination.deserialize({"enabled": True, "position": "top"}) + 'top' + >>> Pagination.deserialize({"enabled": False, "position": ""}) + 'off' + >>> Pagination.deserialize(None) + 'off' + """ + if not isinstance(api_obj, dict): + return "off" + + enabled = api_obj.get("enabled", False) + pagination_type = api_obj.get("position", "") + + # If enabled is False or position is empty, return "off" + if not enabled or not pagination_type: + return "off" + + return pagination_type diff --git a/datawrapper/charts/table.py b/datawrapper/charts/table.py new file mode 100644 index 0000000..37845bd --- /dev/null +++ b/datawrapper/charts/table.py @@ -0,0 +1,383 @@ +from typing import Any, Literal + +import pandas as pd +from pydantic import ConfigDict, Field, field_validator + +from .base import BaseChart +from .enums import PaginationType +from .models import ( + ColumnFormat, + ColumnFormatList, + HeatMap, + HeatMapContinuous, + HeatMapSteps, + MiniColumn, + MiniLine, + TableBodyRow, + TableColumn, + TableMiniChart, + TableRow, +) +from .serializers import Pagination + + +class Table(BaseChart): + """A base class for the Datawrapper API's column chart.""" + + model_config = ConfigDict( + populate_by_name=True, + strict=True, + validate_assignment=True, + validate_default=True, + use_enum_values=True, + json_schema_extra={ + "examples": [ + { + "chart-type": "tables", + "title": "Unemployment Rate Over Time", + "source_name": "Bureau of Labor Statistics", + "data": pd.DataFrame( + { + "date": ["2020/01", "2020/02", "2020/03"], + "Value": [4.0, 3.8, 4.5], + } + ), + } + ] + }, + ) + + #: The type of datawrapper chart to create + chart_type: Literal["tables"] = Field( + default="tables", + alias="chart-type", + description="The type of datawrapper chart to create", + ) + # + # chart-specific fields + # + searchable: bool = Field( + default=False, alias="searchable", description="Whether to add a search bar" + ) + striped: bool = Field( + default=False, alias="striped", description="Whether to fill alternating rows" + ) + show_ranks: bool = Field( + default=False, + alias="showRank", + description="Whether to show a rank next to the table's rows", + ) + sticky_first_column: bool = Field( + default=False, + alias="firstColumnIsSticky", + description="Whether the first column should be sticky", + ) + mobile_fallback: bool = Field( + default=False, + alias="mobileFallback", + description="Whether the table should switch to card design on devices smaller than 450px", + ) + compact_layout: bool = Field( + default=False, + alias="compactMode", + description="Whether to reduce row height height", + ) + parse_markdown: bool = Field( + default=False, + alias="markdown", + description="Whether to show markdown formatting in the table", + ) + merge_empty_cells: bool = Field( + default=False, + alias="mergeEmptyCells", + description="Whether to combine cell with empty one to its right", + ) + rows_per_page: str | int = Field( + default=20, alias="perPage", description="The number of rows to show per page" + ) + pagination: PaginationType | str = Field( + default="top", + alias="pagination", + description="Wherre to show the pagination for the table", + ) + + sort_table: bool = Field( + default=False, + alias="sortTable", + description="Whether the table should be sorted", + ) + sort_direction: Literal["desc", "asc"] = Field( + default="desc", + alias="sortDirection", + description="Which way the table should be sorted", + ) + sort_by: None | str = Field( + default=None, + alias="sortBy", + description="The name of the column to sort the table by", + ) + heatmap: HeatMapContinuous | HeatMapSteps | None = Field( + default=None, + alias="heatmap", + description="What kind of heatmap should be enabled, if any", + ) + + show_header: bool = Field( + default=True, alias="showHeader", description="Whether to show the table header" + ) + first_row_header: bool = Field( + default=False, + alias="firstRowIsHeader", + description="Whether the first row of the table should be added to the table header", + ) + header_style: TableRow | None = Field( + default=None, alias="header", description="Styling options for the table header" + ) + column_styles: list[TableColumn] | None = Field( + default=None, + alias="column_styles", + description="Styles to apply to particular columns", + ) + row_styles: list[TableBodyRow] | None = Field( + default=None, + alias="row_styles", + description="Styles to apply to particular rows", + ) + mini_charts: list[MiniColumn] | list[MiniLine] | None = Field( + default=None, + alias="mini_charts", + description="The mini charts that should be in the table", + ) + column_format: list[ColumnFormat] | None = Field( + default=None, + alias="column-format", + description="Formatting rules for chart data columns, specifically number append, number prepend or number divisor", + ) + + @field_validator("pagination") + @classmethod + def validate_pagination(cls, v: PaginationType | str) -> PaginationType | str: + """Validate that pagination is a valid PaginationType value.""" + if isinstance(v, str): + valid_values = [e.value for e in PaginationType] + if v not in valid_values: + raise ValueError( + f"Invalid pagination: {v}. Must be one of {valid_values}" + ) + return v + + def serialize_model(self) -> dict: + """Serialize the model to a dictionary.""" + # Call the parent class's serialize_model method + model = super().serialize_model() + + # Add table specific properties + visualize_data = { + "searchable": self.searchable, + "striped": self.striped, + "showRank": self.show_ranks, + "firstColumnIsSticky": self.sticky_first_column, + "mobileFallback": self.mobile_fallback, + "compactMode": self.mobile_fallback, + "markdown": self.parse_markdown, + "mergeEmptyCells": self.merge_empty_cells, + "pagination": Pagination.serialize(self.pagination), + "perPage": self.rows_per_page, + "sortTable": self.sort_table, + "sortDirection": self.sort_direction, + } + # Get the data columns in case they need to be formatted + if isinstance(self.data, pd.DataFrame): + data_columns = list(self.data.columns) + data_length = len(self.data.index) + elif isinstance(self.data, list) and self.data: + data_columns = list(self.data[0].keys()) + data_length = len(self.data) + else: + data_columns = [] + data_length = 0 + + if self.sort_by is not None: + visualize_data["sortBy"] = self.sort_by + + if self.header_style is not None: + visualize_data["header"] = self.header_style.model_dump( + by_alias=True, exclude_none=True + ) + + column_json = {} + if self.heatmap is not None: + # Heatmap is enabled for the whole table even though it will only apply to numerical columns. It can be disabled for specific columns. + heatmap_json, legend_json = self.heatmap.serialize_model() + visualize_data["heatmap"] = heatmap_json + if legend_json: + visualize_data["legend"] = legend_json + + if len(data_columns) > 0: + for col in data_columns: + column_json[col] = {"heatmap": {"enabled": True}} + + if self.column_styles is not None: + for col in self.column_styles: + col_name = col.name + col_data = col.serialize_model() + # Ensure the column exists in the dict + column_json.setdefault(col_name, {}) + + # Handle heatmap override explicitly + if col.heatmap is not None: + column_json[col_name]["heatmap"] = {"enabled": col.heatmap} + + # Merge all other fields + for key, value in col_data.items(): + if key == "heatmap": + continue # handled above + column_json[col_name][key] = value + + if self.mini_charts is not None: + for chart in self.mini_charts: + for column in chart.columns: + if column_json.get(column): + column_json[column]["sparkline"] = chart.serialize_model() + else: + column_json[column] = {"sparkline": chart.serialize_model()} + + # Only include columns if non-empty + if column_json is not None: + visualize_data["columns"] = column_json + + row_json = {} + if self.row_styles is not None: + for row in self.row_styles: + row_index = row.row_index + if row_index < data_length: + row_json[f"row-{row_index}"] = row.serialize_model() + if row_json is not None: + visualize_data["rows"] = row_json + + model["metadata"]["visualize"].update(visualize_data) + + if self.column_format: + format_list = ColumnFormatList(formats=self.column_format) + model["metadata"]["data"]["column-format"] = format_list.serialize_to_dict() + + # Return the serialized data + return model + + @classmethod + def deserialize_model(cls, api_response: dict[str, Any]) -> dict[str, Any]: + """Parse Datawrapper API response including table chart specific fields. + + Args: + api_response: The JSON response from the chart metadata endpoint + + Returns: + Dictionary that can be used to initialize the model + """ + # Call parent to get base fields + init_data = super().deserialize_model(api_response) + + # Extract table-specific sections + metadata = api_response.get("metadata", {}) + + data_section = metadata.get("data", {}) + + if "column-format" in data_section: + init_data["column_format"] = ColumnFormatList.model_validate( + data_section["column-format"] + ).formats + + visualize = metadata.get("visualize", {}) + + if "searchable" in visualize: + init_data["searchable"] = visualize["searchable"] + if "striped" in visualize: + init_data["striped"] = visualize["striped"] + if "showRank" in visualize: + init_data["show_ranks"] = visualize["showRank"] + if "firstColumnIsSticky" in visualize: + init_data["sticky_first_column"] = visualize["firstColumnIsSticky"] + if "mobileFallback" in visualize: + init_data["mobile_fallback"] = visualize["mobileFallback"] + if "compactMode" in visualize: + init_data["compact_mode"] = visualize["compactMode"] + if "markdown" in visualize: + init_data["markdown"] = visualize["markdown"] + if "mergeEmptyCells" in visualize: + init_data["merge_empty_cells"] = visualize["mergeEmptyCells"] + if "pagination" in visualize: + init_data["pagination"] = Pagination.deserialize(visualize["pagination"]) + if "perPage" in visualize: + init_data["rows_per_page"] = visualize["perPage"] + if "sortTable" in visualize: + init_data["sort_table"] = visualize["sortTable"] + if "sortDirection" in visualize: + init_data["sort_direction"] = visualize["sortDirection"] + if "sortBy" in visualize: + init_data["sort_by"] = visualize["sortBy"] + if "showHeader" in visualize: + init_data["show_header"] = visualize["showHeader"] + if "firstRowIsHeader" in visualize: + init_data["first_row_header"] = visualize["firstRowIsHeader"] + if "header" in visualize: + init_data["header_style"] = visualize["header"] + + if "heatmap" in visualize: + legend_data = visualize.get("legend") + init_data["heatmap"] = HeatMap.deserialize_model( + visualize["heatmap"], legend_data + ) + + if "columns" in visualize: + column_styles = [] + mini_charts: list[TableMiniChart] = [] + + for col_name, col_data in visualize["columns"].items(): + col_kwargs = TableColumn.deserialize_model(col_name, col_data) + column_styles.append(col_kwargs) + if "sparkline" in col_data: + if col_data["sparkline"]["enabled"]: + sparkline = col_data["sparkline"] + sparkline_title = sparkline.get("title") + sparkline_type = sparkline.get("type") + print(f"title is {sparkline_title}, type is {sparkline_type}") + match = next( + ( + chart + for chart in mini_charts + if chart.title == sparkline_title + and chart.type == sparkline_type + ), + None, + ) + if match is not None: + match.columns.append(col_name) + else: + sparkline_with_cols = sparkline.copy() + sparkline_with_cols["columns"] = [col_name] + clean_sparkline_with_cols = TableMiniChart.deserialize( + sparkline_with_cols + ) + + type = sparkline["type"] + if type == "line": + mini_charts.append( + MiniLine(**clean_sparkline_with_cols) + ) + else: + mini_charts.append( + MiniColumn(**clean_sparkline_with_cols) + ) + if len(mini_charts) > 0: + init_data["mini_charts"] = mini_charts + + init_data["column_styles"] = column_styles + if "rows" in visualize: + row_styles = [] + for row_name, row_data in visualize["rows"].items(): + row_index = TableBodyRow.extract_row_index(row_name) + row_kwargs = TableBodyRow.deserialize_model(row_index, row_data) + row_styles.append(row_kwargs) + init_data["row_styles"] = row_styles + + return init_data diff --git a/docs/user-guide/charts/tables.md b/docs/user-guide/charts/tables.md new file mode 100644 index 0000000..35aaed0 --- /dev/null +++ b/docs/user-guide/charts/tables.md @@ -0,0 +1,133 @@ +# Table + +This example, drawn from [Datawrapper's official documentation](https://www.datawrapper.de/academy/examples-of-datawrapper-tables), demonstrates how to create a table showing how life expectancy has increased in different countries. The table uses flags alongside country names, a mini line chart and a bar chart. It sticks one column to the bottom of the table, and colours the background of cells in the Continent column depending on the Continent value. + + + +```python +import pandas as pd +import datawrapper as dw + +# Load media trust data from GitHub +df = pd.read_csv( + "https://raw.githubusercontent.com/chekos/Datawrapper/main/tests/samples/table/life_expectancy.csv" +) + +excluded_columns = ["Country", "Increase between 1960 and 2016", "Continent"] +line_column_names = [col for col in df.columns if col not in excluded_columns] + +chart = dw.Table( + # Chart title + title="Life expectancy in all countries increased since 1960, but with a different pace", + # Introductory text explaining the context + intro="Life expectancy at birth in years, 1960-2016", + # Data source attribution + source_name="Worldbank", + source_url="https://data.worldbank.org/indicator/sp.dyn.le00.in" + # Data from pandas DataFrame + data=df, + # Show a search bar on the table + searchable=True, + # Sort the table in ascending direction by the specified column + sort_table=True, sort_by="Increase between 1960 and 2016", sort_direction="asc", + # Show six rows of the table per page + rows_per_page=6, + # Show a card design on devices smaller than 450px + mobile_fallback=True, + # Change the style of the header row to have a thin grey bottom border, and grey text + header_style=dw.TableRow(border_bottom=dw.BorderWidth.THIN, border_bottom_color="#aaaaaa", style=dw.TableTextStyle(color="#494949", font_size=0.9)), + # Set styles for specific columns + column_styles=[ + # Set the country