<filename>tests/test_data.py
import json
from datetime import date, datetime, timedelta

ANNOTATIONS_TESTING = [
    ({"aggregation": "count"},
     {"value": 6}),

    ({"aggregation": "sum", "aggregationField": "integer"},
     {"value": 15}),

    ({"aggregation": "average", "aggregationField": "integer"},
     {"value": 2.5}),

    ({"aggregation": "minimum", "aggregationField": "integer"},
     {"value": 0}),

    ({"aggregation": "maximum", "aggregationField": "integer"},
     {"value": 5}),

    ({"aggregation": "percentile", "aggregationField": "integer",
      "percentile": 0.5},
     {"value": 2.5}),

    ({"aggregation": "sum", "aggregationField": "float"},
     {"value": 15}),

    ({"aggregation": "average", "aggregationField": "float"},
     {"value": 2.5}),

    ({"aggregation": "minimum", "aggregationField": "float"},
     {"value": 0}),

    ({"aggregation": "maximum", "aggregationField": "float"},
     {"value": 5}),

    ({"aggregation": "percentile", "aggregationField": "float",
      "percentile": 0.5},
     {"value": 2.5}),

    ({"aggregation": "minimum", "aggregationField": "date"},
     {"value": date(2020, 10, 1)}),

    ({"aggregation": "maximum", "aggregationField": "date"},
     {"value": date(2020, 11, 2)}),

    ({"aggregation": "minimum", "aggregationField": "datetime"},
     {"value": datetime(2020, 10, 1, 0, 1)}),

    ({"aggregation": "maximum", "aggregationField": "datetime"},
     {"value": datetime(2020, 11, 2, 0, 6)}),

    ({"aggregation": "sum", "aggregationField": "duration"},
     {"value": timedelta(days=21)}),

    ({"aggregation": "average", "aggregationField": "duration"},
     {"value": timedelta(days=3, hours=12)}),

    ({"aggregation": "minimum", "aggregationField": "duration"},
     {"value": timedelta(days=1)}),

    ({"aggregation": "maximum", "aggregationField": "duration"},
     {"value": timedelta(days=6)}),

    ({"aggregation": "percentile", "aggregationField": "duration",
      "percentile": 0.5},
     {"value": timedelta(days=3, hours=12)}),

    ({"aggregation": "percent",
      "additionalFilter": json.dumps({"type": "operator",
                                      "data": {"attribute": "group2",
                                               "operator": "=",
                                               "value": "1"}})},
     {"numerator": 3, "denominator": 6, "value": 0.5}),
]

UNSORTED_GROUPS_TESTING = [
    # GROUP BY ONE FIELD
    ({"aggregation": "count", "groupBy": "group1"},
     [{"group1": "1", "value": 2},
      {"group1": "2", "value": 1},
      {"group1": "3", "value": 3}]),

    # GROUP BY MULTIPLE FIELDS
    ({"aggregation": "count", "groupBy": "group1,group2"},
     [{"group1": "3", "group2": "3", "value": 1},
      {"group1": "3", "group2": "2", "value": 1},
      {"group1": "1", "group2": "2", "value": 1},
      {"group1": "2", "group2": "1", "value": 1},
      {"group1": "3", "group2": "1", "value": 1},
      {"group1": "1", "group2": "1", "value": 1},
      ]),

    # IGNORE LIMIT BY AND SHOW OTHER WITHOUT LIMIT
    ({"aggregation": "count", "groupBy": "group1",
      "limitBy": "group1", "showOther": 1},
     [{"group1": "1", "value": 2},
      {"group1": "2", "value": 1},
      {"group1": "3", "value": 3}]),
]

SORTED_GROUPS_TESTING = [
    # DESCENDING SORTING BY VALUE
    ({"aggregation": "count", "groupBy": "group1", "orderBy": "-value"},
     [{"group1": "3", "value": 3},
      {"group1": "1", "value": 2},
      {"group1": "2", "value": 1}]),

    # ASCENDING SORTING BY VALUE
    ({"aggregation": "count", "groupBy": "group1", "orderBy": "value"},
     [{"group1": "2", "value": 1},
      {"group1": "1", "value": 2},
      {"group1": "3", "value": 3}]),

    # SORT BY GROUP NAME
    ({"aggregation": "count", "groupBy": "group1", "orderBy": "group1"},
     [{"group1": "1", "value": 2},
      {"group1": "2", "value": 1},
      {"group1": "3", "value": 3}]),

    # GROUP BY MULTIPLE FIELDS WITH SORT BY TOTAL GROUP VALUE
    ({"columnIndex": "group1",
      "aggregation": "count",
      "groupBy": "group1,group2", "orderBy": "-group1__index,-group2"},
     [{"group1": "3", "group2": "3", "value": 1},
      {"group1": "3", "group2": "2", "value": 1},
      {"group1": "3", "group2": "1", "value": 1},
      {"group1": "1", "group2": "2", "value": 1},
      {"group1": "1", "group2": "1", "value": 1},
      {"group1": "2", "group2": "1", "value": 1},
      ]),

    # LIMIT NUMBER OF RETURNED GROUPS
    ({"aggregation": "count", "groupBy": "group1", "orderBy": "-value",
      "limit": 1},
     [{'group1': '3', 'value': 3}]),

    # LIMIT WITH GROUP BY MULTIPLE FIELDS
    ({"columnIndex": "group1",
      "aggregation": "count",
      "groupBy": "group1,group2", "orderBy": "-group1__index,-group2",
      "limit": 1},
     [{'group1': '3', 'group2': '3', 'value': 1},
      {'group1': '3', 'group2': '2', 'value': 1},
      {'group1': '3', 'group2': '1', 'value': 1}]),

    # LIMIT BY NOT FIRST FIELD IN GROUP BY
    ({"columnIndex": "group2",
      "aggregation": "count",
      "groupBy": "group1,group2", "orderBy": "group2__index",
      "limit": 1, "limitBy": "group2"},
     [{'group1': '3', 'group2': '3', 'value': 1}]),

    # LIMIT NUMBER OF RETURNED GROUPS, WITH GROUP "OTHER"
    ({"aggregation": "count",
      "groupBy": "group1", "orderBy": "-value",
      "limit": 1, "showOther": 1},
     [{"group1": "3", "value": 3},
      {"group1": "Other", "value": 3}]),

    # NOT SHOW EMPTY GROUP "OTHER"
    ({"aggregation": "count",
      "groupBy": "group1", "orderBy": "-value",
      "limit": 3, "showOther": 1},
     [{"group1": "3", "value": 3},
      {"group1": "1", "value": 2},
      {"