column width and replace country codes with flags + dw.TableColumn(name="Country", flag_style=dw.ReplaceFlagsType.CIRCLE, fixed_width=True, width=0.21), + # Set the 1960 column width + dw.TableColumn(name="1960", fixed_width=True, width=0.4), + # Set the continent column width and colour cells based on provided colour map + dw.TableColumn(name="Continent", fixed_width=True, width=0.04, custom_color=True, + custom_color_background={ + "Africa": "#FFCF90", + "Asia": "#EF9278", + "Europe": "#8dbbc1", + "North America": "#86BA90", + "Oceania": "#b989b0", + "South America": "#92cdb2" + } + ), + # Set increase column width, show as bar chart and exclude from mobile view + dw.TableColumn(name="Increase between 1960 and 2016", fixed_width=True, width=0.35, show_as_bar=True, bar_color="#15607a", show_on_mobile=False) + ], + # Stick the world column to the bottom of every page and colour its background + row_styles=[dw.TableBodyRow(row_index=187, sticky=True, style=dw.TableTextStyle(background="#f0f0f0", bold=True))], + # Combine year columns into mini line chart + mini_charts=[dw.MiniLine(columns=line_column_names, color="#c71e1d", height=40)], + # Append " years" to values in increase column + column_format=[dw.ColumnFormat(column="Increase between 1960 and 2016", number_append=" years")]) + +# Create the chart in Datawrapper +chart.create() +``` + +## Table with heatmap +This example, drawn from [Datawrapper's official documentation](https://www.datawrapper.de/academy/examples-of-datawrapper-tables), demonstrates how to create a heatmap table showing unemployment rates in different countries. + + + +```python +import pandas as pd +import datawrapper as dw + +# Load media trust data from GitHub +df = pd.read_csv( + "https://raw.githubusercontent.com/chekos/Datawrapper/main/tests/samples/table/unemployment.csv" +) + +df = pd.read_csv("tests/samples/table/unemployment.csv") +column_names = [col for col in df.columns if col.lower() != 'country'] +column_styles = [] +# create column styles to format the contents of the numerical columns +for col in column_names: + column_styles.append(dw.TableColumn(name=col, format=dw.NumberFormat.PERCENT_ONE_DECIMAL)) + +chart = dw.Table( + # Chart title + title="Unemployment rate in selected countries", + # Introductory text explaining the context + intro="January-August 2020, sorted by the unemployment rate in January", + # Data source attribution + source_name="OECD", + source_url="data.oecd.org/unemp/unemployment-rate.htm", + # Data from pandas DataFrame + data=df, + # Sort table by ascending values in "Jan" column + sort_table=True, sort_by="Jan", sort_direction="asc", + # Make the header row have a medium bottom border and not be bold + header_style=dw.TableRow( + border_bottom=dw.BorderWidth.MEDIUM, + style=dw.TableTextStyle(font_size=0.9, bold=False) + ), + # Bold the rows with index 4 and 9 + row_styles=[ + dw.TableBodyRow(row_index=4, style=dw.TableTextStyle(bold=True)), + dw.TableBodyRow(row_index=9, style=dw.TableTextStyle(bold=True)) + ], + # Make the table a heatmap with custom colors and do not show a heatmap legend + heatmap=dw.HeatMapContinuous( + legend=False, + colors=[ + "#feebe2", + "#fcc5c0", + "#fa9fb5", + "#f768a1", + "#c51b8a", + "#7a0177"]), + # Add the column styles created earlier + column_styles=column_styles +) + +chart.create() +``` + +## Reference + +```{eval-rst} +.. parameter-table:: datawrapper.charts.Table diff --git a/pyproject.toml b/pyproject.toml index 5ece969..7682fe1 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -12,8 +12,13 @@ dependencies = [ "rich", "requests", "pandas", - "pydantic", + "pydantic>=2,<3", "ipython", + "pytest>=8.4.2", + "pytest-cov>=7.0.0", + "faker>=37.11.0", + "mypy>=1.18.2", + "types-requests>=2.32.4.20250913", ] authors = [ { name="checkos", email="chekos@tacosdedatos.com" }, diff --git a/tests/integration/test_area_chart.py b/tests/integration/test_area_chart.py index 91aec2e..c93a2b0 100644 --- a/tests/integration/test_area_chart.py +++ b/tests/integration/test_area_chart.py @@ -13,14 +13,14 @@ def load_sample_json(filename: str) -> dict: """Load a sample JSON file from tests/samples/area directory.""" samples_dir = Path(__file__).parent.parent / "samples" / "area" - with open(samples_dir / filename) as f: + with open(samples_dir / filename, encoding="utf-8") as f: return json.load(f) def load_sample_csv(filename: str) -> str: """Load a sample CSV file from tests/samples/area directory.""" samples_dir = Path(__file__).parent.parent / "samples" / "area" - with open(samples_dir / filename) as f: + with open(samples_dir / filename, encoding="utf-8") as f: return f.read() diff --git a/tests/integration/test_scatter_chart.py b/tests/integration/test_scatter_chart.py index 58bee71..a319b2d 100644 --- a/tests/integration/test_scatter_chart.py +++ b/tests/integration/test_scatter_chart.py @@ -13,7 +13,7 @@ def load_sample_json(filename: str) -> dict: """Load a sample JSON file from tests/samples/scatter/.""" path = Path(__file__).parent.parent / "samples" / "scatter" / filename - with open(path) as f: + with open(path, encoding="utf-8") as f: data = json.load(f) return data["chart"]["crdt"]["data"] @@ -22,7 +22,7 @@ def load_sample_csv(filename: str) -> str: """Load a sample CSV file from tests/samples/scatter/.""" path = Path(__file__).parent.parent / "samples" / "scatter" / filename # Read the file and convert tabs to commas if needed - with open(path) as f: + with open(path, encoding="utf-8") as f: content = f.read() # Check if this is a tab-delimited file if "\t" in content.split("\n")[0]: diff --git a/tests/integration/test_table.py b/tests/integration/test_table.py new file mode 100644 index 0000000..581db0d --- /dev/null +++ b/tests/integration/test_table.py @@ -0,0 +1,615 @@ +"""Integration tests for Table class.""" + +import io +import json +from pathlib import Path +from unittest.mock import Mock, patch + +import pandas as pd + +from datawrapper import ( + BorderWidth, + ColorStop, + ColumnFormat, + HeatMapContinuous, + HeatMapSteps, + MiniColumn, + MiniLine, + NumberFormat, + Table, + TableBodyRow, + TableColumn, + TableRow, + TableTextStyle, +) + + +# Helper to load sample files +def load_sample_json(filename: str) -> dict: + """Load a sample JSON file from tests/samples/table directory.""" + samples_dir = Path(__file__).parent.parent / "samples" / "table" + with open(samples_dir / filename) as f: + return json.load(f) + + +def load_sample_csv(filename: str) -> str: + """Load a sample CSV file from tests/samples/table directory.""" + samples_dir = Path(__file__).parent.parent / "samples" / "table" + with open(samples_dir / filename) as f: + return f.read() + + +class TestTableChartCreation: + """Tests for TableChart creation and serialization.""" + + def test_create_basic_table_chart(self): + """Test creating a basic area chart.""" + chart = Table( + title="Test Table", + data=pd.DataFrame( + { + "year": ["2020", "2021", "2022"], + "Region A": [100, 120, 140], + "Region B": [80, 90, 100], + } + ), + ) + + assert chart.chart_type == "tables" + assert chart.title == "Test Table" + assert isinstance(chart.data, pd.DataFrame) + + def test_serialize_table_chart(self): + """Test serializing a table chart.""" + chart = Table( + title="Test Table", + data=pd.DataFrame( + { + "year": ["2020", "2021", "2022"], + "Region A": [100, 120, 140], + "Region B": [80, 90, 100], + "Region C": [60, 70, 75], + } + ), + striped=True, + searchable=True, + rows_per_page=2, + ) + + serialized = chart.serialize_model() + + assert serialized["type"] == "tables" + assert serialized["title"] == "Test Table" + assert serialized["metadata"]["visualize"]["striped"] is True + assert serialized["metadata"]["visualize"]["searchable"] is True + assert serialized["metadata"]["visualize"]["perPage"] == 2 + + +class TestTableChartGet: + """Tests for TableChart.get() method.""" + + def test_get_life_expectancy_sample(self): + """Test get() with life_expectancy.json sample data (complex table with mini charts).""" + # Load sample data + sample_json = load_sample_json("life_expectancy.json") + chart_metadata = sample_json["chart"]["crdt"]["data"] + sample_csv = load_sample_csv("life_expectancy.csv") + + mock_client = Mock() + mock_client._CHARTS_URL = "https://api.datawrapper.de/v3/charts" + + def mock_get(url): + if url.endswith("/data"): + return sample_csv + return chart_metadata + + mock_client.get.side_effect = mock_get + + with patch("datawrapper.charts.base.Datawrapper", return_value=mock_client): + chart = Table.get("563hg", access_token="test-token") + + # Verify chart type and title + assert chart.chart_type == "tables" + assert ( + chart.title + == "Life expectancy in all countries increased since 1960, but with a different pace" + ) + + # Verify basic properties + assert chart.searchable is True + assert chart.striped is False + assert chart.rows_per_page == 6 + assert chart.mobile_fallback is True + + # Verify sorting + assert chart.sort_table is True + assert chart.sort_by == "Increase between 1960 and 2016" + assert chart.sort_direction == "asc" + + # Verify column properties + country_col = next( + col for col in chart.column_styles if col.name == "Country" + ) + assert country_col.fixed_width is True + assert country_col.width == 0.21 + + bar_col = next( + col + for col in chart.column_styles + if col.name == "Increase between 1960 and 2016" + ) + assert bar_col.show_as_bar is True + assert bar_col.bar_color == "#15607a" + + # verify custom colors + continent_col = next( + col for col in chart.column_styles if col.name == "Continent" + ) + assert continent_col.custom_color is True + assert continent_col.custom_color_background == { + "Africa": "#FFCF90", + "Asia": "#EF9278", + "Europe": "#8dbbc1", + "North America": "#86BA90", + "Oceania": "#b989b0", + "South America": "#92cdb2", + } + + # verify column format + col_fmts = chart.column_format + increase_col = next( + col + for col in col_fmts + if col.column == "Increase between 1960 and 2016" + ) + assert increase_col.number_append == " years" + + # verify mini chart + mini_charts = chart.mini_charts + assert mini_charts[0].color == "#c71e1d" + assert mini_charts[0].height == 40 + + def test_get_museum_sample(self): + """Test get() with museum.json sample data (table with bar chart).""" + # Load sample data + sample_json = load_sample_json("museums.json") + chart_metadata = sample_json["chart"]["crdt"]["data"] + sample_csv = load_sample_csv("museums.csv") + + mock_client = Mock() + mock_client._CHARTS_URL = "https://api.datawrapper.de/v3/charts" + + def mock_get(url): + if url.endswith("/data"): + return sample_csv + return chart_metadata + + mock_client.get.side_effect = mock_get + + with patch("datawrapper.charts.base.Datawrapper", return_value=mock_client): + chart = Table.get("7Jgac", access_token="test-token") + + # Verify chart type and title + assert chart.chart_type == "tables" + assert chart.title == "The most visited art museums in the world" + + # Verify basic properties + assert chart.searchable is True + assert chart.striped is True + assert chart.rows_per_page == 10 + assert chart.show_ranks is True + + # Verify column properties + rank_col = next(col for col in chart.column_styles if col.name == "Rank") + assert rank_col.show_on_mobile is False + assert rank_col.show_on_desktop is False + + city_col = next(col for col in chart.column_styles if col.name == "City") + assert city_col.replace_flags is True + assert city_col.flag_style == "circle" + assert city_col.style.color == "#989898" + + visitor_col = next( + col for col in chart.column_styles if col.name == "Visitors in 2018" + ) + assert visitor_col.format == "0.[0]a" + + +class TestTableChartIntegration: + """Integration tests for Table chart workflows.""" + + def test_round_trip_create_and_get(self): + """Test creating a table chart and then fetching it back.""" + + # Load CSV sample for initial chart creation + csv_text = load_sample_csv("unemployment.csv") + df = pd.read_csv(io.StringIO(csv_text)) + + # Build column styles dynamically (all except 'Country') + column_names = [col for col in df.columns if col.lower() != "country"] + column_styles = [ + TableColumn(name=col, format=NumberFormat.PERCENT_ONE_DECIMAL) + for col in column_names + ] + + original_chart = Table( + title="Unemployment rate in selected countries", + intro="January-August 2020, sorted by the unemployment rate in January", + source_name="OECD", + source_url="data.oecd.org/unemp/unemployment-rate.htm", + data=df, + sort_table=True, + sort_by="Jan", + sort_direction="asc", + rows_per_page=45, + header_style=TableRow( + border_bottom=BorderWidth.MEDIUM, + style=TableTextStyle(font_size=0.9, bold=False), + ), + row_styles=[ + TableBodyRow(row_index=4, style=TableTextStyle(bold=True)), + TableBodyRow(row_index=9, style=TableTextStyle(bold=True)), + ], + heatmap=HeatMapContinuous( + legend=False, + colors=[ + "#feebe2", + "#fcc5c0", + "#fa9fb5", + "#f768a1", + "#c51b8a", + "#7a0177", + ], + ), + column_styles=column_styles, + ) + + # Mock client for create/update + mock_client = Mock() + mock_client._CHARTS_URL = "https://api.datawrapper.de/v3/charts" + mock_client.create_chart.return_value = {"id": "table-chart-id"} + mock_client.update_chart.return_value = {"id": "table-chart-id"} + + # Create the chart + with patch.object(original_chart, "_get_client", return_value=mock_client): + original_chart.create(access_token="test-token") + chart_id = original_chart.chart_id + + # Prepare mocked metadata for GET + serialized = original_chart.serialize_model() + mock_metadata = { + "id": chart_id, + "type": serialized["type"], + "title": serialized["title"], + "intro": serialized.get("intro"), + "source_name": serialized.get("source_name"), + "source_url": serialized.get("source_url"), + "theme": serialized.get("theme", ""), + "language": serialized.get("language", "en-US"), + "metadata": serialized["metadata"], + } + + # GET /data should return the CSV sample + mock_csv = csv_text + + def mock_get(url): + if url.endswith("/data"): + return mock_csv + return mock_metadata + + mock_client.get.side_effect = mock_get + + # Fetch the chart back + with patch("datawrapper.charts.base.Datawrapper", return_value=mock_client): + fetched_chart = Table.get(chart_id, access_token="test-token") + + # Verify fields match + + assert fetched_chart.title == original_chart.title + assert fetched_chart.sort_table == original_chart.sort_table + assert fetched_chart.sort_by == original_chart.sort_by + assert fetched_chart.rows_per_page == original_chart.rows_per_page + + # Verify header style + assert fetched_chart.header_style.border_bottom == BorderWidth.MEDIUM + assert fetched_chart.header_style.style.font_size == 0.9 + + # Verify row styles + assert fetched_chart.row_styles[0].row_index == 4 + assert fetched_chart.row_styles[0].style.bold is True + assert fetched_chart.row_styles[1].row_index == 9 + + # Verify heatmap + assert isinstance(fetched_chart.heatmap, HeatMapContinuous) + assert fetched_chart.heatmap.legend is False + assert fetched_chart.heatmap.colors == [ + ColorStop(color="#feebe2", position=0.0), + ColorStop(color="#fcc5c0", position=0.2), + ColorStop(color="#fa9fb5", position=0.4), + ColorStop(color="#f768a1", position=0.6), + ColorStop(color="#c51b8a", position=0.8), + ColorStop(color="#7a0177", position=1.0), + ] + + # Verify column styles + for col in column_names: + fetched_col = next(c for c in fetched_chart.column_styles if c.name == col) + assert fetched_col.format == NumberFormat.PERCENT_ONE_DECIMAL + + +class TestTableColumnStyles: + """Basic tests for column styles in Table charts.""" + + def test_create_table_with_column_styles(self): + df = pd.DataFrame({"A": [1, 2], "B": [3, 4]}) + + col_a = TableColumn(name="A", sortable=False, alignment="left") + col_b = TableColumn(name="B", sortable=True, alignment="right") + + chart = Table( + title="Styled Table", + data=df, + column_styles=[col_a, col_b], + ) + + assert chart.column_styles[0].name == "A" + assert chart.column_styles[0].sortable is False + assert chart.column_styles[0].alignment == "left" + + assert chart.column_styles[1].name == "B" + assert chart.column_styles[1].sortable is True + assert chart.column_styles[1].alignment == "right" + + def test_serialize_table_with_column_styles(self): + df = pd.DataFrame({"A": [1], "B": [2]}) + + col = TableColumn(name="A", sortable=False, alignment="center") + + chart = Table( + title="Serialize Column Styles", + data=df, + column_styles=[col], + ) + + serialized = chart.serialize_model() + columns = serialized["metadata"]["visualize"]["columns"] + + assert "A" in columns + assert columns["A"]["sortable"] is False + assert columns["A"]["alignment"] == "center" + + +class TestTableRowStyles: + """Basic tests for row styles in Table charts.""" + + def test_create_table_with_row_styles(self): + df = pd.DataFrame({"A": [1, 2], "B": [3, 4]}) + + row0 = TableBodyRow(row_index=0, sticky=True) + row1 = TableBodyRow(row_index=1, sticky=False) + + chart = Table( + title="Row Styled Table", + data=df, + row_styles=[row0, row1], + ) + + assert chart.row_styles[0].row_index == 0 + assert chart.row_styles[0].sticky is True + + assert chart.row_styles[1].row_index == 1 + assert chart.row_styles[1].sticky is False + + def test_serialize_table_with_row_styles(self): + df = pd.DataFrame({"A": [1, 2]}) + + row0 = TableBodyRow(row_index=0, sticky=True) + + chart = Table( + title="Serialize Row Styles", + data=df, + row_styles=[row0], + ) + + serialized = chart.serialize_model() + rows = serialized["metadata"]["visualize"]["rows"] + + assert "row-0" in rows + assert rows["row-0"]["sticky"] is True + + +class TestTableHeatmap: + """Basic tests for heatmap support in Table charts.""" + + def test_create_table_with_heatmap(self): + df = pd.DataFrame({"A": [1, 2], "B": [3, 4]}) + + heatmap = HeatMapContinuous() + + chart = Table( + title="Heatmap Table", + data=df, + heatmap=heatmap, + ) + + assert isinstance(chart.heatmap, HeatMapContinuous) + + def test_serialize_table_with_heatmap(self): + df = pd.DataFrame({"A": [1, 2], "B": [3, 4]}) + + heatmap = HeatMapContinuous() + + chart = Table( + title="Serialize Heatmap", + data=df, + heatmap=heatmap, + ) + + serialized = chart.serialize_model() + visualize = serialized["metadata"]["visualize"] + + assert "heatmap" in visualize + assert visualize["heatmap"]["enabled"] is True + assert ( + visualize["legend"]["enabled"] is True + ) # legend should be enabled by default + + def test_legend_can_be_disabled(self): + df = pd.DataFrame({"A": [1, 2], "B": [3, 4]}) + + heatmap = HeatMapContinuous(legend=False) + + chart = Table( + title="Serialize Heatmap", + data=df, + heatmap=heatmap, + ) + + serialized = chart.serialize_model() + visualize = serialized["metadata"]["visualize"] + assert "heatmap" in visualize + assert visualize["heatmap"]["enabled"] is True + assert visualize["legend"]["enabled"] is False + + def test_set_custom_stops(self): + df = pd.DataFrame({"A": [1, 2], "B": [3, 4]}) + custom_stops = [None, 0.5, 1.2] + heatmap = HeatMapSteps(stops="custom", stop_count=3, custom_stops=custom_stops) + + chart = Table(title="Serialize Heatmap", data=df, heatmap=heatmap) + serialized = chart.serialize_model() + visualize = serialized["metadata"]["visualize"] + assert "heatmap" in visualize + assert visualize["heatmap"]["stopCount"] == 3 + assert visualize["heatmap"]["stops"] == "custom" + assert visualize["heatmap"]["mode"] == "discrete" + for stop in custom_stops: + assert stop in visualize["heatmap"]["customStops"] + + def test_disable_heatmap_on_individual_columns(self): + df = pd.DataFrame({"A": [1, 2], "B": [3, 4]}) + + heatmap = HeatMapContinuous() + + chart = Table( + title="Serialize Heatmap", + data=df, + heatmap=heatmap, + column_styles=[TableColumn(name="B", heatmap=False)], + ) + + serialized = chart.serialize_model() + visualize = serialized["metadata"]["visualize"] + columns = visualize.get("columns") + + assert "heatmap" in visualize + assert visualize["heatmap"]["enabled"] is True + assert columns["A"]["heatmap"]["enabled"] is True + assert columns["B"]["heatmap"]["enabled"] is False + + +class TestTableColumnFormat: + """Basic tests for column-format support.""" + + def test_serialize_column_format(self): + df = pd.DataFrame({"A": [1, 2]}) + + chart = Table( + title="Format Table", + data=df, + column_format=[ColumnFormat(column="A", type="number", number_prepend="$")], + ) + + serialized = chart.serialize_model() + fmt = serialized["metadata"]["data"]["column-format"] + + assert "A" in fmt + assert fmt["A"]["type"] == "number" + assert fmt["A"]["number-prepend"] == "$" + + +class TestTableMiniCharts: + """Basic tests for mini chart support in Table charts.""" + + def test_mini_chart_serialization_excludes_columns(self): + mini = MiniLine(columns=["A", "B"], type="line", height=20, stroke=2) + + serialized = mini.serialize_model() + + # Columns must NOT appear in serialized output + assert "columns" not in serialized + + # Other fields should appear + assert serialized["type"] == "line" + assert serialized["enabled"] is True + assert serialized["height"] == 20 + assert serialized["stroke"] == 2 + + def test_table_serializes_sparkline_to_each_column(self): + df = pd.DataFrame({"A": [1], "B": [2]}) + + mini = MiniLine(columns=["A", "B"], enabled=True, type="line") + + chart = Table( + title="Sparkline Table", + data=df, + mini_charts=[mini], + ) + + serialized = chart.serialize_model() + columns = serialized["metadata"]["visualize"]["columns"] + + # Both columns must have sparkline metadata + assert "sparkline" in columns["A"] + assert "sparkline" in columns["B"] + + assert columns["A"]["sparkline"]["type"] == "line" + assert columns["B"]["sparkline"]["type"] == "line" + + def test_deserialize_grouped_sparkline_into_single_mini_chart(self): + df = pd.DataFrame({"A": [1], "B": [2], "C": [3]}) + + chart = Table(title="Deserialize Mini", data=df) + + # Fake serialized metadata with identical sparkline configs + serialized = chart.serialize_model() + serialized["metadata"]["visualize"]["columns"] = { + "A": {"sparkline": {"enabled": True, "type": "line"}}, + "B": {"sparkline": {"enabled": True, "type": "line"}}, + "C": {"sparkline": {"enabled": True, "type": "line"}}, + } + + deserialized = Table.deserialize_model(serialized) + mini_charts = deserialized["mini_charts"] + # Should reconstruct ONE MiniLine + assert len(mini_charts) == 1 + mini = mini_charts[0] + + assert isinstance(mini, MiniLine) + assert mini.columns == ["A", "B", "C"] + + def test_deserialize_separate_sparklines_for_different_configs(self): + df = pd.DataFrame({"A": [1], "B": [2], "C": [3]}) + + chart = Table(title="Separate Mini", data=df) + + serialized = chart.serialize_model() + serialized["metadata"]["visualize"]["columns"] = { + "A": {"sparkline": {"enabled": True, "type": "line"}}, + "B": {"sparkline": {"enabled": True, "type": "columns"}}, + "C": {"sparkline": {"enabled": True, "type": "line"}}, + } + + deserialized = Table.deserialize_model(serialized) + mini_charts = deserialized["mini_charts"] + + # Expect 2 mini charts: + # - One MiniLine for A + C + # - One MiniColumn for B + assert len(mini_charts) == 2 + + line_chart = next(mc for mc in mini_charts if isinstance(mc, MiniLine)) + col_chart = next(mc for mc in mini_charts if isinstance(mc, MiniColumn)) + + assert sorted(line_chart.columns) == ["A", "C"] + assert col_chart.columns == ["B"] diff --git a/tests/samples/table/life_expectancy.csv b/tests/samples/table/life_expectancy.csv new file mode 100644 index 0000000..0902599 --- /dev/null +++ b/tests/samples/table/life_expectancy.csv @@ -0,0 +1,189 @@ +Country,1960,1961,1962,1963,1964,1965,1966,1967,1968,1969,1970,1971,1972,1973,1974,1975,1976,1977,1978,1979,1980,1981,1982,1983,1984,1985,1986,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,Increase between 1960 and 2016,Continent +:zw: Zimbabwe,51.6,51.9,52.3,52.7,53.0,53.3,53.6,54.0,54.3,54.6,54.9,55.3,55.6,55.9,56.3,56.7,57.2,57.7,58.3,58.8,59.4,59.9,60.4,60.7,61.0,61.0,60.8,60.4,59.8,59.0,57.9,56.7,55.3,53.9,52.3,50.8,49.3,48.0,46.7,45.6,44.8,44.3,44.1,44.2,44.6,45.3,46.3,47.7,49.3,51.1,53.0,54.8,56.5,58.1,59.4,60.4,61.2,9.6,Africa +:zm: Zambia,45.1,45.5,45.9,46.2,46.6,46.9,47.3,47.7,48.1,48.6,49.0,49.5,50.0,50.4,50.8,51.1,51.3,51.5,51.5,51.4,51.3,51.0,50.5,50.0,49.4,48.7,47.9,47.1,46.4,45.7,45.0,44.4,43.9,43.6,43.3,43.2,43.2,43.3,43.7,44.1,44.7,45.4,46.3,47.3,48.4,49.6,50.9,52.3,53.7,55.2,56.6,57.9,59.0,60.0,60.8,61.4,61.9,16.8,Africa +:za: South Africa,52.2,52.6,52.9,53.2,53.6,53.9,54.3,54.7,55.1,55.5,55.9,56.2,56.5,56.7,56.9,57.1,57.2,57.3,57.4,57.5,57.7,58.0,58.3,58.7,59.2,59.7,60.2,60.8,61.3,61.7,62.1,62.2,62.3,62.1,61.8,61.2,60.5,59.6,58.5,57.5,56.3,55.3,54.3,53.5,52.9,52.6,52.6,53.0,53.7,54.7,55.9,57.2,58.5,59.8,61.0,62.0,62.8,10.6,Africa +:ye: Yemen,34.4,34.5,34.7,35.2,35.8,36.6,37.5,38.4,39.4,40.3,41.2,42.0,42.9,43.8,44.7,45.6,46.6,47.6,48.6,49.6,50.6,51.6,52.6,53.5,54.3,55.1,55.8,56.5,57.0,57.5,57.9,58.2,58.5,58.8,59.0,59.3,59.5,59.7,59.9,60.2,60.4,60.6,60.9,61.2,61.5,61.9,62.2,62.6,62.9,63.2,63.5,63.8,64.0,64.3,64.5,64.7,65.0,30.6,Asia +:ws: Samoa,49.7,50.2,50.8,51.3,51.8,52.3,52.8,53.3,53.8,54.3,54.8,55.3,55.8,56.3,56.8,57.3,57.8,58.3,58.8,59.3,59.8,60.3,60.8,61.3,61.8,62.3,62.8,63.3,63.8,64.3,64.9,65.4,65.9,66.4,66.9,67.4,67.8,68.2,68.6,69.0,69.3,69.6,70.0,70.3,70.7,71.1,71.5,71.9,72.3,72.7,73.1,73.5,73.9,74.2,74.5,74.8,75.0,25.3,Oceania +:vu: Vanuatu,46.4,47.0,47.6,48.3,48.9,49.5,50.0,50.6,51.2,51.8,52.4,52.9,53.5,54.1,54.7,55.3,55.9,56.5,57.1,57.7,58.3,58.9,59.5,60.0,60.5,60.9,61.3,61.8,62.2,62.6,63.1,63.5,64.0,64.4,64.9,65.3,65.8,66.2,66.6,67.0,67.4,67.8,68.2,68.5,68.9,69.2,69.5,69.9,70.2,70.4,70.7,71.0,71.2,71.5,71.7,71.9,72.1,25.7,Oceania +:vn: Vietnam,59.0,59.7,60.4,61.0,61.6,62.0,62.0,61.8,61.2,60.4,59.6,59.0,58.8,59.2,60.1,61.5,63.0,64.6,65.9,66.9,67.6,68.0,68.2,68.5,68.7,69.0,69.3,69.6,69.9,70.2,70.5,70.8,71.1,71.4,71.7,72.0,72.2,72.5,72.8,73.0,73.3,73.5,73.7,73.9,74.1,74.3,74.4,74.6,74.8,74.9,75.1,75.3,75.5,75.7,75.9,76.1,76.3,17.2,Asia +:vi: Virgin Islands (U.S.),66.2,66.5,66.7,67.0,67.3,67.5,67.8,68.1,68.4,68.7,69.1,69.4,69.6,69.9,70.2,70.5,70.8,71.0,71.2,71.5,71.7,71.9,72.2,72.4,72.7,72.9,73.2,73.5,73.7,74.0,74.2,74.5,74.7,75.0,75.3,75.5,75.8,76.0,76.2,76.5,76.6,77.7,77.6,77.6,77.9,77.4,78.5,76.9,77.3,77.6,78.0,78.4,78.7,78.9,79.0,79.2,79.3,13.0,North America +:ve: Venezuela,59.3,59.8,60.4,60.9,61.5,62.0,62.5,63.1,63.6,64.1,64.6,65.0,65.5,65.9,66.3,66.6,67.0,67.3,67.6,67.8,68.1,68.4,68.6,68.8,69.0,69.1,69.3,69.4,69.5,69.7,69.8,70.0,70.2,70.4,70.6,70.9,71.2,71.5,71.8,72.0,72.3,72.5,72.7,72.9,73.0,73.1,73.2,73.3,73.4,73.5,73.6,73.7,73.9,74.0,74.2,74.4,74.5,15.3,South America +:vc: St. Vincent and the Grenadines,58.0,59.1,60.2,61.1,62.0,62.7,63.3,63.8,64.3,64.7,65.1,65.4,65.7,65.9,66.1,66.3,66.5,66.7,66.9,67.2,67.5,67.9,68.2,68.5,68.8,69.1,69.3,69.5,69.8,70.0,70.1,70.3,70.4,70.5,70.6,70.6,70.6,70.6,70.6,70.6,70.6,70.6,70.7,70.8,71.0,71.2,71.4,71.7,71.9,72.1,72.3,72.5,72.7,72.8,72.9,73.1,73.2,15.1,North America +:uz: Uzbekistan,58.8,59.2,59.6,60.0,60.3,60.7,61.1,61.4,61.8,62.1,62.4,62.7,62.9,63.1,63.3,63.5,63.7,63.9,64.2,64.4,64.6,64.9,65.2,65.5,65.8,66.1,66.3,66.4,66.5,66.5,66.5,66.4,66.4,66.3,66.3,66.4,66.5,66.6,66.8,67.0,67.2,67.4,67.6,67.8,68.1,68.4,68.7,69.0,69.3,69.7,70.0,70.3,70.6,70.8,71.0,71.2,71.3,12.5,Asia +:uy: Uruguay,67.8,68.0,68.2,68.3,68.5,68.5,68.6,68.6,68.6,68.6,68.6,68.7,68.7,68.8,68.9,69.1,69.3,69.5,69.7,70.0,70.3,70.5,70.8,71.1,71.3,71.6,71.8,72.0,72.2,72.4,72.6,72.8,73.0,73.2,73.4,73.6,73.9,74.1,74.3,74.6,74.8,75.0,75.2,75.4,75.6,75.8,76.0,76.1,76.3,76.4,76.6,76.7,76.9,77.0,77.2,77.3,77.5,9.7,South America +:us: United States,69.8,70.3,70.1,69.9,70.2,70.2,70.2,70.6,70.0,70.5,70.8,71.1,71.2,71.4,72.0,72.6,72.9,73.3,73.4,73.8,73.6,74.0,74.4,74.5,74.6,74.6,74.6,74.8,74.8,75.0,75.2,75.4,75.6,75.4,75.6,75.6,76.0,76.4,76.6,76.6,76.6,76.8,76.9,77.0,77.5,77.5,77.7,78.0,78.0,78.4,78.5,78.6,78.7,78.7,78.8,78.7,78.7,8.9,North America +:ug: Uganda,44.0,44.6,45.2,45.7,46.3,46.9,47.4,47.9,48.3,48.6,48.8,49.0,49.1,49.2,49.3,49.3,49.4,49.4,49.4,49.4,49.4,49.3,49.1,48.8,48.5,48.1,47.6,47.1,46.5,46.0,45.5,45.1,44.7,44.4,44.2,44.2,44.4,44.8,45.4,46.2,47.1,48.1,49.2,50.4,51.5,52.6,53.7,54.7,55.6,56.4,57.2,57.8,58.3,58.8,59.2,59.6,59.9,15.9,Africa +:ua: Ukraine,68.3,68.8,69.1,69.5,69.7,69.9,70.1,70.2,70.2,70.2,70.2,70.2,70.1,70.0,69.8,69.6,69.4,69.3,69.1,68.9,68.8,68.8,68.9,69.1,69.3,69.6,69.8,70.5,70.5,70.5,70.1,68.9,69.1,68.5,67.8,67.1,66.9,67.3,68.0,68.2,67.9,68.3,68.3,68.2,68.2,68.0,68.1,68.2,68.3,69.2,70.3,70.8,70.9,71.2,71.2,71.2,71.5,3.2,Europe +:tz: Tanzania,43.7,43.9,44.2,44.5,44.7,45.0,45.3,45.7,46.0,46.3,46.7,47.1,47.5,48.0,48.4,48.9,49.3,49.7,50.0,50.2,50.4,50.6,50.7,50.8,50.9,50.9,50.9,50.8,50.7,50.4,50.2,50.0,49.7,49.5,49.4,49.5,49.6,49.9,50.3,50.8,51.5,52.3,53.2,54.1,55.2,56.2,57.2,58.2,59.2,60.0,60.9,61.7,62.5,63.3,64.2,65.0,65.7,22.0,Africa +:tt: Trinidad and Tobago,62.6,63.2,63.7,64.1,64.4,64.6,64.7,64.8,64.9,65.0,65.1,65.2,65.4,65.6,65.8,66.1,66.3,66.5,66.7,66.9,67.0,67.1,67.2,67.3,67.4,67.5,67.6,67.7,67.8,67.9,68.0,68.1,68.2,68.2,68.3,68.3,68.4,68.4,68.5,68.5,68.5,68.6,68.6,68.7,68.8,68.9,69.1,69.2,69.4,69.6,69.8,69.9,70.1,70.3,70.4,70.6,70.7,8.0,South America +:tr: Turkey,45.4,46.1,46.8,47.6,48.3,49.0,49.7,50.4,51.1,51.7,52.3,52.9,53.5,54.1,54.7,55.4,56.0,56.7,57.4,58.0,58.7,59.3,59.9,60.5,61.1,61.7,62.2,62.8,63.3,63.8,64.3,64.8,65.3,65.8,66.4,67.0,67.6,68.2,68.8,69.4,70.0,70.6,71.1,71.6,72.1,72.5,72.9,73.2,73.5,73.9,74.2,74.4,74.7,75.0,75.2,75.5,75.8,30.4,Asia +:to: Tonga,61.4,61.8,62.1,62.5,62.8,63.2,63.5,63.9,64.2,64.6,64.9,65.2,65.5,65.8,66.0,66.3,66.5,66.8,67.0,67.2,67.5,67.7,68.0,68.2,68.5,68.7,68.9,69.1,69.3,69.5,69.6,69.7,69.8,69.9,70.1,70.2,70.3,70.4,70.5,70.7,70.8,70.9,71.1,71.2,71.4,71.5,71.6,71.8,71.9,72.0,72.2,72.3,72.4,72.6,72.7,72.9,73.0,11.6,Oceania +:tn: Tunisia,42.0,42.7,43.4,44.1,44.9,45.8,46.8,47.8,48.9,50.0,51.1,52.3,53.5,54.6,55.7,56.8,57.9,58.9,60.0,61.0,62.0,62.9,63.8,64.5,65.2,65.8,66.4,67.0,67.6,68.2,68.8,69.4,70.0,70.5,71.0,71.5,71.9,72.3,72.6,72.9,73.2,73.4,73.6,73.8,74.0,74.2,74.4,74.5,74.6,74.7,74.8,74.9,75.0,75.2,75.3,75.5,75.7,33.7,Africa +:tm: Turkmenistan,54.5,54.9,55.3,55.8,56.2,56.6,57.0,57.4,57.8,58.1,58.5,58.8,59.0,59.3,59.5,59.7,59.9,60.2,60.4,60.7,61.0,61.3,61.6,61.9,62.2,62.4,62.6,62.7,62.8,62.8,62.8,62.8,62.8,62.8,62.8,62.9,63.0,63.1,63.2,63.4,63.6,63.8,64.1,64.4,64.7,65.0,65.4,65.7,66.0,66.4,66.7,66.9,67.2,67.4,67.6,67.7,67.8,13.4,Asia +:tl: Timor-Leste,33.7,34.2,34.7,35.2,35.7,36.3,36.9,37.6,38.3,39.0,39.5,39.6,39.1,38.1,36.7,35.1,33.7,32.8,32.6,33.2,34.4,36.2,38.2,40.1,41.9,43.5,44.7,45.8,46.8,47.6,48.5,49.3,50.3,51.3,52.5,53.7,55.0,56.2,57.3,58.4,59.4,60.3,61.3,62.2,63.2,64.2,65.1,65.8,66.5,67.0,67.3,67.6,67.8,68.0,68.3,68.6,68.9,35.2,Asia +:tj: Tajikistan,56.2,56.6,57.0,57.4,57.8,58.3,58.7,59.1,59.4,59.8,60.1,60.4,60.7,61.0,61.2,61.5,61.7,62.0,62.2,62.4,62.7,62.9,63.2,63.4,63.7,63.9,63.9,63.9,63.7,63.5,63.1,62.9,62.7,62.7,62.9,63.2,63.6,64.1,64.6,65.1,65.5,65.9,66.3,66.7,67.2,67.6,68.1,68.5,68.9,69.3,69.6,70.0,70.2,70.5,70.7,70.9,71.1,14.9,Asia +:th: Thailand,54.7,55.2,55.7,56.2,56.7,57.1,57.6,58.0,58.4,58.9,59.4,59.9,60.4,60.9,61.5,62.0,62.5,63.0,63.5,63.9,64.4,65.0,65.6,66.4,67.1,67.9,68.6,69.3,69.7,70.1,70.3,70.3,70.3,70.2,70.2,70.2,70.2,70.3,70.3,70.5,70.6,70.8,71.1,71.4,71.8,72.1,72.5,72.9,73.3,73.6,73.9,74.2,74.4,74.7,74.9,75.1,75.3,20.6,Asia +:tg: Togo,40.3,40.9,41.6,42.2,42.8,43.5,44.1,44.7,45.3,46.0,46.6,47.2,47.8,48.4,49.0,49.5,50.1,50.7,51.2,51.8,52.3,52.9,53.4,53.8,54.3,54.7,55.0,55.3,55.6,55.8,55.9,55.9,55.7,55.5,55.1,54.8,54.4,54.0,53.7,53.5,53.5,53.6,53.7,53.9,54.2,54.6,55.0,55.6,56.2,56.8,57.5,58.1,58.7,59.2,59.6,59.9,60.2,19.9,Africa +:td: Chad,38.0,38.3,38.5,38.8,39.1,39.3,39.7,40.0,40.4,40.9,41.3,41.8,42.2,42.6,43.0,43.3,43.6,43.9,44.2,44.4,44.7,45.0,45.3,45.6,45.8,46.1,46.3,46.5,46.7,46.8,47.0,47.1,47.1,47.2,47.3,47.4,47.5,47.6,47.6,47.6,47.6,47.6,47.6,47.7,47.8,48.1,48.3,48.7,49.2,49.7,50.2,50.8,51.3,51.8,52.2,52.6,52.9,14.9,Africa +:sz: Eswatini,44.3,44.6,44.9,45.2,45.4,45.8,46.1,46.5,47.0,47.5,48.0,48.6,49.2,49.8,50.4,51.1,51.7,52.3,53.0,53.6,54.3,55.1,55.9,56.7,57.5,58.2,58.9,59.5,60.0,60.3,60.4,60.2,59.6,58.8,57.8,56.5,54.9,53.3,51.6,50.0,48.5,47.4,46.5,46.0,45.9,46.2,46.8,47.8,49.0,50.3,51.6,52.9,54.2,55.3,56.3,57.1,57.8,13.5,Africa +:sy: Syrian Arab Republic,52.0,52.6,53.2,53.8,54.4,55.1,55.8,56.5,57.3,58.0,58.8,59.6,60.4,61.1,61.9,62.6,63.3,63.9,64.6,65.2,65.8,66.4,66.9,67.5,68.0,68.5,69.0,69.4,69.8,70.2,70.6,70.9,71.2,71.4,71.7,72.0,72.2,72.4,72.7,72.9,73.1,73.4,73.7,74.0,74.3,74.4,74.4,74.2,73.6,72.9,72.1,71.3,70.5,70.0,69.8,69.9,70.3,18.3,Asia +:sv: El Salvador,50.0,50.6,51.3,51.8,52.4,52.9,53.3,53.8,54.2,54.6,55.0,55.3,55.6,55.8,55.9,56.0,56.1,56.1,56.2,56.2,56.4,56.6,57.0,57.6,58.3,59.1,60.0,61.0,62.0,63.0,64.0,64.9,65.6,66.3,66.8,67.3,67.6,68.0,68.3,68.5,68.8,69.1,69.4,69.7,70.0,70.4,70.7,71.0,71.3,71.6,71.9,72.2,72.5,72.8,73.0,73.3,73.5,23.5,North America +:st: Sao Tome and Principe,50.4,50.9,51.5,52.1,52.6,53.1,53.6,54.2,54.7,55.3,55.9,56.5,57.1,57.8,58.4,59.0,59.5,59.9,60.2,60.4,60.6,60.6,60.7,60.8,60.8,61.0,61.1,61.3,61.5,61.6,61.8,62.0,62.1,62.3,62.5,62.6,62.8,62.9,63.0,63.2,63.3,63.5,63.8,64.0,64.3,64.6,65.0,65.2,65.5,65.7,65.9,66.0,66.1,66.2,66.4,66.5,66.6,16.3,Africa +:ss: South Sudan,31.7,32.1,32.6,33.0,33.4,33.8,34.2,34.7,35.1,35.4,35.8,36.2,36.6,37.0,37.4,37.8,38.1,38.4,38.7,38.9,39.0,39.2,39.4,39.7,40.0,40.4,40.9,41.5,42.1,42.8,43.5,44.2,44.9,45.6,46.3,46.9,47.4,47.9,48.4,48.8,49.2,49.6,50.0,50.4,50.8,51.2,51.6,52.1,52.6,53.1,53.7,54.2,54.8,55.3,55.8,56.3,56.8,25.1,Africa +:sr: Suriname,59.7,60.0,60.4,60.7,61.1,61.5,61.9,62.2,62.6,62.9,63.3,63.6,63.8,64.1,64.3,64.6,64.8,65.1,65.3,65.6,65.9,66.1,66.4,66.6,66.8,66.9,67.0,67.1,67.2,67.3,67.4,67.5,67.6,67.6,67.7,67.7,67.8,67.8,67.8,67.8,67.8,67.9,68.1,68.2,68.5,68.8,69.1,69.4,69.7,70.1,70.3,70.6,70.8,71.0,71.1,71.3,71.4,11.7,South America +:so: Somalia,37.0,37.4,37.8,38.2,38.6,39.0,39.4,39.8,40.2,40.6,41.0,41.3,41.7,42.1,42.5,42.9,43.3,43.6,44.0,44.4,44.7,45.1,45.4,45.7,46.0,46.1,46.2,46.1,45.9,45.6,45.4,45.3,45.4,45.7,46.3,47.1,48.1,49.0,49.8,50.4,50.9,51.2,51.5,51.8,52.0,52.3,52.7,53.0,53.3,53.7,54.0,54.3,54.7,55.1,55.5,55.9,56.3,19.3,Africa +:sn: Senegal,38.2,38.4,38.5,38.5,38.4,38.4,38.4,38.4,38.6,38.8,39.2,39.8,40.6,41.4,42.4,43.5,44.6,45.8,46.9,47.9,48.9,49.9,50.9,51.9,52.9,53.9,54.8,55.6,56.3,56.8,57.2,57.4,57.5,57.5,57.5,57.4,57.3,57.3,57.4,57.5,57.8,58.2,58.7,59.2,59.9,60.5,61.3,62.0,62.8,63.5,64.2,64.8,65.4,65.9,66.4,66.8,67.1,28.9,Africa +:sl: Sierra Leone,30.4,30.6,30.8,31.0,31.3,31.6,32.0,32.5,33.1,33.8,34.6,35.4,36.3,37.1,37.8,38.5,39.0,39.6,40.0,40.4,40.6,40.8,40.9,40.8,40.6,40.3,39.9,39.3,38.7,38.0,37.3,36.7,36.2,35.9,35.7,35.7,36.0,36.4,37.1,37.8,38.7,39.7,40.7,41.7,42.7,43.6,44.6,45.5,46.4,47.3,48.2,49.0,49.8,50.4,51.0,51.4,51.8,21.5,Africa +:sk: Slovakia,69.9,70.3,70.5,70.6,70.6,70.6,70.5,70.4,70.3,70.2,70.1,70.1,70.1,70.1,70.2,70.2,70.3,70.4,70.5,70.5,70.4,70.6,70.7,70.5,70.8,70.7,71.0,71.1,71.2,71.0,70.9,70.9,71.8,72.4,72.3,72.3,72.7,72.7,72.6,72.9,73.1,73.4,73.6,73.6,74.0,73.9,74.2,74.2,74.7,74.9,75.1,76.0,76.1,76.4,76.8,76.6,76.6,6.6,Europe +:si: Slovenia,69.0,69.0,69.0,68.6,68.7,68.4,69.0,69.4,68.9,68.4,68.6,68.8,69.1,69.4,70.2,70.4,70.3,70.6,70.7,70.9,71.1,71.2,71.1,70.5,70.9,71.4,71.8,72.0,72.4,72.7,73.2,73.4,73.3,73.3,73.4,74.0,74.5,74.7,74.8,75.0,75.4,75.8,76.0,76.9,77.2,77.6,78.1,78.6,78.8,79.0,79.4,80.0,80.1,80.3,81.1,80.8,80.8,11.8,Europe +:sg: Singapore,65.7,66.1,66.4,66.7,66.9,67.1,67.3,67.4,67.7,68.0,68.3,68.7,69.0,69.4,69.8,70.2,70.6,71.0,71.3,71.7,72.2,72.6,72.7,73.0,73.3,73.9,74.2,74.5,74.7,74.9,75.3,75.6,75.9,76.0,76.2,76.3,76.6,76.9,77.3,77.6,78.0,78.3,78.6,79.0,79.5,80.0,80.1,80.4,80.8,81.2,81.5,81.7,82.0,82.2,82.5,82.7,82.8,17.1,Asia +:se: Sweden,73.0,73.5,73.4,73.6,73.7,73.9,74.1,74.1,74.0,74.1,74.6,74.6,74.7,74.9,75.0,75.0,75.0,75.4,75.5,75.5,75.7,76.0,76.3,76.6,76.8,76.7,76.9,77.1,77.0,77.7,77.5,77.7,78.0,78.1,78.7,78.7,79.0,79.2,79.3,79.4,79.6,79.8,79.8,80.1,80.5,80.5,80.7,80.9,81.1,81.4,81.5,81.8,81.7,82.0,82.3,82.2,82.2,9.2,Europe +:sd: Sudan,48.2,48.6,49.0,49.4,49.9,50.3,50.7,51.1,51.5,51.9,52.2,52.6,52.9,53.2,53.4,53.6,53.8,53.9,54.1,54.2,54.3,54.3,54.4,54.5,54.6,54.8,54.9,55.0,55.2,55.3,55.5,55.7,55.9,56.1,56.4,56.7,57.0,57.4,57.7,58.1,58.4,58.8,59.2,59.6,60.0,60.4,60.9,61.3,61.7,62.2,62.6,63.0,63.4,63.7,64.0,64.3,64.5,16.3,Africa +:sb: Solomon Islands,49.2,49.7,50.2,50.7,51.2,51.7,52.2,52.7,53.2,53.7,54.3,54.8,55.3,55.9,56.4,56.9,57.4,57.9,58.3,58.6,58.8,58.8,58.6,58.2,57.7,57.2,56.7,56.3,56.2,56.3,56.6,57.2,57.8,58.5,59.2,59.8,60.5,61.1,61.8,62.4,63.1,63.7,64.4,65.0,65.5,66.1,66.6,67.1,67.6,68.1,68.6,69.0,69.4,69.8,70.1,70.4,70.7,21.6,Oceania +:sa: Saudi Arabia,45.6,46.1,46.7,47.2,47.8,48.4,49.1,49.9,50.7,51.7,52.7,53.8,54.9,56.0,57.1,58.2,59.3,60.3,61.3,62.2,63.0,63.8,64.6,65.3,65.9,66.5,67.1,67.6,68.1,68.6,69.0,69.4,69.8,70.2,70.6,70.9,71.3,71.6,71.9,72.2,72.4,72.7,72.8,72.9,73.0,73.1,73.2,73.2,73.3,73.4,73.6,73.7,73.9,74.1,74.2,74.4,74.6,28.9,Asia +:rw: Rwanda,42.3,42.6,42.9,43.2,43.4,43.7,43.8,44.0,44.1,44.2,44.3,44.4,44.5,44.6,44.7,44.9,45.3,45.8,46.5,47.2,48.1,49.0,49.9,50.7,51.2,50.9,49.6,47.0,43.3,38.8,34.2,30.4,28.1,27.6,29.0,32.0,35.9,40.0,43.6,46.4,48.4,49.8,51.0,52.3,53.8,55.4,57.2,59.0,60.6,62.0,63.1,64.1,64.9,65.6,66.2,66.7,67.1,24.8,Africa +:ru: Russia,66.1,66.6,67.0,67.3,67.6,67.7,67.8,67.9,67.9,67.9,68.1,68.4,68.3,68.3,68.3,67.7,67.5,67.4,67.4,67.1,67.0,67.3,67.8,67.7,67.2,67.9,69.4,69.4,69.5,69.2,68.9,68.5,66.9,64.9,64.5,64.7,65.9,66.7,67.0,66.0,65.5,65.4,65.1,65.0,65.5,65.5,66.7,67.6,67.9,68.7,68.8,69.7,70.1,70.6,70.7,71.2,71.6,5.5,Europe +:ro: Romania,65.6,66.4,67.0,67.4,67.7,67.7,67.7,67.6,67.7,67.8,68.1,68.5,68.5,69.0,69.5,69.6,69.7,69.7,69.5,69.2,69.1,69.4,69.5,69.7,69.7,69.7,69.5,69.2,69.4,69.5,69.7,69.8,69.8,69.6,69.5,69.5,69.1,69.0,69.8,70.5,71.2,71.2,71.0,71.3,71.6,71.9,72.2,72.6,72.6,73.3,73.5,74.4,74.4,75.1,75.0,75.0,75.0,9.4,Europe +:qa: Qatar,61.1,61.8,62.6,63.4,64.1,64.8,65.6,66.3,67.0,67.7,68.3,68.9,69.5,70.0,70.4,70.9,71.3,71.6,72.0,72.3,72.6,73.0,73.2,73.5,73.8,74.0,74.2,74.4,74.6,74.8,75.0,75.1,75.3,75.4,75.6,75.7,75.8,75.9,76.0,76.2,76.3,76.4,76.5,76.6,76.7,76.8,76.8,76.9,77.0,77.2,77.3,77.4,77.6,77.7,77.9,78.0,78.2,17.1,Asia +:py: Paraguay,63.9,64.1,64.3,64.5,64.6,64.8,64.9,65.0,65.2,65.3,65.5,65.7,65.8,66.0,66.1,66.2,66.4,66.5,66.6,66.7,66.8,66.9,67.0,67.1,67.2,67.3,67.4,67.5,67.7,67.8,68.0,68.2,68.4,68.5,68.7,68.9,69.1,69.3,69.6,69.8,70.1,70.3,70.6,70.8,71.1,71.3,71.5,71.7,71.9,72.1,72.3,72.5,72.6,72.8,72.9,73.0,73.1,9.2,South America +:pt: Portugal,62.8,63.3,63.7,64.1,64.6,65.0,65.4,65.8,66.2,66.6,67.1,66.8,68.3,67.5,68.0,68.3,68.9,70.0,70.3,71.2,71.2,71.6,72.4,72.3,72.5,72.8,73.3,73.7,73.7,74.3,74.0,74.0,74.3,74.5,74.9,75.3,75.3,75.4,75.7,76.0,76.3,76.8,77.1,77.2,77.7,78.1,78.4,78.3,78.5,78.7,79.0,80.5,80.4,80.7,81.1,81.1,81.1,18.3,Europe +:pr: Puerto Rico,68.7,68.9,69.1,69.4,69.6,69.9,70.2,70.5,70.9,71.2,71.5,71.9,72.2,72.5,72.7,73.0,73.2,73.4,73.5,73.6,73.7,73.8,73.9,74.0,74.2,74.3,74.4,74.4,74.4,74.3,74.2,74.0,73.9,73.9,74.0,74.1,74.4,74.7,75.0,75.4,76.7,77.1,77.8,78.1,78.2,78.3,78.4,78.4,77.9,78.1,78.4,78.7,78.9,79.2,79.4,79.6,79.8,11.1,North America +:pl: Poland,67.7,67.8,67.4,68.4,68.6,69.4,69.8,69.4,70.2,69.7,69.9,69.6,70.7,70.7,71.1,70.6,70.7,70.4,70.4,70.8,70.1,71.1,71.1,71.0,70.8,70.5,70.8,70.9,71.3,71.0,70.9,70.6,71.1,71.6,71.7,71.9,72.2,72.6,73.0,73.0,73.7,74.2,74.5,74.6,74.8,75.0,75.1,75.2,75.5,75.7,76.2,76.7,76.7,77.0,77.6,77.5,77.5,9.8,Europe +:pk: Pakistan,45.3,46.2,47.1,47.9,48.7,49.5,50.3,51.0,51.6,52.2,52.8,53.4,53.9,54.4,54.8,55.2,55.6,56.0,56.3,56.6,57.0,57.3,57.6,57.9,58.2,58.5,58.9,59.2,59.5,59.8,60.1,60.3,60.6,60.9,61.2,61.4,61.7,62.0,62.2,62.5,62.7,63.0,63.2,63.4,63.6,63.8,64.1,64.3,64.6,64.8,65.1,65.4,65.7,65.9,66.1,66.3,66.5,21.2,Asia +:ph: Philippines,57.9,58.2,58.5,58.8,59.1,59.4,59.7,60.0,60.3,60.6,60.8,61.1,61.2,61.4,61.5,61.5,61.6,61.7,61.8,61.9,62.2,62.4,62.7,63.1,63.4,63.8,64.1,64.5,64.8,65.0,65.3,65.5,65.7,65.9,66.1,66.3,66.5,66.7,66.9,67.0,67.2,67.3,67.4,67.6,67.7,67.8,67.9,68.0,68.1,68.2,68.3,68.4,68.6,68.7,68.8,69.0,69.1,11.2,Asia +:pg: Papua New Guinea,41.9,42.4,42.9,43.5,44.1,44.9,45.6,46.4,47.1,47.8,48.5,49.2,49.8,50.5,51.2,51.9,52.7,53.4,54.2,54.9,55.6,56.2,56.8,57.2,57.5,57.7,57.9,58.1,58.3,58.6,58.9,59.2,59.5,59.8,60.1,60.4,60.7,61.0,61.3,61.5,61.8,62.1,62.5,62.8,63.1,63.4,63.7,64.0,64.2,64.5,64.6,64.8,64.9,65.1,65.2,65.4,65.5,23.7,Oceania +:pf: French Polynesia,56.3,56.7,57.1,57.5,57.8,58.2,58.7,59.1,59.5,59.8,60.2,60.5,60.8,61.1,61.5,61.8,62.2,62.7,63.3,63.9,64.6,65.2,65.8,66.4,66.9,67.3,67.6,67.9,68.1,68.4,68.7,69.0,69.3,69.7,70.0,70.4,70.8,71.2,71.6,72.0,72.3,72.7,73.0,73.4,73.8,74.1,74.5,74.8,75.1,75.4,75.6,75.9,76.1,76.3,76.4,76.6,76.8,20.5,Oceania +:pe: Peru,47.7,48.2,48.8,49.2,49.7,50.2,50.7,51.3,52.0,52.7,53.5,54.2,55.0,55.8,56.5,57.1,57.7,58.3,58.9,59.5,60.1,60.7,61.3,61.8,62.4,63.0,63.5,64.0,64.5,65.0,65.5,66.0,66.5,67.0,67.5,68.0,68.5,69.0,69.5,70.0,70.5,71.0,71.4,71.8,72.1,72.5,72.8,73.0,73.3,73.5,73.7,73.9,74.1,74.3,74.5,74.7,75.0,27.3,South America +:pa: Panama,60.9,61.4,61.9,62.4,62.8,63.3,63.7,64.2,64.6,65.1,65.5,66.0,66.5,67.0,67.5,68.0,68.5,69.0,69.4,69.8,70.2,70.5,70.9,71.2,71.5,71.7,72.0,72.3,72.5,72.8,73.0,73.2,73.4,73.7,73.9,74.1,74.3,74.5,74.7,74.9,75.1,75.3,75.4,75.6,75.8,75.9,76.1,76.3,76.5,76.6,76.8,77.0,77.2,77.4,77.6,77.8,78.0,17.1,North America +:om: Oman,42.7,43.5,44.3,45.1,45.9,46.7,47.4,48.1,48.9,49.6,50.3,51.1,51.9,52.8,53.8,54.8,55.8,56.8,57.8,58.8,59.8,60.7,61.5,62.4,63.2,63.9,64.6,65.3,66.0,66.6,67.2,67.7,68.3,68.8,69.3,69.8,70.3,70.7,71.2,71.7,72.1,72.6,73.0,73.4,73.9,74.2,74.6,74.9,75.2,75.5,75.7,75.9,76.1,76.4,76.6,76.8,77.0,34.4,Asia +:nz: New Zealand,71.2,71.0,71.2,71.3,71.3,71.2,71.1,71.5,71.1,71.5,71.3,71.8,71.8,71.7,71.9,72.2,72.4,72.2,73.0,73.1,72.8,73.6,73.7,73.8,74.4,73.8,74.1,74.2,74.4,74.8,75.4,76.0,76.1,76.4,76.9,76.7,76.8,77.3,78.1,77.9,78.6,78.7,78.8,79.1,79.5,79.9,80.0,80.2,80.4,80.7,80.7,80.9,81.2,81.4,81.4,81.5,81.6,10.4,Oceania +:np: Nepal,35.2,35.6,36.0,36.5,37.0,37.5,38.1,38.7,39.3,39.9,40.5,41.1,41.7,42.3,42.9,43.4,44.0,44.6,45.3,45.9,46.6,47.2,48.0,48.7,49.4,50.2,50.9,51.7,52.6,53.4,54.3,55.1,56.0,56.9,57.7,58.5,59.3,60.1,60.9,61.7,62.4,63.1,63.7,64.4,65.0,65.5,66.1,66.6,67.0,67.5,67.9,68.3,68.7,69.1,69.5,69.9,70.3,35.1,Asia +:no: Norway,73.5,73.6,73.4,73.1,73.6,73.7,74.0,74.1,73.9,73.7,74.1,74.2,74.3,74.4,74.8,74.8,75.0,75.4,75.4,75.4,75.7,75.9,76.0,76.1,76.2,75.9,76.2,76.1,76.2,76.5,76.5,77.0,77.2,77.2,77.7,77.7,78.2,78.1,78.3,78.3,78.6,78.8,79.0,79.4,79.8,80.0,80.3,80.4,80.6,80.8,81.0,81.3,81.5,81.8,82.1,82.3,82.5,9.0,Europe +:nl: Netherlands,73.4,73.7,73.3,73.3,73.7,73.6,73.5,73.8,73.6,73.5,73.6,73.8,73.7,74.1,74.5,74.5,74.6,75.2,75.1,75.6,75.7,75.9,76.0,76.2,76.2,76.3,76.3,76.7,76.9,76.7,76.9,77.0,77.2,76.9,77.4,77.4,77.4,77.8,77.9,77.8,78.0,78.2,78.3,78.5,79.1,79.3,79.7,80.1,80.3,80.5,80.7,81.2,81.1,81.3,81.7,81.5,81.5,8.1,Europe +:ni: Nicaragua,47.0,47.7,48.3,49.0,49.6,50.3,51.0,51.7,52.3,53.0,53.7,54.3,54.9,55.5,56.1,56.5,57.0,57.4,57.8,58.1,58.5,58.9,59.3,59.7,60.2,60.7,61.3,61.9,62.6,63.4,64.2,64.9,65.6,66.3,66.9,67.4,67.9,68.3,68.8,69.3,69.7,70.2,70.7,71.1,71.5,71.9,72.3,72.7,73.0,73.4,73.7,74.0,74.3,74.6,74.9,75.1,75.4,28.4,North America +:ng: Nigeria,37.0,37.4,37.9,38.3,38.7,39.1,39.4,39.8,40.2,40.6,41.0,41.4,41.8,42.3,42.7,43.2,43.6,44.1,44.5,45.0,45.3,45.6,45.9,46.0,46.1,46.1,46.1,46.0,46.0,45.9,45.9,45.9,45.9,45.8,45.8,45.9,45.9,45.9,46.0,46.1,46.3,46.5,46.8,47.2,47.7,48.2,48.8,49.4,49.9,50.4,50.8,51.3,51.7,52.1,52.5,53.0,53.4,16.5,Africa +:ne: Niger,35.0,35.1,35.2,35.3,35.4,35.4,35.5,35.6,35.7,35.8,35.9,36.0,36.2,36.4,36.6,36.9,37.2,37.6,38.0,38.5,39.0,39.5,39.9,40.4,40.8,41.2,41.7,42.1,42.5,43.0,43.5,44.1,44.7,45.3,46.0,46.7,47.3,48.0,48.6,49.3,49.9,50.5,51.1,51.8,52.4,53.1,53.8,54.6,55.4,56.1,56.8,57.5,58.2,58.7,59.2,59.7,60.1,25.0,Africa +:nc: New Caledonia,58.6,59.0,59.4,59.9,60.3,60.8,61.2,61.7,62.1,62.6,63.0,63.5,63.9,64.4,64.8,65.3,65.7,66.2,66.3,66.4,66.6,66.7,66.9,68.6,68.1,68.8,69.1,69.4,69.5,69.1,70.5,70.4,71.6,71.7,70.7,72.0,72.0,71.7,74.4,73.9,75.2,74.8,75.1,75.3,75.5,75.7,76.1,76.5,76.7,77.0,77.3,76.6,77.1,77.2,77.3,77.2,77.0,18.3,Oceania +:na: Namibia,46.9,47.5,48.1,48.7,49.3,49.9,50.4,50.9,51.4,51.9,52.3,52.8,53.4,53.9,54.5,55.1,55.7,56.2,56.7,57.1,57.5,57.9,58.3,58.7,59.1,59.6,60.1,60.5,61.0,61.3,61.5,61.6,61.5,61.2,60.8,60.2,59.4,58.5,57.5,56.5,55.6,54.8,54.1,53.7,53.5,53.6,54.0,54.7,55.7,56.9,58.2,59.5,60.8,62.0,63.0,63.8,64.4,17.5,Africa +:mz: Mozambique,35.0,35.5,35.9,36.4,36.8,37.2,37.6,38.0,38.4,38.8,39.3,39.7,40.2,40.7,41.1,41.5,41.8,42.0,42.1,42.0,41.9,41.8,41.7,41.6,41.6,41.7,41.9,42.1,42.3,42.6,42.9,43.3,43.7,44.3,44.9,45.5,46.1,46.7,47.3,47.8,48.3,48.9,49.4,50.0,50.7,51.4,52.1,52.8,53.5,54.1,54.7,55.3,55.9,56.5,57.1,57.7,58.3,23.3,Africa +:my: Malaysia,59.5,60.0,60.6,61.1,61.7,62.2,62.7,63.1,63.6,64.0,64.4,64.9,65.3,65.6,66.0,66.4,66.7,67.1,67.4,67.7,68.0,68.3,68.6,68.9,69.2,69.5,69.7,70.0,70.3,70.5,70.7,71.0,71.2,71.4,71.6,71.8,72.0,72.2,72.4,72.6,72.8,73.0,73.1,73.2,73.4,73.5,73.6,73.7,73.9,74.0,74.2,74.4,74.6,74.8,75.0,75.1,75.3,15.8,Asia +:mx: Mexico,57.1,57.7,58.2,58.7,59.1,59.5,59.8,60.2,60.5,60.9,61.4,61.8,62.3,62.9,63.4,63.9,64.5,65.0,65.5,66.1,66.6,67.0,67.5,67.9,68.4,68.8,69.2,69.6,70.0,70.4,70.8,71.2,71.6,72.0,72.4,72.8,73.2,73.5,73.8,74.1,74.4,74.6,74.8,75.0,75.2,75.3,75.5,75.7,75.8,75.9,76.1,76.3,76.4,76.6,76.8,76.9,77.1,20.0,North America +:mw: Malawi,37.8,38.0,38.2,38.5,38.7,38.9,39.1,39.4,39.8,40.1,40.6,41.0,41.5,41.9,42.4,42.8,43.2,43.6,44.0,44.4,44.8,45.1,45.4,45.7,45.9,46.1,46.2,46.3,46.4,46.5,46.6,46.6,46.7,46.6,46.6,46.6,46.5,46.4,46.4,46.4,46.5,46.7,47.2,47.8,48.7,49.8,51.2,52.6,54.2,55.7,57.3,58.7,59.9,61.0,61.9,62.7,63.2,25.4,Africa +:mv: Maldives,37.4,38.0,38.6,39.3,40.0,40.6,41.3,42.0,42.8,43.5,44.2,45.0,45.8,46.6,47.5,48.4,49.3,50.2,51.2,52.2,53.1,54.1,55.0,55.8,56.6,57.4,58.2,59.0,59.8,60.6,61.4,62.2,63.1,63.9,64.7,65.6,66.4,67.3,68.1,69.0,69.9,70.8,71.7,72.6,73.4,74.2,74.8,75.3,75.6,75.9,76.1,76.3,76.4,76.6,76.8,77.0,77.3,39.9,Asia +:mu: Mauritius,58.7,59.7,60.6,61.4,61.9,62.4,62.6,62.8,62.9,63.0,63.1,63.3,63.4,63.7,64.0,64.4,64.9,65.4,65.9,66.5,67.0,67.4,67.8,68.0,68.2,68.4,68.5,68.7,68.9,69.1,69.4,70.0,70.1,70.1,70.2,70.3,70.3,70.4,70.6,71.0,71.7,71.8,72.0,72.1,72.3,72.4,72.4,72.6,72.6,72.9,73.0,73.3,73.9,74.0,74.2,74.4,74.4,15.6,Africa +:mt: Malta,68.6,68.9,69.2,69.5,69.7,70.0,70.3,70.5,70.8,71.1,71.3,71.6,71.8,72.1,72.3,72.6,72.8,73.1,73.3,73.5,73.8,74.0,74.2,74.4,74.7,74.9,75.1,75.3,75.5,75.7,75.9,76.1,76.4,76.6,76.8,77.1,77.1,77.6,77.4,77.3,78.2,78.8,78.7,78.5,79.3,79.3,79.4,79.8,79.6,80.2,81.4,80.7,80.7,81.7,81.9,81.8,81.8,13.2,Europe +:mr: Mauritania,43.5,44.2,44.8,45.5,46.1,46.6,47.2,47.7,48.2,48.7,49.1,49.6,50.0,50.5,51.0,51.5,52.0,52.5,53.1,53.7,54.3,54.9,55.5,56.0,56.5,56.9,57.3,57.6,57.9,58.2,58.4,58.6,58.8,59.0,59.2,59.4,59.6,59.7,59.9,60.0,60.0,60.1,60.3,60.4,60.5,60.7,61.0,61.2,61.5,61.7,62.0,62.3,62.5,62.7,62.9,63.1,63.2,19.8,Africa +:mn: Mongolia,48.4,49.3,50.2,51.0,51.8,52.5,53.1,53.7,54.3,54.8,55.4,55.8,56.2,56.5,56.7,56.8,56.8,56.9,56.9,56.9,56.9,57.1,57.3,57.6,58.0,58.4,58.8,59.3,59.7,60.0,60.3,60.5,60.7,60.8,61.0,61.2,61.4,61.7,62.1,62.4,62.9,63.3,63.8,64.2,64.7,65.1,65.5,66.0,66.4,66.9,67.4,67.8,68.2,68.6,68.8,69.1,69.3,20.9,Asia +:mm: Myanmar,42.7,43.4,44.1,45.0,46.0,47.0,48.0,48.9,49.8,50.4,51.0,51.4,51.8,52.2,52.6,53.0,53.4,53.8,54.2,54.6,55.0,55.4,55.8,56.1,56.5,56.9,57.3,57.7,58.0,58.4,58.7,59.1,59.4,59.8,60.1,60.5,60.8,61.1,61.5,61.8,62.1,62.5,62.8,63.0,63.3,63.6,63.9,64.2,64.5,64.8,65.2,65.5,65.8,66.1,66.3,66.5,66.6,23.9,Asia +:ml: Mali,28.2,28.3,28.5,28.8,29.1,29.5,30.0,30.5,31.1,31.7,32.4,33.1,33.8,34.5,35.2,35.9,36.6,37.4,38.1,38.9,39.7,40.4,41.2,41.9,42.5,43.2,43.8,44.3,44.8,45.3,45.7,46.1,46.3,46.4,46.5,46.6,46.7,46.8,47.1,47.5,48.1,48.8,49.5,50.4,51.2,52.1,52.8,53.6,54.2,54.8,55.2,55.7,56.1,56.6,57.0,57.5,58.0,29.8,Africa +:mk: Macedonia,60.6,61.3,61.9,62.5,63.1,63.6,64.2,64.8,65.3,65.8,66.3,66.7,67.1,67.5,67.8,68.0,68.2,68.4,68.5,68.5,68.6,68.8,68.9,69.2,69.4,69.8,70.1,70.4,70.7,70.9,71.2,71.3,71.5,71.7,71.9,72.1,72.3,72.6,72.8,73.0,73.3,73.5,73.6,73.8,73.9,74.0,74.1,74.2,74.3,74.5,74.6,74.8,75.0,75.2,75.4,75.5,75.7,15.1,Europe +:mg: Madagascar,40.0,40.4,40.9,41.4,41.9,42.4,42.8,43.3,43.8,44.3,44.8,45.3,45.7,46.2,46.7,47.1,47.5,47.9,48.3,48.7,49.0,49.3,49.4,49.6,49.6,49.7,49.8,49.9,50.2,50.5,51.0,51.6,52.3,53.0,53.8,54.6,55.4,56.2,57.0,57.8,58.5,59.1,59.7,60.3,60.8,61.2,61.7,62.1,62.5,62.9,63.4,63.8,64.3,64.7,65.1,65.5,65.9,26.0,Africa +:me: Montenegro,63.8,64.5,65.2,65.8,66.4,67.0,67.6,68.2,68.8,69.3,69.9,70.5,71.0,71.4,71.7,72.0,72.3,72.5,72.7,72.9,73.1,73.3,73.5,73.7,73.8,74.0,74.1,74.3,74.4,74.5,74.6,74.7,74.6,74.5,74.3,74.1,73.8,73.6,73.4,73.3,73.2,73.2,73.3,73.4,73.5,73.6,73.8,74.1,74.5,74.9,75.3,75.7,76.1,76.4,76.7,76.9,77.1,13.3,Europe +:md: Moldova,62.0,62.4,62.7,63.1,63.5,63.9,64.2,64.5,64.7,64.9,65.0,65.1,65.2,65.2,65.2,65.2,65.2,65.1,65.0,65.0,65.0,65.0,65.2,65.5,65.9,66.3,66.8,67.2,67.4,67.6,67.6,67.6,67.4,67.2,67.0,66.9,66.8,66.7,66.8,66.9,67.0,67.2,67.4,67.5,67.7,67.8,68.0,68.3,68.7,69.1,69.6,70.1,70.6,71.0,71.3,71.5,71.6,9.6,Europe +:ma: Morocco,48.5,48.9,49.3,49.7,50.2,50.6,51.0,51.4,51.8,52.2,52.6,52.9,53.3,53.7,54.1,54.5,55.0,55.5,56.1,56.8,57.6,58.3,59.1,59.9,60.7,61.5,62.2,62.9,63.5,64.2,64.7,65.3,65.7,66.1,66.5,66.8,67.2,67.5,67.9,68.3,68.7,69.2,69.7,70.3,70.9,71.5,72.0,72.6,73.1,73.6,74.0,74.4,74.7,75.0,75.3,75.6,75.8,27.4,Africa +:ly: Libya,42.6,44.2,45.8,47.4,48.9,50.3,51.6,52.8,53.9,55.0,56.1,57.0,58.0,58.9,59.8,60.6,61.4,62.2,62.9,63.5,64.2,64.8,65.3,65.8,66.2,66.6,67.0,67.4,67.8,68.2,68.5,68.9,69.2,69.4,69.7,69.9,70.0,70.1,70.2,70.4,70.5,70.6,70.8,71.0,71.2,71.4,71.5,71.6,71.7,71.7,71.6,71.6,71.6,71.6,71.7,71.8,71.9,29.3,Africa +:lv: Latvia,69.8,70.0,69.4,69.8,71.0,70.7,70.7,70.4,70.0,69.8,69.8,70.2,69.9,69.8,69.7,68.9,69.0,69.1,69.0,68.5,68.8,68.8,69.3,69.1,69.2,69.3,70.6,70.7,70.6,70.2,69.3,69.0,68.4,66.7,65.7,66.4,68.8,69.3,69.0,69.7,70.3,70.8,71.0,71.3,72.0,71.4,70.9,71.0,72.4,73.1,73.5,73.6,73.8,74.0,74.1,74.5,74.5,4.7,Europe +:lu: Luxembourg,68.4,68.7,69.0,69.2,69.4,69.6,69.7,69.8,69.8,69.9,70.0,70.1,70.2,70.4,70.5,70.8,71.0,71.3,71.5,71.8,72.1,72.4,72.7,73.0,73.3,73.6,73.9,74.2,74.5,74.8,75.0,75.5,75.8,75.7,76.4,76.5,76.5,76.9,77.0,77.8,77.9,77.8,78.0,77.7,79.1,79.4,79.3,79.4,80.5,80.6,80.6,81.0,81.4,81.8,82.2,82.3,82.3,13.8,Europe +:lt: Lithuania,69.8,70.1,69.1,70.2,71.5,71.3,71.5,71.6,71.3,70.9,70.8,71.7,71.0,71.3,71.2,70.9,71.0,70.8,70.6,70.5,70.5,70.5,70.8,70.8,70.3,70.5,72.1,71.9,71.8,71.4,71.2,70.4,70.2,68.9,68.5,69.0,70.1,70.9,71.2,71.6,72.0,71.7,71.8,72.1,72.0,71.3,71.1,70.9,71.8,72.9,73.3,73.6,73.9,73.9,74.5,74.3,74.3,4.5,Europe +:ls: Lesotho,46.6,47.1,47.5,47.8,48.1,48.3,48.4,48.5,48.7,48.8,49.0,49.3,49.6,50.0,50.4,50.9,51.4,52.0,52.6,53.2,53.8,54.4,54.9,55.5,55.9,56.4,56.9,57.5,58.1,58.7,59.2,59.5,59.4,58.9,58.1,56.9,55.4,53.6,51.8,50.0,48.4,47.2,46.4,46.0,46.1,46.5,47.3,48.2,49.1,50.0,50.8,51.5,52.2,52.7,53.3,53.7,54.2,7.6,Africa +:lr: Liberia,34.7,34.9,35.3,35.6,36.0,36.5,37.0,37.6,38.1,38.7,39.3,39.9,40.5,41.2,41.9,42.7,43.4,44.2,44.8,45.5,46.0,46.4,46.8,47.0,47.2,47.3,47.3,47.3,47.2,47.1,47.2,47.4,47.8,48.5,49.3,50.2,51.0,51.6,52.1,52.3,52.4,52.5,52.8,53.3,54.1,55.1,56.1,57.2,58.2,59.0,59.6,60.2,60.6,61.1,61.5,62.0,62.5,27.8,Africa +:lk: Sri Lanka,59.4,59.8,60.2,60.6,61.1,61.6,62.1,62.6,63.1,63.6,64.1,64.5,64.9,65.3,65.7,66.1,66.5,66.9,67.3,67.8,68.2,68.5,68.8,69.0,69.1,69.1,69.1,69.1,69.2,69.4,69.5,69.6,69.7,69.6,69.5,69.3,69.3,69.4,69.7,70.3,71.0,71.8,72.5,73.1,73.6,73.9,74.1,74.1,74.2,74.3,74.4,74.5,74.6,74.7,74.9,75.1,75.3,15.9,Asia +:lc: Saint Lucia,57.3,58.1,58.9,59.5,60.1,60.6,61.1,61.5,62.0,62.5,63.0,63.6,64.2,64.8,65.4,66.0,66.6,67.2,67.8,68.4,68.9,69.3,69.7,70.1,70.3,70.5,70.7,70.8,70.9,71.0,71.1,71.2,71.2,71.2,71.2,71.2,71.2,71.2,71.2,71.3,71.5,71.7,72.0,72.3,72.7,73.0,73.4,73.7,74.0,74.3,74.5,74.6,74.8,74.9,75.1,75.3,75.5,18.2,North America +:lb: Lebanon,63.3,63.6,63.9,64.2,64.4,64.7,65.0,65.3,65.5,65.8,66.1,66.3,66.6,66.8,67.0,67.2,67.4,67.5,67.7,67.8,68.0,68.1,68.3,68.5,68.7,68.9,69.1,69.4,69.7,69.9,70.2,70.5,70.9,71.2,71.6,72.1,72.5,73.0,73.5,74.0,74.4,74.9,75.4,75.9,76.4,76.8,77.2,77.6,77.9,78.2,78.4,78.7,78.9,79.1,79.2,79.4,79.6,16.3,Asia +:la: Laos,43.2,43.5,43.8,44.1,44.4,44.7,45.0,45.3,45.7,46.0,46.3,46.6,46.9,47.2,47.4,47.7,48.0,48.2,48.5,48.8,49.1,49.4,49.7,50.1,50.6,51.1,51.6,52.1,52.6,53.1,53.6,54.1,54.6,55.1,55.6,56.2,56.7,57.2,57.8,58.4,58.9,59.5,60.1,60.6,61.2,61.8,62.3,62.9,63.4,63.9,64.4,64.8,65.2,65.6,66.0,66.3,66.7,23.5,Asia +:kz: Kazakhstan,58.4,58.8,59.2,59.6,60.0,60.4,60.9,61.2,61.6,62.0,62.3,62.6,62.8,63.1,63.3,63.5,63.7,63.9,64.2,64.5,66.6,66.7,66.8,67.7,68.5,68.5,68.9,69.3,68.8,68.3,68.3,68.0,67.7,66.7,65.7,64.9,64.1,64.5,64.6,65.5,65.5,65.8,66.0,65.9,65.9,65.9,66.2,66.5,67.0,68.4,68.3,69.0,69.6,70.5,71.6,72.0,72.3,13.9,Asia +:kw: Kuwait,60.3,61.0,61.7,62.3,63.0,63.5,64.1,64.6,65.1,65.6,66.0,66.5,66.9,67.2,67.6,68.0,68.3,68.6,68.9,69.3,69.6,69.9,70.2,70.5,70.8,71.0,71.3,71.5,71.7,71.9,72.1,72.2,72.4,72.5,72.6,72.7,72.8,72.9,73.0,73.1,73.2,73.2,73.3,73.4,73.4,73.5,73.6,73.7,73.8,73.9,74.0,74.1,74.2,74.3,74.5,74.6,74.7,14.4,Asia +:kr: South Korea,51.3,51.7,52.1,52.6,53.3,54.3,55.4,56.5,57.6,58.7,59.7,60.5,61.4,62.2,62.9,63.6,64.2,64.8,65.3,65.8,66.2,66.6,66.9,67.3,67.6,67.9,68.3,68.7,69.2,69.6,69.9,69.9,69.5,68.7,67.7,66.5,65.5,64.8,64.5,64.7,65.3,66.1,66.9,67.6,68.1,68.4,68.5,68.7,68.9,69.2,69.6,70.0,70.4,70.8,71.2,71.5,71.7,20.4,Asia +:kp: North Korea,53.0,53.7,54.5,55.2,56.0,56.8,57.7,58.5,59.4,60.3,62.2,62.6,63.0,63.4,63.8,64.2,64.5,64.9,65.2,65.5,66.0,66.5,67.1,67.5,68.2,68.8,69.4,70.0,70.5,71.0,71.6,72.0,72.5,73.0,73.4,73.7,74.2,74.6,75.0,75.4,75.9,76.4,76.8,77.2,77.7,78.2,78.7,79.1,79.5,80.0,80.1,80.6,80.8,81.3,81.7,82.0,82.0,29.0,Asia +:km: Comoros,41.4,41.8,42.2,42.6,43.0,43.4,43.9,44.3,44.7,45.2,45.6,46.1,46.6,47.0,47.4,47.9,48.4,48.9,49.4,50.0,50.6,51.3,51.9,52.6,53.2,53.8,54.4,55.0,55.6,56.2,56.7,57.2,57.6,58.0,58.4,58.7,59.0,59.2,59.3,59.4,59.5,59.5,59.6,59.7,59.9,60.1,60.4,60.7,61.1,61.5,61.9,62.2,62.6,62.9,63.2,63.5,63.7,22.3,Africa +:ki: Kiribati,49.2,49.8,50.3,50.8,51.3,51.8,52.3,52.8,53.4,53.9,54.4,54.9,55.3,55.7,56.0,56.2,56.4,56.6,56.7,56.8,56.9,57.1,57.3,57.5,57.8,58.1,58.5,58.9,59.4,59.9,60.4,60.9,61.3,61.8,62.2,62.5,62.9,63.2,63.5,63.7,64.0,64.2,64.4,64.6,64.7,64.9,65.0,65.1,65.1,65.2,65.4,65.5,65.6,65.8,65.9,66.1,66.3,17.1,Oceania +:kh: Cambodia,41.2,41.4,41.5,41.7,41.9,42.1,42.3,42.5,42.6,42.4,41.6,39.7,36.7,32.7,28.0,23.6,20.3,18.9,19.7,22.7,27.5,33.3,39.2,44.2,48.0,50.6,51.9,52.6,53.0,53.3,53.6,53.9,54.2,54.5,54.8,55.2,55.7,56.2,56.9,57.6,58.4,59.3,60.3,61.2,62.2,63.1,63.9,64.7,65.4,66.0,66.6,67.0,67.5,67.9,68.3,68.6,69.0,27.7,Asia +:kg: Kyrgyzstan,56.1,56.6,57.0,57.4,57.9,58.3,58.7,59.1,59.5,59.9,60.2,60.6,60.8,61.1,61.3,61.6,61.8,62.0,62.3,62.6,62.9,63.3,63.7,64.1,64.5,64.9,65.3,65.6,65.9,67.9,68.3,68.6,68.1,67.2,66.0,65.8,66.5,66.9,67.1,68.7,68.6,68.7,68.2,68.3,68.2,68.0,67.7,67.9,68.5,69.1,69.3,69.6,70.0,70.2,70.4,70.7,71.0,14.8,Asia +:ke: Kenya,46.3,47.0,47.6,48.3,48.8,49.4,50.0,50.5,51.1,51.6,52.2,52.8,53.4,53.9,54.5,55.0,55.6,56.1,56.7,57.2,57.8,58.2,58.6,58.9,59.0,59.1,59.0,58.8,58.5,58.1,57.5,56.9,56.2,55.4,54.7,53.9,53.2,52.6,52.1,51.8,51.8,52.0,52.6,53.4,54.5,55.8,57.3,58.8,60.3,61.7,62.9,64.0,64.9,65.7,66.2,66.7,67.0,20.7,Africa +:jp: Japan,67.7,68.3,68.6,69.7,70.1,70.2,71.0,71.3,71.6,71.8,72.0,72.9,73.5,73.8,74.4,75.1,75.5,75.9,76.0,76.3,76.1,76.4,76.9,77.0,77.4,77.7,78.1,78.5,78.4,78.8,78.8,79.1,79.2,79.3,79.7,79.5,80.2,80.4,80.5,80.6,81.1,81.4,81.6,81.8,82.0,81.9,82.3,82.5,82.6,82.9,82.8,82.6,83.1,83.3,83.6,83.8,84.0,16.3,Asia +:jo: Jordan,52.7,53.4,54.2,55.0,55.8,56.5,57.3,58.0,58.8,59.5,60.2,60.9,61.5,62.2,62.9,63.5,64.1,64.7,65.2,65.7,66.2,66.7,67.1,67.5,67.9,68.3,68.6,69.0,69.3,69.6,69.9,70.1,70.3,70.5,70.7,70.9,71.1,71.2,71.4,71.6,71.7,71.9,72.1,72.3,72.4,72.6,72.8,72.9,73.1,73.3,73.4,73.6,73.7,73.9,74.0,74.2,74.3,21.7,Asia +:jm: Jamaica,64.4,65.0,65.5,66.0,66.4,66.8,67.1,67.5,67.8,68.0,68.3,68.6,68.9,69.2,69.5,69.9,70.2,70.6,70.9,71.2,71.5,71.7,71.9,72.1,72.1,72.2,72.2,72.2,72.1,72.1,72.1,72.0,72.0,72.0,72.0,72.0,72.0,72.1,72.1,72.2,72.3,72.5,72.7,72.9,73.2,73.4,73.7,74.0,74.3,74.6,74.9,75.1,75.3,75.5,75.7,75.8,76.0,11.6,North America +:it: Italy,69.1,69.8,69.1,69.2,70.3,70.2,70.9,71.0,70.8,70.8,71.6,71.8,72.1,72.0,72.7,72.6,73.0,73.4,73.7,74.0,73.9,74.4,74.8,74.6,75.4,75.5,75.8,76.2,76.4,76.8,77.0,77.0,77.4,77.7,77.9,78.2,78.5,78.8,79.0,79.4,79.8,80.1,80.2,80.0,80.8,80.8,81.3,81.4,81.5,81.6,82.0,82.2,82.2,82.7,83.1,82.5,82.5,13.4,Europe +:is: Iceland,73.4,73.5,73.7,73.0,73.5,73.9,73.3,73.8,74.0,73.8,73.9,73.6,74.5,74.5,74.5,75.6,77.0,76.4,76.6,76.8,76.8,76.5,77.0,76.8,77.6,77.6,78.0,77.3,77.1,78.1,78.0,78.0,78.8,78.9,79.2,78.0,78.8,78.9,79.6,79.4,79.7,80.7,80.5,81.0,81.0,81.5,81.2,81.5,81.6,81.8,81.9,82.4,82.9,82.1,82.9,82.5,82.5,9.0,Europe +:ir: Iran,44.9,45.5,46.1,46.6,47.2,47.7,48.3,48.9,49.5,50.2,50.9,51.7,52.6,53.5,54.5,55.3,55.7,55.8,55.5,54.9,54.1,53.5,53.1,53.3,54.0,55.2,56.8,58.7,60.5,62.3,63.8,65.1,66.2,67.1,67.8,68.3,68.7,69.1,69.4,69.8,70.1,70.5,70.9,71.2,71.6,71.9,72.3,72.6,73.0,73.5,73.9,74.4,74.8,75.2,75.5,75.7,76.0,31.0,Asia +:iq: Iraq,48.0,49.2,50.4,51.6,52.7,53.8,54.9,55.9,56.7,57.5,58.2,58.8,59.5,60.1,60.6,61.0,61.3,61.3,61.0,60.6,60.1,59.8,59.6,59.9,60.4,61.2,62.3,63.4,64.4,65.4,66.1,66.7,67.3,67.7,68.1,68.5,68.8,69.0,69.1,69.2,69.2,69.1,68.9,68.7,68.5,68.4,68.2,68.2,68.2,68.3,68.5,68.7,69.0,69.2,69.5,69.7,69.9,21.8,Asia +:in: India,41.2,41.8,42.4,43.1,43.7,44.4,45.0,45.7,46.4,47.0,47.7,48.4,49.1,49.7,50.4,51.0,51.7,52.3,52.8,53.3,53.8,54.3,54.7,55.1,55.5,55.8,56.2,56.6,57.0,57.4,57.9,58.4,58.9,59.4,59.9,60.4,60.9,61.3,61.8,62.2,62.6,63.0,63.4,63.8,64.2,64.6,65.0,65.4,65.8,66.2,66.6,67.0,67.4,67.7,68.0,68.3,68.6,27.4,Asia +:ie: Ireland,69.8,70.0,70.1,70.3,70.4,70.5,70.6,70.7,70.8,70.9,71.0,71.1,71.2,71.3,71.5,71.6,71.8,72.0,72.2,72.4,72.6,72.9,73.1,73.3,73.5,73.7,74.0,74.2,74.4,74.6,74.8,75.0,75.2,75.3,75.5,75.6,75.8,76.0,76.2,76.1,76.5,77.1,77.6,78.1,78.5,78.9,79.2,79.6,80.1,80.2,80.7,80.7,80.8,81.0,81.3,81.5,81.6,11.8,Europe +:id: Indonesia,48.7,49.3,49.9,50.5,51.1,51.7,52.2,52.8,53.4,54.0,54.5,55.1,55.7,56.2,56.7,57.2,57.7,58.2,58.7,59.2,59.6,60.0,60.5,60.8,61.2,61.6,61.9,62.2,62.6,62.9,63.3,63.6,64.0,64.4,64.7,65.0,65.3,65.6,65.9,66.1,66.3,66.5,66.6,66.8,67.0,67.2,67.4,67.6,67.8,68.0,68.2,68.3,68.5,68.7,68.9,69.0,69.2,20.5,Asia +:hu: Hungary,68.0,68.9,67.9,68.9,69.4,69.1,69.8,69.4,69.2,69.3,69.2,69.1,69.7,69.5,69.2,69.3,69.6,69.8,69.4,69.6,69.1,69.1,69.4,69.0,69.0,69.0,69.2,69.7,70.0,69.5,69.3,69.4,69.1,69.1,69.5,69.8,70.3,70.7,70.6,70.7,71.2,72.2,72.3,72.3,72.6,72.6,73.1,73.2,73.7,73.9,74.2,74.9,75.1,75.6,75.8,75.6,75.6,7.6,Europe +:ht: Haiti,42.1,42.7,43.3,43.8,44.4,45.0,45.5,46.0,46.4,46.8,47.2,47.6,48.0,48.3,48.7,49.1,49.5,49.8,50.2,50.5,50.9,51.2,51.5,51.9,52.3,52.7,53.1,53.5,53.9,54.3,54.6,55.0,55.3,55.6,56.0,56.3,56.6,56.9,57.2,57.5,57.7,58.0,58.2,58.5,58.9,59.2,59.6,60.0,60.4,60.9,61.3,61.7,62.1,62.4,62.8,63.1,63.3,21.2,North America +:hr: Croatia,64.6,65.0,65.4,65.8,66.2,66.5,66.9,67.2,67.5,67.9,68.2,68.5,68.8,69.0,69.3,70.0,70.5,70.7,70.5,70.4,70.2,70.3,70.5,70.3,70.2,70.9,71.4,71.5,71.5,71.8,72.2,72.2,71.2,71.5,71.8,72.1,72.4,72.5,72.3,72.6,72.8,74.5,74.7,74.6,75.5,75.2,75.8,75.7,75.9,76.2,76.5,76.8,76.9,77.1,77.5,77.3,78.0,13.4,Europe +:hn: Honduras,46.3,47.0,47.6,48.3,48.9,49.5,50.2,50.7,51.3,51.9,52.5,53.1,53.8,54.4,55.1,55.8,56.6,57.3,58.1,58.9,59.6,60.4,61.2,62.1,62.9,63.6,64.4,65.1,65.7,66.2,66.7,67.2,67.6,68.0,68.5,68.9,69.3,69.7,70.0,70.3,70.5,70.8,71.0,71.2,71.3,71.5,71.7,71.9,72.1,72.3,72.4,72.6,72.8,73.0,73.2,73.4,73.6,27.3,North America +":hk: Hong Kong SAR, China",67.0,67.5,68.1,68.6,69.1,69.5,69.9,70.3,70.7,71.0,71.4,71.5,71.5,72.1,72.6,73.4,72.8,73.3,73.6,73.7,74.7,75.3,75.4,75.3,76.0,76.4,76.7,76.9,77.1,77.0,77.4,77.9,77.7,78.0,78.5,78.7,79.6,80.1,80.1,80.4,80.9,81.4,81.4,81.4,81.8,81.6,82.4,82.3,82.4,82.8,83.0,83.4,83.5,83.8,84.0,84.3,84.2,17.3,Asia +:gy: Guyana,60.3,60.4,60.6,60.8,61.0,61.2,61.3,61.5,61.6,61.7,61.8,61.9,61.9,62.0,62.1,62.1,62.2,62.3,62.4,62.4,62.5,62.6,62.6,62.7,62.7,62.8,62.9,63.0,63.0,63.2,63.3,63.4,63.6,63.8,63.9,64.1,64.3,64.5,64.6,64.8,64.9,65.1,65.2,65.3,65.4,65.5,65.6,65.7,65.8,65.9,66.0,66.1,66.2,66.3,66.4,66.5,66.7,6.4,South America +:gw: Guinea-Bissau,37.9,38.2,38.5,38.8,39.2,39.6,40.0,40.4,40.8,41.2,41.5,41.9,42.3,42.7,43.1,43.5,43.9,44.3,44.7,45.1,45.6,46.0,46.4,46.7,47.1,47.4,47.7,48.1,48.4,48.7,49.1,49.4,49.8,50.2,50.6,51.0,51.3,51.6,51.9,52.1,52.3,52.5,52.6,52.8,53.1,53.4,53.7,54.0,54.3,54.7,55.1,55.4,55.8,56.2,56.6,57.0,57.4,19.5,Africa +:gu: Guam,61.0,61.5,62.0,62.5,63.0,63.4,63.9,64.4,64.8,65.2,65.7,66.1,66.5,66.9,67.2,67.6,68.0,68.3,68.6,68.9,69.3,69.6,69.9,70.2,70.4,70.7,71.0,71.2,71.5,71.7,71.9,72.2,72.4,72.7,73.0,73.3,73.6,73.9,74.3,74.6,75.0,75.4,75.7,76.0,76.4,76.7,77.0,77.2,77.5,77.8,78.1,78.4,78.7,78.9,79.2,79.4,79.6,18.6,Oceania +:gt: Guatemala,46.7,47.2,47.8,48.3,48.9,49.4,50.0,50.6,51.3,51.9,52.5,53.1,53.7,54.2,54.7,55.1,55.6,56.0,56.4,56.8,57.3,57.7,58.2,58.7,59.2,59.7,60.2,60.7,61.2,61.7,62.3,62.8,63.4,63.9,64.5,65.1,65.7,66.3,66.8,67.4,67.8,68.3,68.7,69.1,69.4,69.8,70.1,70.4,70.8,71.1,71.5,71.9,72.2,72.6,72.9,73.2,73.4,26.7,North America +:gr: Greece,68.2,68.5,68.9,69.2,69.4,69.6,69.8,70.1,70.3,70.6,70.9,71.2,71.5,71.8,72.1,72.3,72.5,72.8,73.0,73.3,73.6,74.0,74.3,74.6,74.8,75.1,75.3,75.6,75.9,76.7,76.9,77.1,77.4,77.4,77.6,77.6,77.7,78.1,77.8,78.0,77.9,78.4,78.6,78.8,79.0,79.2,79.4,79.4,79.9,80.2,80.4,80.7,80.6,81.3,81.4,81.0,81.0,12.9,Europe +:gq: Equatorial Guinea,36.7,37.0,37.3,37.6,37.9,38.2,38.5,38.8,39.1,39.4,39.7,40.0,40.3,40.6,40.8,41.1,41.5,42.0,42.5,43.1,43.8,44.4,45.1,45.6,46.1,46.5,46.8,47.1,47.5,47.8,48.2,48.7,49.1,49.6,50.1,50.6,51.1,51.5,52.0,52.4,52.8,53.1,53.4,53.7,54.0,54.3,54.6,54.9,55.2,55.5,55.9,56.3,56.6,56.9,57.2,57.4,57.7,20.9,Africa +:gn: Guinea,34.9,35.1,35.3,35.4,35.6,35.7,35.9,36.0,36.2,36.4,36.7,36.9,37.3,37.6,38.0,38.5,39.0,39.5,40.1,40.7,41.3,42.0,42.8,43.6,44.5,45.5,46.5,47.4,48.4,49.2,49.9,50.6,51.0,51.4,51.6,51.7,51.7,51.6,51.4,51.3,51.2,51.2,51.5,51.9,52.4,53.2,54.0,54.8,55.5,56.2,56.8,57.3,57.8,58.3,58.8,59.4,60.0,25.1,Africa +:gm: Gambia,32.0,32.3,32.7,33.1,33.5,34.1,34.7,35.4,36.2,37.0,37.8,38.7,39.6,40.4,41.3,42.1,43.0,43.8,44.7,45.5,46.3,47.1,47.9,48.6,49.3,50.0,50.5,51.0,51.5,51.8,52.2,52.5,52.8,53.1,53.5,53.8,54.3,54.7,55.1,55.5,55.9,56.3,56.7,57.1,57.5,57.9,58.3,58.6,59.0,59.3,59.6,59.9,60.2,60.5,60.7,61.0,61.2,29.2,Africa +:gh: Ghana,45.8,46.3,46.7,47.1,47.5,47.8,48.2,48.5,48.8,49.1,49.3,49.6,49.9,50.2,50.5,50.8,51.1,51.4,51.7,52.0,52.3,52.6,52.9,53.3,53.7,54.1,54.6,55.1,55.7,56.3,56.8,57.2,57.4,57.6,57.6,57.5,57.3,57.2,57.0,57.0,57.0,57.1,57.4,57.8,58.2,58.7,59.2,59.7,60.1,60.6,60.9,61.3,61.6,61.9,62.2,62.4,62.7,16.9,Africa +:ge: Georgia,63.7,64.1,64.5,64.9,65.3,65.7,66.1,66.5,66.8,67.1,67.5,67.8,68.1,68.4,68.7,69.0,69.3,69.5,69.6,69.7,69.7,69.7,69.8,69.8,70.0,70.1,70.2,70.3,70.3,70.3,70.3,70.2,70.2,70.2,70.3,70.5,70.7,71.0,71.3,71.6,71.9,72.2,72.4,72.6,72.7,72.7,72.7,72.7,72.7,72.7,72.6,72.7,72.7,72.8,73.0,73.1,73.3,9.6,Asia +:gd: Grenada,60.1,60.5,60.9,61.3,61.7,62.1,62.5,62.8,63.2,63.5,63.8,64.2,64.5,64.8,65.0,65.3,65.6,65.8,66.1,66.3,66.6,66.8,67.0,67.2,67.4,67.7,67.9,68.1,68.2,68.4,68.6,68.8,68.9,69.1,69.2,69.4,69.6,69.7,69.9,70.1,70.3,70.6,70.8,71.0,71.2,71.4,71.7,71.9,72.1,72.4,72.6,72.8,73.0,73.2,73.4,73.5,73.7,13.6,North America +:gb: United Kingdom,71.1,70.9,70.9,70.8,71.6,71.6,71.6,72.1,71.7,71.7,72.0,72.3,72.1,72.3,72.5,72.7,72.8,73.2,73.2,73.3,73.7,74.0,74.2,74.4,74.8,74.6,74.9,75.3,75.4,75.6,75.9,76.1,76.4,76.4,76.9,76.8,77.1,77.2,77.2,77.4,77.7,78.0,78.1,78.4,78.7,79.0,79.2,79.4,79.6,80.1,80.4,81.0,80.9,81.0,81.3,81.0,81.0,9.8,Europe +:ga: Gabon,39.6,39.9,40.4,40.9,41.6,42.4,43.2,44.1,45.0,45.8,46.7,47.5,48.4,49.2,50.0,50.8,51.7,52.5,53.3,54.2,55.0,55.9,56.7,57.6,58.4,59.2,59.8,60.4,60.8,61.1,61.2,61.2,61.2,61.0,60.8,60.6,60.4,60.1,59.8,59.5,59.3,59.2,59.2,59.3,59.5,59.9,60.4,61.0,61.6,62.2,62.9,63.5,64.1,64.7,65.2,65.7,66.1,26.5,Africa +:fr: France,69.9,70.1,70.3,70.5,70.7,70.8,71.0,71.2,71.3,71.5,71.7,71.9,72.1,72.4,72.6,72.9,73.1,73.4,73.6,73.9,74.1,74.3,74.5,74.8,75.0,75.3,75.6,75.8,76.1,76.3,76.6,76.8,77.1,77.3,77.6,77.8,78.0,78.3,78.6,78.8,79.1,79.2,79.3,79.1,80.2,80.2,80.8,81.1,81.2,81.4,81.7,82.1,82.0,82.2,82.7,82.3,82.3,12.4,Europe +:fm: Micronesia,57.6,58.0,58.4,58.8,59.2,59.6,60.0,60.4,60.8,61.2,61.6,62.1,62.5,63.0,63.4,63.8,64.2,64.6,64.8,65.0,65.2,65.3,65.4,65.5,65.5,65.6,65.8,65.9,66.0,66.1,66.2,66.3,66.4,66.6,66.7,66.8,66.9,67.0,67.1,67.2,67.3,67.4,67.5,67.7,67.8,68.0,68.1,68.3,68.4,68.5,68.6,68.7,68.8,68.9,69.0,69.1,69.2,11.6,Oceania +:fj: Fiji,55.9,56.3,56.7,57.1,57.5,58.0,58.4,58.7,59.1,59.5,59.9,60.2,60.5,60.9,61.2,61.5,61.8,62.1,62.4,62.7,63.0,63.3,63.5,63.8,64.1,64.3,64.6,64.8,65.1,65.3,65.5,65.7,65.9,66.2,66.4,66.6,66.8,67.0,67.2,67.4,67.6,67.7,67.9,68.1,68.2,68.4,68.6,68.7,68.9,69.1,69.3,69.4,69.6,69.8,70.0,70.1,70.3,14.4,Oceania +:fi: Finland,68.8,68.8,68.6,69.0,69.2,69.0,69.5,69.7,69.6,69.5,70.2,70.0,70.7,71.2,71.1,71.7,71.8,72.4,72.9,73.2,73.4,73.7,74.3,74.2,74.5,74.2,74.6,74.6,74.6,74.8,74.8,75.2,75.5,75.7,76.4,76.4,76.7,76.9,77.1,77.3,77.5,78.0,78.1,78.4,78.7,78.8,79.2,79.3,79.6,79.7,79.9,80.5,80.6,81.0,81.2,81.5,81.8,13.0,Europe +:et: Ethiopia,38.4,39.1,39.7,40.3,40.8,41.3,41.7,42.0,42.4,42.7,42.9,43.2,43.5,43.7,43.9,44.0,44.1,44.1,44.0,43.9,43.7,43.7,43.7,43.9,44.2,44.6,45.1,45.7,46.2,46.7,47.1,47.5,47.9,48.3,48.8,49.3,49.8,50.3,50.8,51.4,51.9,52.6,53.3,54.2,55.2,56.2,57.3,58.5,59.6,60.6,61.6,62.5,63.3,64.0,64.5,65.0,65.5,27.1,Africa +:es: Spain,69.1,69.5,69.5,69.7,70.4,70.8,71.1,71.3,71.5,71.1,72.0,71.6,72.8,72.6,73.0,73.3,73.6,74.1,74.3,74.8,75.3,75.5,76.1,75.9,76.3,76.3,76.5,76.7,76.7,76.8,76.8,77.0,77.4,77.5,77.9,78.0,78.1,78.6,78.7,78.7,79.0,79.4,79.6,79.6,79.9,80.2,80.8,80.9,81.2,81.5,81.6,82.5,82.4,83.1,83.2,82.8,82.8,13.7,Europe +:er: Eritrea,38.4,39.1,39.7,40.3,40.8,41.2,41.6,42.0,42.4,42.8,43.2,43.5,43.9,44.3,44.7,45.1,45.4,45.7,46.1,46.4,46.7,46.9,47.2,47.4,47.7,48.0,48.2,48.5,48.8,49.2,49.6,50.0,50.5,51.1,51.7,52.3,52.9,53.5,54.1,54.7,55.3,55.8,56.5,57.2,57.9,58.7,59.5,60.2,60.9,61.6,62.2,62.7,63.2,63.7,64.2,64.6,65.1,26.7,Africa +:eg: Egypt,48.1,48.6,49.1,49.6,50.1,50.6,51.0,51.3,51.6,51.9,52.2,52.5,52.9,53.4,54.0,54.7,55.5,56.2,57.0,57.7,58.3,59.0,59.7,60.4,61.1,61.8,62.5,63.1,63.7,64.2,64.6,65.0,65.4,65.8,66.3,66.8,67.3,67.7,68.1,68.4,68.6,68.8,69.0,69.1,69.3,69.4,69.6,69.8,70.0,70.2,70.4,70.6,70.7,70.9,71.1,71.3,71.5,23.4,Africa +:ee: Estonia,67.9,68.4,68.7,69.1,69.3,69.5,69.7,69.8,69.9,69.9,69.9,69.9,69.8,69.7,69.6,69.4,69.3,69.1,69.0,68.9,68.9,69.0,69.1,69.4,69.3,69.4,70.1,70.6,70.7,70.0,69.5,69.4,68.9,67.9,66.5,67.5,69.6,69.8,69.4,70.1,70.4,70.3,70.9,71.3,71.9,72.6,72.7,72.8,73.8,74.8,75.4,76.2,76.3,77.1,77.0,77.6,77.7,9.8,Europe +:ec: Ecuador,53.2,53.8,54.4,54.9,55.4,55.8,56.2,56.6,57.0,57.4,57.8,58.2,58.7,59.2,59.7,60.2,60.8,61.4,61.9,62.5,63.1,63.7,64.3,64.9,65.5,66.1,66.7,67.3,67.9,68.5,69.0,69.5,70.0,70.4,70.8,71.2,71.6,72.0,72.3,72.6,72.9,73.2,73.5,73.7,73.9,74.1,74.3,74.5,74.7,74.9,75.0,75.2,75.4,75.7,75.9,76.1,76.3,23.1,South America +:dz: Algeria,46.1,46.6,47.1,47.5,48.0,48.4,48.8,49.2,49.6,50.0,50.4,50.8,51.2,51.7,52.2,52.9,53.7,54.6,55.7,56.9,58.2,59.5,60.8,62.0,63.2,64.1,64.9,65.5,66.0,66.4,66.7,67.0,67.2,67.5,67.8,68.1,68.5,68.9,69.4,69.8,70.3,70.8,71.3,71.8,72.3,72.8,73.2,73.6,74.0,74.4,74.7,74.9,75.2,75.4,75.6,75.9,76.1,29.9,Africa +:do: Dominican Republic,51.8,52.5,53.2,53.9,54.6,55.3,56.0,56.6,57.3,57.9,58.5,59.0,59.6,60.1,60.5,61.0,61.4,61.8,62.2,62.6,63.0,63.4,63.8,64.2,64.7,65.2,65.7,66.3,66.8,67.4,67.9,68.3,68.7,69.1,69.4,69.6,69.8,70.0,70.2,70.4,70.6,70.8,71.0,71.2,71.4,71.6,71.9,72.1,72.3,72.5,72.7,72.9,73.1,73.3,73.5,73.7,73.9,22.1,North America +:dk: Denmark,72.2,72.4,72.3,72.4,72.5,72.4,72.4,72.9,73.1,73.2,73.3,73.4,73.4,73.7,73.8,74.1,73.7,74.6,74.4,74.2,74.1,74.2,74.6,74.4,74.6,74.4,74.6,74.7,74.8,74.8,74.8,75.2,75.2,75.1,75.4,75.2,75.6,75.9,76.1,76.3,76.6,76.8,76.9,77.1,77.5,77.8,78.1,78.2,78.4,78.6,79.1,79.8,80.1,80.3,80.7,80.7,80.7,8.5,Europe +:dj: Djibouti,44.0,44.5,44.9,45.3,45.7,46.2,46.7,47.2,47.8,48.5,49.2,49.8,50.4,51.0,51.4,51.8,52.2,52.5,52.9,53.2,53.6,54.0,54.5,54.8,55.2,55.5,55.8,56.0,56.3,56.5,56.7,56.8,56.9,57.0,57.1,57.1,57.1,57.0,57.0,57.0,57.0,57.1,57.2,57.4,57.7,58.0,58.4,58.8,59.3,59.9,60.4,60.9,61.3,61.7,62.0,62.3,62.5,18.4,Africa +:de: Germany,69.3,69.5,69.7,69.9,70.0,70.2,70.3,70.4,70.5,70.6,70.6,70.7,70.9,71.0,71.2,71.4,71.6,71.9,72.1,72.4,72.7,73.0,73.2,73.5,73.8,74.1,74.3,74.6,74.8,75.0,75.2,75.3,75.8,75.9,76.3,76.4,76.7,77.1,77.5,77.7,77.9,78.3,78.2,78.4,78.7,78.9,79.1,79.5,79.7,79.8,80.0,80.4,80.5,80.5,81.1,80.6,80.6,11.3,Europe +:cz: Czech Republic,70.3,70.5,69.8,70.3,70.5,70.2,70.4,70.3,69.8,69.4,69.4,69.7,70.2,70.0,70.1,70.4,70.5,70.6,70.6,70.7,70.3,70.7,70.8,70.6,70.8,71.0,71.0,71.4,71.6,71.7,71.4,71.9,72.3,72.8,73.0,73.1,73.7,73.8,74.5,74.7,75.0,75.2,75.2,75.2,75.7,75.9,76.5,76.7,77.0,77.1,77.4,77.9,78.1,78.2,78.8,78.6,78.3,8.0,Europe +:cy: Cyprus,69.6,69.9,70.3,70.6,70.9,71.2,71.5,71.8,72.1,72.3,72.6,72.8,73.1,73.3,73.5,73.8,74.0,74.2,74.4,74.6,74.8,75.0,75.2,75.4,75.5,75.7,75.9,76.1,76.2,76.4,76.6,76.7,76.9,77.0,77.2,77.3,77.5,77.6,77.7,77.9,78.0,78.1,78.3,78.4,78.5,78.6,78.8,78.9,79.1,79.2,79.4,79.6,79.8,80.0,80.2,80.3,80.5,10.9,Europe +:cv: Cabo Verde,48.9,49.1,49.4,49.8,50.2,50.8,51.3,51.9,52.5,53.1,53.7,54.3,55.1,56.0,56.9,58.0,58.9,59.8,60.6,61.2,61.7,62.1,62.4,62.7,63.0,63.3,63.6,63.9,64.2,64.6,64.9,65.2,65.5,65.9,66.3,66.7,67.2,67.8,68.4,69.1,69.7,70.4,70.9,71.3,71.6,71.8,71.8,71.9,71.9,71.9,71.9,72.0,72.1,72.3,72.4,72.6,72.8,23.9,Africa +:cu: Cuba,63.8,64.4,65.1,65.7,66.3,67.0,67.6,68.2,68.7,69.3,69.8,70.3,70.8,71.3,71.7,72.1,72.6,72.9,73.3,73.6,73.8,74.0,74.2,74.3,74.4,74.5,74.6,74.6,74.6,74.6,74.6,74.7,74.8,75.0,75.2,75.4,75.7,76.0,76.2,76.4,76.7,76.9,77.1,77.4,77.7,78.0,78.2,78.5,78.7,78.8,79.0,79.1,79.2,79.3,79.4,79.6,79.7,15.9,North America +:cr: Costa Rica,60.6,61.3,62.0,62.6,63.3,63.8,64.4,64.9,65.4,65.9,66.4,66.9,67.5,68.0,68.5,69.1,69.6,70.2,70.8,71.5,72.0,72.6,73.1,73.6,74.0,74.4,74.7,75.0,75.2,75.4,75.6,75.8,76.0,76.2,76.4,76.6,76.8,76.9,77.1,77.3,77.4,77.6,77.7,77.9,78.0,78.1,78.2,78.4,78.5,78.6,78.8,78.9,79.1,79.3,79.4,79.6,79.8,19.3,North America +:co: Colombia,56.8,57.3,57.8,58.2,58.7,59.1,59.5,59.9,60.2,60.6,60.9,61.2,61.6,62.0,62.4,62.8,63.3,63.8,64.4,64.9,65.5,66.0,66.5,67.0,67.3,67.6,67.8,67.9,68.1,68.2,68.3,68.4,68.6,68.9,69.1,69.4,69.8,70.1,70.4,70.7,71.0,71.3,71.6,71.8,72.1,72.3,72.5,72.7,73.0,73.1,73.3,73.5,73.7,73.8,74.0,74.2,74.4,17.6,South America +:cn: China,43.7,44.1,44.8,46.0,47.6,49.5,51.7,53.8,55.8,57.6,59.1,60.3,61.3,62.3,63.1,63.9,64.6,65.3,65.9,66.4,66.8,67.3,67.6,67.9,68.2,68.5,68.7,68.8,69.0,69.2,69.3,69.4,69.6,69.8,69.9,70.2,70.4,70.7,71.1,71.5,72.0,72.4,72.8,73.3,73.6,74.0,74.3,74.6,74.8,75.0,75.2,75.4,75.6,75.8,75.9,76.1,76.3,32.5,Asia +:cm: Cameroon,41.5,42.0,42.4,42.9,43.3,43.7,44.2,44.6,45.1,45.6,46.1,46.6,47.2,47.7,48.2,48.8,49.3,49.8,50.3,50.8,51.2,51.6,52.0,52.3,52.5,52.7,52.8,52.8,52.7,52.5,52.2,51.8,51.4,50.9,50.4,50.0,49.7,49.5,49.5,49.7,50.0,50.5,51.1,51.7,52.3,52.9,53.5,54.0,54.5,55.0,55.4,55.8,56.2,56.7,57.1,57.6,58.1,16.5,Africa +:cl: Chile,57.3,57.7,58.1,58.5,59.0,59.5,60.0,60.5,61.1,61.7,62.3,63.0,63.6,64.3,65.0,65.7,66.4,67.1,67.7,68.4,69.1,69.7,70.3,70.8,71.3,71.7,72.2,72.6,72.9,73.3,73.7,74.0,74.4,74.7,75.1,75.4,75.7,76.0,76.3,76.5,76.8,77.0,77.3,77.5,77.6,77.8,77.9,78.1,78.2,78.3,78.5,78.6,78.8,78.9,79.1,79.3,79.5,22.2,South America +:ci: Côte d'Ivoire,36.9,37.6,38.2,38.9,39.5,40.1,40.7,41.4,42.1,42.9,43.7,44.5,45.4,46.2,46.9,47.7,48.3,49.0,49.6,50.1,50.6,51.1,51.5,51.9,52.2,52.5,52.7,52.8,52.8,52.7,52.5,52.1,51.6,51.0,50.3,49.5,48.7,48.0,47.4,47.0,46.7,46.6,46.6,46.9,47.2,47.7,48.2,48.7,49.3,49.9,50.4,50.9,51.5,52.0,52.5,53.1,53.6,16.7,Africa +:ch: Switzerland,71.3,71.6,71.2,71.2,72.1,72.2,72.3,72.6,72.6,72.6,73.0,73.1,73.6,73.9,74.3,74.7,74.8,75.2,75.2,75.5,75.5,75.7,76.0,76.0,76.6,76.7,76.9,77.2,77.2,77.4,77.2,77.5,77.8,78.1,78.4,78.4,78.9,79.1,79.3,79.6,79.7,80.2,80.4,80.5,81.1,81.2,81.5,81.7,82.0,82.0,82.2,82.7,82.7,82.8,83.2,82.9,82.9,11.6,Europe +:cg: Republic of the Congo,48.6,49.3,49.9,50.4,51.0,51.5,51.9,52.3,52.7,53.0,53.4,53.7,54.0,54.3,54.5,54.8,55.1,55.4,55.6,55.9,56.1,56.4,56.6,56.7,56.8,56.9,56.8,56.7,56.6,56.3,56.0,55.5,55.0,54.4,53.8,53.2,52.7,52.2,51.7,51.5,51.4,51.6,52.0,52.7,53.6,54.7,55.9,57.1,58.3,59.5,60.5,61.4,62.2,62.9,63.5,64.1,64.6,16.0,Africa +:cf: Central African Republic,36.5,36.9,37.3,37.8,38.2,38.7,39.3,39.9,40.5,41.2,41.9,42.7,43.5,44.3,45.1,45.9,46.6,47.3,47.9,48.4,48.9,49.2,49.5,49.7,49.8,49.8,49.8,49.6,49.4,49.1,48.8,48.4,47.9,47.4,46.8,46.3,45.7,45.2,44.7,44.3,43.9,43.8,43.7,43.8,44.1,44.5,45.0,45.6,46.2,46.9,47.6,48.3,49.0,49.8,50.6,51.4,52.2,15.7,Africa +:cd: Democratic Republic of the Congo,41.1,41.3,41.5,41.8,42.0,42.3,42.5,42.9,43.2,43.6,43.9,44.2,44.5,44.8,45.0,45.2,45.4,45.6,45.8,46.1,46.4,46.7,46.9,47.2,47.5,47.7,48.0,48.2,48.5,48.8,49.0,49.2,49.3,49.3,49.2,49.1,49.0,49.1,49.2,49.6,50.0,50.7,51.4,52.1,52.9,53.7,54.4,55.1,55.7,56.4,56.9,57.4,57.9,58.3,58.8,59.2,59.6,18.5,Africa +:ca: Canada,71.1,71.3,71.4,71.4,71.8,71.9,72.0,72.2,72.4,72.5,72.7,73.0,72.9,73.2,73.2,73.5,73.9,74.2,74.5,74.9,75.1,75.5,75.7,76.0,76.3,76.3,76.4,76.7,76.8,77.1,77.4,77.6,77.3,77.7,77.9,78.0,78.2,78.5,78.7,78.9,79.2,79.5,79.6,79.8,80.1,80.3,80.3,80.5,80.7,80.9,81.2,81.4,81.6,81.8,82.0,82.1,82.3,11.2,North America +:bz: Belize,60.0,60.5,61.1,61.7,62.2,62.8,63.4,64.0,64.5,65.1,65.6,66.0,66.5,66.9,67.4,67.8,68.1,68.5,68.9,69.2,69.6,69.9,70.3,70.6,70.9,71.1,71.3,71.4,71.4,71.4,71.2,71.0,70.7,70.3,69.9,69.5,69.1,68.8,68.6,68.4,68.3,68.4,68.5,68.6,68.8,69.0,69.2,69.4,69.5,69.6,69.7,69.7,69.8,69.9,70.0,70.2,70.4,10.4,North America +:by: Belarus,67.7,68.2,68.6,69.0,69.3,69.5,69.7,69.9,70.0,70.0,70.1,70.1,70.1,70.1,70.1,70.0,70.0,70.0,69.9,69.8,69.8,69.8,69.9,70.1,70.3,71.0,71.5,71.0,71.3,71.5,70.8,70.4,70.0,69.0,68.8,68.5,68.5,68.5,68.4,67.9,68.9,68.5,68.1,68.6,69.0,68.9,69.4,70.2,70.5,70.4,70.4,70.6,72.0,72.5,73.0,73.6,73.8,6.1,Europe +:bw: Botswana,50.7,51.0,51.4,51.7,52.1,52.4,52.8,53.2,53.6,54.1,54.6,55.2,55.8,56.4,57.1,57.7,58.4,59.0,59.6,60.2,60.7,61.2,61.7,62.0,62.3,62.6,62.7,62.7,62.6,62.4,61.9,61.1,60.1,58.7,57.2,55.5,53.8,52.2,50.8,49.7,49.0,48.8,49.1,49.8,50.8,52.2,53.7,55.3,56.9,58.5,59.9,61.2,62.4,63.6,64.8,65.8,66.8,16.1,Africa +:bt: Bhutan,34.5,34.9,35.3,35.7,36.2,36.7,37.3,37.9,38.5,39.1,39.6,40.2,40.7,41.3,41.8,42.3,42.9,43.4,44.1,44.8,45.5,46.2,47.0,47.7,48.4,49.2,49.9,50.6,51.4,52.1,52.9,53.6,54.4,55.1,55.9,56.7,57.4,58.2,59.1,59.9,60.8,61.6,62.5,63.3,64.1,64.9,65.6,66.2,66.8,67.3,67.8,68.2,68.6,69.0,69.4,69.8,70.2,35.7,Asia +:bs: Bahamas,62.9,63.2,63.6,63.9,64.2,64.5,64.8,65.1,65.4,65.7,65.9,66.2,66.5,66.8,67.0,67.3,67.6,67.8,68.1,68.3,68.5,68.8,69.0,69.2,69.4,69.7,69.9,70.1,70.3,70.5,70.7,70.9,71.0,71.1,71.2,71.4,71.5,71.6,71.9,72.1,72.4,72.7,73.0,73.3,73.5,73.8,74.0,74.2,74.4,74.6,74.8,74.9,75.1,75.2,75.4,75.5,75.7,12.8,North America +:br: Brazil,54.2,54.8,55.3,55.8,56.3,56.8,57.3,57.8,58.3,58.7,59.2,59.6,59.9,60.2,60.5,60.8,61.0,61.2,61.5,61.7,62.0,62.3,62.6,62.9,63.2,63.5,63.9,64.2,64.6,64.9,65.3,65.7,66.1,66.6,67.1,67.6,68.1,68.6,69.1,69.6,70.1,70.5,70.9,71.3,71.7,72.0,72.4,72.8,73.1,73.5,73.8,74.2,74.5,74.8,75.0,75.3,75.5,21.3,South America +:bo: Bolivia,42.1,42.5,42.8,43.1,43.5,43.8,44.2,44.5,44.9,45.3,45.7,46.1,46.5,46.9,47.3,47.7,48.2,48.6,49.1,49.5,50.0,50.5,51.0,51.5,52.0,52.5,53.0,53.5,54.0,54.6,55.1,55.6,56.2,56.7,57.3,57.9,58.4,59.0,59.6,60.1,60.7,61.3,61.8,62.4,63.0,63.5,64.1,64.7,65.3,65.8,66.4,66.9,67.5,67.9,68.4,68.8,69.1,27.0,South America +:bn: Brunei Darussalam,62.5,63.0,63.5,64.0,64.5,65.0,65.4,65.8,66.2,66.6,66.9,67.3,67.7,68.0,68.4,68.7,69.0,69.3,69.7,69.9,70.2,70.5,70.8,71.1,71.3,71.6,71.9,72.1,72.4,72.7,72.9,73.2,73.4,73.7,73.9,74.1,74.3,74.6,74.8,75.0,75.2,75.4,75.7,75.9,76.1,76.3,76.5,76.6,76.7,76.7,76.7,76.7,76.8,76.8,76.9,77.0,77.2,14.7,Asia +:bj: Benin,37.3,37.7,38.2,38.7,39.1,39.6,40.1,40.6,41.1,41.6,42.2,42.7,43.2,43.8,44.3,44.9,45.4,45.9,46.3,46.8,47.2,47.6,48.1,48.7,49.3,50.0,50.8,51.6,52.4,53.1,53.8,54.4,54.8,55.0,55.2,55.2,55.2,55.1,55.1,55.2,55.4,55.7,56.0,56.4,56.9,57.4,57.8,58.3,58.7,59.0,59.3,59.6,59.9,60.1,60.4,60.6,60.9,23.6,Africa +:bi: Burundi,41.3,41.6,41.9,42.2,42.5,42.8,43.1,43.3,43.5,43.7,43.8,44.0,44.2,44.5,44.9,45.3,45.7,46.1,46.6,47.0,47.3,47.7,48.0,48.3,48.6,48.8,48.9,48.9,48.7,48.4,48.1,47.8,47.8,47.9,48.3,48.9,49.5,50.2,50.8,51.2,51.5,51.8,52.0,52.2,52.4,52.7,53.1,53.5,53.9,54.4,54.9,55.3,55.8,56.3,56.7,57.1,57.5,16.2,Africa +:bh: Bahrain,51.9,53.2,54.6,55.9,57.2,58.4,59.5,60.6,61.6,62.6,63.4,64.3,65.0,65.8,66.4,67.0,67.6,68.2,68.7,69.1,69.6,70.0,70.3,70.7,71.0,71.2,71.5,71.7,72.0,72.2,72.4,72.6,72.8,73.0,73.2,73.4,73.6,73.8,74.0,74.2,74.4,74.6,74.8,75.0,75.2,75.3,75.5,75.6,75.8,75.9,76.1,76.2,76.3,76.5,76.6,76.8,76.9,25.0,Asia +:bg: Bulgaria,69.2,70.2,69.5,70.3,71.1,71.3,71.2,70.4,71.2,70.4,71.3,70.9,70.9,71.3,71.2,71.0,71.4,70.8,71.2,71.3,71.2,71.6,71.2,71.4,71.5,71.2,71.7,71.5,71.6,71.7,71.6,71.6,71.5,71.3,71.2,71.1,70.9,70.4,71.1,71.4,71.7,71.8,71.9,72.1,72.6,72.6,72.6,72.7,73.0,73.4,73.5,74.2,74.3,74.9,74.5,74.6,74.6,5.4,Europe +:bf: Burkina Faso,34.4,34.9,35.4,35.8,36.3,36.8,37.3,37.8,38.2,38.7,39.1,39.5,40.0,40.5,41.0,41.6,42.3,43.2,44.1,45.1,46.0,47.0,47.8,48.5,49.0,49.3,49.5,49.6,49.5,49.5,49.5,49.4,49.4,49.4,49.4,49.4,49.6,49.7,49.9,50.2,50.5,50.9,51.4,52.0,52.6,53.3,54.1,54.8,55.6,56.4,57.1,57.8,58.4,58.9,59.5,59.9,60.4,25.9,Africa +:be: Belgium,69.7,70.5,70.2,70.1,70.8,70.6,70.7,71.0,70.7,70.8,71.0,71.1,71.4,71.6,72.0,72.0,72.1,72.8,72.7,73.2,73.2,73.6,73.9,73.9,74.4,74.5,74.7,75.4,75.6,75.6,76.1,76.2,76.4,76.3,76.7,76.8,77.2,77.4,77.5,77.6,77.7,78.0,78.1,78.1,78.9,79.0,79.4,79.8,79.7,80.0,80.2,80.6,80.4,80.6,81.3,81.0,81.0,11.3,Europe +:bd: Bangladesh,45.8,46.5,47.1,47.7,48.3,48.7,48.9,48.8,48.5,48.1,47.5,47.1,47.0,47.3,47.9,48.9,50.0,51.1,52.1,52.9,53.5,53.9,54.3,54.7,55.1,55.6,56.1,56.7,57.2,57.8,58.4,59.0,59.7,60.4,61.1,61.9,62.6,63.3,64.0,64.7,65.3,65.9,66.4,67.0,67.5,67.9,68.4,68.9,69.3,69.8,70.2,70.6,71.0,71.4,71.8,72.2,72.5,26.7,Asia +:bb: Barbados,61.0,61.5,62.0,62.5,62.9,63.4,63.9,64.4,64.8,65.2,65.6,65.9,66.3,66.6,66.9,67.2,67.5,67.8,68.1,68.4,68.7,69.0,69.3,69.6,69.9,70.1,70.4,70.7,70.9,71.1,71.4,71.6,71.8,72.1,72.3,72.5,72.7,72.9,73.0,73.2,73.4,73.5,73.7,73.8,74.0,74.2,74.3,74.5,74.6,74.8,75.0,75.1,75.3,75.4,75.6,75.8,75.9,14.9,North America +:ba: Bosnia and Herzegovina,60.4,61.0,61.6,62.2,62.8,63.4,63.9,64.5,65.1,65.6,66.2,66.8,67.3,67.9,68.4,68.9,69.3,69.7,70.0,70.2,70.4,70.6,70.8,71.1,71.3,71.5,71.7,71.6,71.5,71.2,70.9,70.6,70.6,70.7,71.1,71.6,72.3,73.0,73.6,74.1,74.4,74.7,74.8,75.0,75.1,75.2,75.4,75.5,75.6,75.8,75.9,76.1,76.2,76.4,76.6,76.7,76.9,16.6,Europe +:az: Azerbaijan,61.0,61.3,61.5,61.7,61.9,62.1,62.3,62.5,62.8,63.0,63.1,63.3,63.5,63.6,63.7,63.8,63.9,63.9,64.0,64.1,64.2,64.3,64.4,64.6,64.8,64.9,65.0,65.1,65.0,64.9,64.8,64.7,64.7,64.8,65.0,65.3,65.6,65.9,66.2,66.5,66.8,67.1,67.4,67.8,68.2,68.8,69.3,69.8,70.2,70.6,71.0,71.3,71.5,71.7,71.8,71.9,72.0,11.0,Asia +:aw: Aruba,65.7,66.1,66.4,66.8,67.1,67.4,67.8,68.1,68.4,68.8,69.1,69.5,69.9,70.2,70.5,70.8,71.1,71.4,71.7,72.0,72.3,72.5,72.8,72.9,73.1,73.2,73.3,73.3,73.4,73.4,73.5,73.5,73.5,73.6,73.6,73.6,73.6,73.7,73.7,73.7,73.8,73.9,73.9,74.0,74.2,74.3,74.4,74.6,74.7,74.9,75.0,75.2,75.3,75.4,75.6,75.7,75.9,10.2,South America +:au: Australia,70.8,71.0,70.9,70.9,70.9,70.9,70.8,70.9,70.9,71.0,71.0,71.1,71.5,71.8,72.2,72.6,73.0,73.3,73.7,74.0,74.3,74.7,74.9,75.1,75.4,75.6,75.9,76.2,76.4,76.7,77.0,77.3,77.4,77.9,77.9,77.8,78.1,78.5,78.6,78.9,79.2,79.6,79.9,80.2,80.5,80.8,81.0,81.3,81.4,81.5,81.7,81.9,82.0,82.1,82.3,82.4,82.5,11.7,Oceania +:at: Austria,68.6,69.6,69.3,69.4,69.9,69.7,70.0,69.9,70.1,69.8,69.9,70.1,70.5,71.0,71.0,71.1,71.6,71.9,72.0,72.3,72.5,72.8,73.0,73.0,73.6,73.8,74.3,74.8,75.2,75.3,75.6,75.6,75.8,76.1,76.4,76.7,76.9,77.3,77.7,77.9,78.1,78.6,78.7,78.6,79.2,79.3,79.9,80.2,80.4,80.3,80.6,81.0,80.9,81.1,81.5,81.2,80.9,12.3,Europe +:ar: Argentina,65.0,65.1,65.2,65.3,65.4,65.5,65.6,65.8,66.0,66.2,66.4,66.7,67.0,67.3,67.7,68.0,68.2,68.5,68.9,69.2,69.5,69.7,70.0,70.2,70.4,70.6,70.8,71.0,71.2,71.4,71.6,71.8,72.0,72.3,72.5,72.7,72.9,73.2,73.4,73.6,73.8,74.0,74.2,74.4,74.6,74.8,74.9,75.1,75.3,75.4,75.6,75.8,75.9,76.1,76.3,76.4,76.6,11.6,South America +:ao: Angola,33.3,33.6,33.9,34.3,34.6,35.0,35.4,35.8,36.2,36.6,37.0,37.5,37.9,38.3,38.7,39.1,39.5,39.8,40.1,40.3,40.5,40.7,40.8,41.0,41.1,41.2,41.3,41.4,41.5,41.6,41.7,41.9,42.1,42.3,42.7,43.1,43.7,44.4,45.2,46.1,47.1,48.2,49.3,50.5,51.7,52.8,54.0,55.1,56.2,57.2,58.2,59.0,59.8,60.4,60.9,61.2,61.5,28.3,Africa +:am: Armenia,66.0,66.4,66.8,67.3,67.7,68.2,68.6,69.0,69.4,69.8,70.1,70.4,70.6,70.7,70.8,70.8,70.8,70.8,70.8,70.9,70.9,70.9,70.8,70.5,70.2,69.7,69.2,68.7,68.3,68.0,67.9,67.9,68.0,68.2,68.5,68.9,69.4,69.9,70.4,70.9,71.4,71.8,72.1,72.3,72.5,72.6,72.7,72.8,72.9,73.1,73.3,73.6,73.8,74.0,74.3,74.4,74.6,8.6,Asia +:al: 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"heatmap": { + "enabled": { + "__@t$__": "43588813678-1" + } + } + }, + "Country Name": { + "sparkline": { + "type": { + "__@t$__": "43588813678-1" + }, + "colorNeg": { + "__@t$__": "43588813678-1" + }, + "rangeMin": { + "__@t$__": "43588813678-1" + }, + "rangeMax": { + "__@t$__": "43588813678-1" + }, + "title": { + "__@t$__": "43588813678-1" + } + }, + "alignmentVertical": { + "__@t$__": "43588813678-1" + }, + "customBarColor": { + "__@t$__": "43588813678-1" + }, + "customColorBarBackground": { + "__@t$__": "43588813678-1" + }, + "sortable": { + "__@t$__": "43588813678-1" + }, + "minWidth": { + "__@t$__": "43588813678-1" + }, + "heatmap": { + "enabled": { + "__@t$__": "43588813678-1" + } + } + }, + "diff 1960-2016": { + "sparkline": { + "type": { + "__@t$__": "43588813678-1" + }, + "colorNeg": { + "__@t$__": "43588813678-1" + }, + "rangeMin": { + "__@t$__": "43588813678-1" + }, + "rangeMax": { + "__@t$__": "43588813678-1" + }, + "title": { + "__@t$__": "43588813678-1" + } + }, + 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"customBarColor": { + "__@t$__": "43588813678-1" + }, + "customColorBarBackground": { + "__@t$__": "43588813678-1" + }, + "sortable": { + "__@t$__": "43588813678-1" + }, + "minWidth": { + "__@t$__": "43588813678-1" + }, + "heatmap": { + "enabled": { + "__@t$__": "43588813678-1" + } + } + }, + "~~~ Infant deaths ~~~": { + "sparkline": { + "type": { + "__@t$__": "43588813678-1" + }, + "colorNeg": { + "__@t$__": "43588813678-1" + }, + "title": { + "__@t$__": "43588813678-1" + } + }, + "alignmentVertical": { + "__@t$__": "43588813678-1" + }, + "customBarColor": { + "__@t$__": "43588813678-1" + }, + "customColorBarBackground": { + "__@t$__": "43588813678-1" + }, + "sortable": { + "__@t$__": "43588813678-1" + }, + "minWidth": { + "__@t$__": "43588813678-1" + }, + "heatmap": { + "enabled": { + "__@t$__": "43588813678-1" + } + } + }, + "Increase between 1960 and 2016": { + "sparkline": { + "type": { + "__@t$__": "43588813678-1" + }, + "colorNeg": { + "__@t$__": "43588813678-1" + }, + "title": 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}, + "colorNeg": { + "__@t$__": "43588813678-1" + }, + "title": { + "__@t$__": "43588813678-1" + } + }, + "alignmentVertical": { + "__@t$__": "43588813678-1" + }, + "customBarColor": { + "__@t$__": "43588813678-1" + }, + "customColorBarBackground": { + "__@t$__": "43588813678-1" + }, + "sortable": { + "__@t$__": "43588813678-1" + }, + "minWidth": { + "__@t$__": "43588813678-1" + }, + "heatmap": { + "enabled": { + "__@t$__": "43588813678-1" + } + } + }, + "~~~ Life expectancy 1960-2016 ~~~": { + "sparkline": { + "type": { + "__@t$__": "43588813678-1" + }, + "colorNeg": { + "__@t$__": "43588813678-1" + }, + "title": { + "__@t$__": "43588813678-1" + } + }, + "alignmentVertical": { + "__@t$__": "43588813678-1" + }, + "customBarColor": { + "__@t$__": "43588813678-1" + }, + "customColorBarBackground": { + "__@t$__": "43588813678-1" + }, + "sortable": { + "__@t$__": "43588813678-1" + }, + "minWidth": { + "__@t$__": "43588813678-1" + }, + "heatmap": { + "enabled": { + "__@t$__": 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a/tests/samples/table/life_expectancy_heatmap.csv b/tests/samples/table/life_expectancy_heatmap.csv new file mode 100644 index 0000000..4d37830 --- /dev/null +++ b/tests/samples/table/life_expectancy_heatmap.csv @@ -0,0 +1,29 @@ +country,label,1960,1961,1962,1963,1964,1965,1966,1967,1968,1969,1970,1971,1972,1973,1974,1975,1976,1977,1978,1979,1980,1981,1982,1983,1984,1985,1986,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,diff +country,"Life expectancy at birth, 1960-2019",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +:kh: Cambodia,,41.2,41.4,41.5,41.7,41.9,42.1,42.3,42.5,42.6,42.4,41.6,39.699,36.676,32.667,28.04,23.595,20.317,18.907,19.725,22.744,27.536,33.342,39.157,44.173,48.025,50.563,51.916,52.587,52.999,53.302,53.595,53.916,54.228,54.514,54.82,55.189,55.653,56.212,56.862,57.604,58.432,59.335,60.283,61.241,62.186,63.088,63.927,64.697,65.394,66.014,66.56,67.043,67.48,67.888,68.273,68.637,68.977,69.289,69.57,69.823,50.9 +:rw: Rwanda,,42.6,42.9,43.3,43.5,43.8,44.0,44.2,44.4,44.5,44.6,44.7,44.772,44.848,44.945,45.084,45.315,45.692,46.225,46.895,47.661,48.527,49.498,50.487,51.342,51.888,51.685,50.233,47.409,43.361,38.439,33.413,29.248,26.691,26.172,27.738,31.037,35.38,39.838,43.686,46.639,48.649,49.936,50.987,52.178,53.595,55.254,57.083,58.915,60.612,62.129,63.433,64.523,65.438,66.219,66.884,67.45,67.93,68.341,68.7,69.024,42.9 +:mv: Maldives,,37.3,37.9,38.6,39.2,39.9,40.6,41.3,42.0,42.7,43.4,44.1,44.908,45.7,46.52,47.368,48.25,49.167,50.116,51.087,52.069,53.046,53.998,54.913,55.787,56.621,57.424,58.213,59.008,59.823,60.664,61.529,62.413,63.302,64.185,65.059,65.923,66.784,67.644,68.501,69.348,70.173,70.964,71.708,72.399,73.034,73.612,74.138,74.621,75.073,75.499,75.905,76.293,76.664,77.018,77.36,77.691,78.013,78.325,78.627,78.921,41.6 +:bt: Bhutan,,34.5,34.9,35.3,35.7,36.2,36.7,37.3,37.9,38.5,39.1,39.6,40.194,40.735,41.263,41.784,42.311,42.861,43.447,44.077,44.751,45.464,46.204,46.954,47.702,48.442,49.173,49.901,50.632,51.372,52.122,52.878,53.633,54.384,55.131,55.878,56.636,57.418,58.236,59.089,59.974,60.884,61.808,62.728,63.624,64.483,65.289,66.031,66.709,67.325,67.882,68.384,68.84,69.263,69.662,70.046,70.419,70.781,71.129,71.46,71.777,37.3 +:tl: Timor,,33.7,34.2,34.7,35.2,35.7,36.3,36.9,37.6,38.3,39.0,39.5,39.574,39.085,38.077,36.66,35.092,33.714,32.827,32.629,33.178,34.419,36.185,38.175,40.132,41.932,43.482,44.755,45.831,46.791,47.661,48.492,49.345,50.261,51.267,52.366,53.538,54.737,55.907,57.011,58.037,59.002,59.945,60.901,61.888,62.893,63.882,64.803,65.61,66.276,66.796,67.186,67.477,67.72,67.953,68.197,68.459,68.735,69.007,69.26,69.495,36.9 +:ye: Yemen,,29.9,30.2,30.5,30.9,31.5,32.2,33.0,33.8,34.8,35.8,36.8,37.888,38.981,40.093,41.219,42.364,43.54,44.753,46,47.265,48.532,49.778,50.981,52.117,53.17,54.12,54.959,55.692,56.331,56.881,57.346,57.73,58.047,58.318,58.566,58.817,59.096,59.415,59.782,60.204,60.683,61.216,61.781,62.358,62.931,63.481,63.997,64.47,64.892,65.255,65.549,65.768,65.92,66.016,66.066,66.085,66.087,66.086,66.096,66.125,36.2 +:np: Nepal,,35.6,35.9,36.4,36.8,37.3,37.9,38.5,39.1,39.7,40.3,40.9,41.457,42.024,42.588,43.151,43.718,44.294,44.885,45.493,46.124,46.776,47.45,48.142,48.852,49.577,50.324,51.095,51.891,52.712,53.551,54.404,55.262,56.118,56.964,57.793,58.6,59.383,60.144,60.884,61.6,62.288,62.945,63.57,64.165,64.729,65.264,65.773,66.26,66.727,67.178,67.611,68.028,68.426,68.806,69.168,69.515,69.848,70.169,70.478,70.778,35.2 +:om: Oman,,42.7,43.5,44.3,45.1,45.9,46.7,47.4,48.1,48.9,49.6,50.3,51.087,51.92,52.811,53.76,54.755,55.781,56.813,57.829,58.813,59.758,60.659,61.523,62.356,63.153,63.915,64.638,65.324,65.975,66.593,67.18,67.739,68.273,68.786,69.283,69.77,70.25,70.726,71.197,71.664,72.126,72.58,73.022,73.447,73.851,74.23,74.577,74.893,75.179,75.44,75.682,75.916,76.149,76.388,76.634,76.887,77.142,77.393,77.633,77.861,35.2 +:tn: Tunisia,,42.0,42.7,43.4,44.1,44.9,45.8,46.8,47.8,48.9,50.0,51.1,52.299,53.452,54.59,55.704,56.794,57.866,58.928,59.979,61.01,61.999,62.924,63.769,64.53,65.211,65.831,66.414,66.989,67.574,68.176,68.792,69.407,70.001,70.555,71.062,71.517,71.921,72.282,72.608,72.904,73.172,73.415,73.638,73.842,74.034,74.217,74.391,74.558,74.72,74.88,75.041,75.206,75.376,75.552,75.734,75.922,76.115,76.31,76.505,76.699,34.7 +:cn: China,,43.7,44.1,44.8,46.0,47.6,49.5,51.7,53.8,55.8,57.6,59.1,60.303,61.344,62.281,63.134,63.915,64.631,65.278,65.857,66.377,66.844,67.26,67.627,67.949,68.231,68.473,68.673,68.831,68.954,69.054,69.145,69.242,69.355,69.496,69.67,69.885,70.14,70.428,70.737,71.063,71.397,71.732,72.061,72.381,72.689,72.985,73.271,73.553,73.835,74.119,74.409,74.708,75.013,75.321,75.629,75.928,76.21,76.47,76.704,76.912,33.2 +:af: Afghanistan,,32.4,33.0,33.5,34.0,34.5,34.9,35.4,35.9,36.4,36.9,37.4,37.93,38.461,39.003,39.558,40.128,40.715,41.32,41.944,42.585,43.244,43.923,44.617,45.324,46.04,46.761,47.486,48.211,48.93,49.64,50.331,50.999,51.641,52.256,52.842,53.398,53.924,54.424,54.906,55.376,55.841,56.308,56.784,57.271,57.772,58.29,58.826,59.375,59.93,60.484,61.028,61.553,62.054,62.525,62.966,63.377,63.763,64.13,64.486,64.833,32.4 +:tr: Turkey,,45.4,46.1,46.8,47.6,48.3,49.0,49.7,50.4,51.1,51.7,52.3,52.887,53.492,54.109,54.741,55.387,56.046,56.709,57.37,58.023,58.667,59.297,59.915,60.52,61.111,61.682,62.231,62.758,63.266,63.763,64.256,64.757,65.275,65.815,66.377,66.963,67.57,68.189,68.807,69.417,70.005,70.56,71.078,71.559,72.004,72.424,72.83,73.235,73.649,74.074,74.507,74.944,75.373,75.784,76.172,76.532,76.86,77.161,77.437,77.691,32.3 +:eh: Western Sahara,,38.4,38.7,39.1,39.5,39.9,40.3,40.6,41.0,41.3,41.7,42.1,42.524,43.066,43.699,44.426,45.234,46.104,47.008,47.919,48.823,49.716,50.607,51.502,52.402,53.297,54.166,54.985,55.741,56.425,57.037,57.586,58.086,58.561,59.031,59.508,60,60.51,61.032,61.559,62.088,62.615,63.136,63.646,64.143,64.625,65.094,65.557,66.017,66.475,66.929,67.372,67.797,68.196,68.565,68.904,69.213,69.496,69.762,70.017,70.263,31.9 +:ir: Iran,,44.9,45.5,46.1,46.6,47.2,47.7,48.3,48.9,49.5,50.1,50.9,51.661,52.559,53.513,54.463,55.264,55.744,55.827,55.514,54.882,54.114,53.453,53.126,53.287,53.983,55.196,56.828,58.665,60.516,62.272,63.837,65.153,66.243,67.137,67.84,68.377,68.791,69.139,69.471,69.813,70.176,70.553,70.921,71.265,71.592,71.917,72.257,72.626,73.027,73.457,73.905,74.352,74.776,75.162,75.502,75.796,76.047,76.271,76.479,76.677,31.7 +:ml: Mali,,28.2,28.3,28.5,28.8,29.1,29.5,30.0,30.5,31.1,31.7,32.4,33.078,33.782,34.493,35.205,35.921,36.645,37.385,38.142,38.909,39.677,40.435,41.173,41.879,42.545,43.17,43.759,44.315,44.838,45.323,45.746,46.076,46.305,46.445,46.52,46.573,46.658,46.823,47.103,47.515,48.069,48.758,49.54,50.373,51.224,52.057,52.839,53.553,54.193,54.756,55.251,55.701,56.135,56.578,57.036,57.509,57.987,58.452,58.893,59.306,31.1 +:dz: Algeria,,46.1,46.6,47.1,47.5,48.0,48.4,48.8,49.2,49.6,50.0,50.4,50.773,51.201,51.676,52.218,52.866,53.661,54.609,55.7,56.909,58.198,59.519,60.813,62.029,63.13,64.087,64.884,65.545,66.097,66.554,66.938,67.27,67.575,67.877,68.194,68.54,68.919,69.323,69.745,70.183,70.64,71.116,71.605,72.101,72.594,73.072,73.521,73.936,74.311,74.644,74.938,75.199,75.436,75.661,75.878,76.09,76.298,76.499,76.693,76.88,30.7 +:ly: Libya,,42.6,44.2,45.8,47.4,48.9,50.3,51.6,52.8,53.9,55.0,56.1,57.046,57.995,58.902,59.77,60.6,61.393,62.15,62.869,63.548,64.185,64.771,65.306,65.793,66.235,66.644,67.03,67.405,67.775,68.141,68.503,68.85,69.175,69.469,69.732,69.965,70.169,70.352,70.522,70.684,70.852,71.038,71.244,71.466,71.693,71.902,72.063,72.155,72.174,72.129,72.044,71.956,71.901,71.907,71.981,72.121,72.311,72.52,72.724,72.913,30.3 +:gm: Gambia,,32.1,32.3,32.7,33.1,33.5,34.1,34.7,35.4,36.2,37.0,37.9,38.734,39.61,40.485,41.352,42.205,43.047,43.882,44.712,45.533,46.341,47.133,47.903,48.645,49.348,49.998,50.577,51.082,51.518,51.892,52.221,52.528,52.834,53.157,53.508,53.889,54.296,54.715,55.133,55.547,55.956,56.359,56.761,57.159,57.553,57.939,58.313,58.671,59.012,59.334,59.637,59.917,60.178,60.426,60.667,60.91,61.166,61.44,61.735,62.05,30.0 +:lr: Liberia,,34.3,34.6,34.9,35.3,35.8,36.3,36.9,37.5,38.1,38.7,39.3,39.98,40.65,41.346,42.061,42.786,43.514,44.226,44.902,45.52,46.053,46.474,46.776,46.962,47.038,47.004,46.862,46.645,46.399,46.174,46.046,46.097,46.357,46.832,47.506,48.314,49.163,49.963,50.657,51.234,51.734,52.236,52.826,53.554,54.422,55.393,56.4,57.365,58.229,58.971,59.6,60.146,60.663,61.186,61.723,62.269,62.802,63.295,63.73,64.104,29.8 +:sn: Senegal,,38.2,38.4,38.5,38.5,38.4,38.4,38.4,38.4,38.6,38.8,39.2,39.814,40.562,41.445,42.442,43.521,44.641,45.767,46.869,47.927,48.944,49.94,50.938,51.945,52.946,53.914,54.813,55.61,56.283,56.818,57.202,57.43,57.529,57.535,57.48,57.404,57.342,57.323,57.376,57.523,57.787,58.177,58.675,59.259,59.912,60.62,61.365,62.126,62.88,63.607,64.284,64.898,65.448,65.939,66.37,66.747,67.078,67.38,67.665,67.941,29.7 +:bo: Bolivia,,41.8,42.2,42.5,42.8,43.2,43.6,43.9,44.3,44.7,45.1,45.6,45.999,46.441,46.893,47.355,47.828,48.312,48.806,49.31,49.824,50.349,50.883,51.427,51.98,52.543,53.115,53.695,54.284,54.881,55.486,56.099,56.721,57.351,57.989,58.631,59.276,59.922,60.566,61.204,61.835,62.452,63.054,63.64,64.21,64.766,65.312,65.853,66.395,66.937,67.476,68.007,68.521,69.01,69.468,69.891,70.277,70.626,70.945,71.239,71.513,29.7 +:sa: Saudi Arabia,,45.6,46.1,46.7,47.2,47.8,48.4,49.1,49.9,50.8,51.7,52.7,53.771,54.872,55.981,57.078,58.148,59.179,60.169,61.116,62.016,62.863,63.66,64.411,65.122,65.795,66.43,67.028,67.589,68.116,68.611,69.078,69.522,69.945,70.349,70.733,71.099,71.445,71.766,72.06,72.327,72.561,72.759,72.92,73.051,73.159,73.256,73.355,73.467,73.598,73.75,73.917,74.089,74.254,74.402,74.533,74.651,74.761,74.874,74.998,75.133,29.5 +:hn: Honduras,,46.3,47.0,47.6,48.3,48.9,49.5,50.2,50.7,51.3,51.9,52.5,53.14,53.778,54.439,55.124,55.834,56.567,57.317,58.08,58.851,59.632,60.427,61.236,62.05,62.859,63.643,64.382,65.062,65.679,66.229,66.723,67.175,67.605,68.028,68.45,68.871,69.284,69.676,70.041,70.378,70.689,70.976,71.249,71.511,71.77,72.026,72.285,72.544,72.803,73.061,73.317,73.569,73.814,74.051,74.278,74.495,74.701,74.898,75.088,75.27,29.0 +:pe: Peru,,48.0,48.6,49.2,49.8,50.3,50.9,51.4,52.0,52.7,53.4,54.2,54.935,55.671,56.36,56.994,57.575,58.114,58.636,59.158,59.691,60.24,60.804,61.378,61.958,62.542,63.132,63.731,64.338,64.949,65.56,66.165,66.757,67.33,67.88,68.405,68.903,69.378,69.834,70.274,70.7,71.111,71.505,71.882,72.24,72.581,72.908,73.222,73.528,73.826,74.12,74.41,74.697,74.981,75.258,75.529,75.792,76.044,76.286,76.516,76.736,28.7 +:in: India,,41.4,42.0,42.6,43.3,43.9,44.5,45.1,45.8,46.4,47.1,47.7,48.398,49.061,49.722,50.374,51.012,51.63,52.222,52.786,53.319,53.814,54.268,54.686,55.074,55.441,55.801,56.169,56.553,56.963,57.4,57.865,58.353,58.851,59.349,59.84,60.32,60.783,61.233,61.669,62.093,62.505,62.907,63.304,63.699,64.095,64.5,64.918,65.35,65.794,66.244,66.693,67.13,67.545,67.931,68.286,68.607,68.897,69.165,69.416,69.656,28.2 +:ma: Morocco,,48.5,48.9,49.3,49.7,50.2,50.6,51.0,51.4,51.8,52.2,52.6,52.94,53.305,53.676,54.066,54.492,54.976,55.525,56.142,56.823,57.56,58.339,59.139,59.936,60.717,61.469,62.188,62.877,63.535,64.157,64.732,65.251,65.715,66.128,66.501,66.846,67.175,67.508,67.86,68.245,68.684,69.193,69.769,70.399,71.067,71.746,72.403,73.009,73.546,74.003,74.382,74.696,74.97,75.227,75.477,75.726,75.974,76.218,76.453,76.68,28.2 +:et: Ethiopia,,38.4,39.1,39.7,40.3,40.8,41.3,41.7,42.0,42.4,42.7,42.9,43.213,43.465,43.693,43.894,44.044,44.116,44.103,44.016,43.881,43.747,43.675,43.712,43.885,44.199,44.633,45.147,45.682,46.194,46.667,47.099,47.504,47.911,48.344,48.81,49.303,49.81,50.32,50.835,51.366,51.941,52.595,53.349,54.211,55.174,56.223,57.334,58.467,59.581,60.645,61.627,62.505,63.281,63.961,64.547,65.048,65.482,65.872,66.24,66.597,28.2 diff --git a/tests/samples/table/life_expectancy_heatmap.json b/tests/samples/table/life_expectancy_heatmap.json new file mode 100644 index 0000000..ba46f60 --- /dev/null +++ b/tests/samples/table/life_expectancy_heatmap.json @@ -0,0 +1,13362 @@ +{ + "chart": { + "crdt": { + "data": { + "publicId": "FAawn", + "language": "en-US", + "theme": "datawrapper", + "chartHash": "bc1f5229c5eb82b867fae82e0f5c8f32", + "id": "FAawn", + "type": "tables", + "title": "Life expectancy at birth, 1960-2019", + "lastEditStep": 3, + "publicVersion": 0, + "deleted": false, + "forkable": false, + "isFork": 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+8,National Gallery of Art,":us: Washington, D.C.","4,404,212" +9,State Hermitage Museum,:ru: Saint Petersburg,"4,220,000" +10,Victoria and Albert Museum,:gb: London,"3,967,566" +11,Reina Sofía,:es: Madrid,"3,898,309" +12,National Palace Museum,:tw: Taipei,"3,860,644" +13,Museo del Prado,:es: Madrid,"3,672,853" +14,Musée National d'Art Moderne (Centre Pompidou),:fr: Paris,"3,551,544" +15,National Museum of Korea,:kr: Seoul,"3,304,453" +16,Musée d'Orsay,:fr: Paris,"3,286,224" +17,Somerset House,:gb: London,"3,143,626" +18,Moscow Kremlin Museums,:ru: Moscow,"2,867,295" +19,Tokyo Metropolitan Art Museum,:jp: Tokyo,"2,787,770" +20,Museum of Modern Art,:us: New York City,"2,774,103" +21,"The National Art Center, Tokyo",:jp: Tokyo,"2,717,565" +22,National Gallery of Victoria,:au: Melbourne,"2,565,474" +23,Tokyo National Museum,:jp: Tokyo,"2,431,073" +24,Smithsonian American Art Museum,":us: Washington, D.C.","2,304,404" +24,National Portrait Gallery,":us: Washington, D.C.","2,304,404" 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+45,Centro Cultural Banco do Brasil,:br: Rio de Janeiro,"1,388,664" +46,Royal Ontario Museum,:ca: Toronto,"1,381,712" +47,National Museum of Western Art,:jp: Tokyo,"1,436,941" +48,Museum of European and Mediterranean Civilisations (MUCEM),:fr: Marseille,"1,335,000" +49,Art Gallery of New South Wales,:au: Sydney,"1,303,789" +50,Pushkin State Museum of Fine Arts,:ru: Moscow,"1,301,832" +51,Tate Britain,:gb: London,"1,272,523" +52,Guggenheim Museum Bilbao,:es: Bilbao,"1,265,756" +53,Musée du quai Branly,:fr: Paris,"1,261,817" +54,Museum of Fine Arts,:us: Boston,"1,249,080" +55,Petit Palais,:fr: Paris,"1,203,810" +56,Saatchi Gallery,:gb: London,"1,200,000" +57,National Museum of Modern and Contemporary Art,:kr: Seoul,"1,185,168" +58,National Museum in Krakow,:pl: Krakow,"1,147,140" +59,Centro Cultural Banco do Brasil,:br: Brasília,"1,146,995" +60,Louis Vuitton Foundation,:fr: Paris,"1,142,731" +61,Hong Kong Heritage Museum,:hk: Hong Kong,"1,142,235" +62,National Museum of Modern Art,:jp: 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marker = "python_full_version >= '3.11'" }, + { name = "mypy" }, { name = "pandas" }, { name = "pydantic" }, + { name = "pytest" }, + { name = "pytest-cov" }, { name = "requests" }, { name = "rich" }, + { name = "types-requests" }, ] [package.optional-dependencies] @@ -350,18 +355,22 @@ test = [ requires-dist = [ { name = "exceptiongroup", marker = "python_full_version < '3.11'" }, { name = "factory-boy", marker = "extra == 'test'" }, + { name = "faker", specifier = ">=37.11.0" }, { name = "faker", marker = "extra == 'test'" }, { name = "freezegun", marker = "extra == 'test'" }, { name = "importlib-metadata" }, { name = "ipython" }, + { name = "mypy", specifier = ">=1.18.2" }, { name = "mypy", marker = "extra == 'mypy'" }, { name = "myst-parser", marker = "extra == 'docs'" }, { name = "pandas" }, { name = "pre-commit", marker = "extra == 'dev'" }, - { name = "pydantic" }, + { name = "pydantic", specifier = ">=2,<3" }, { name = "pydantic-settings", marker = "extra == 'mypy'" }, + { name 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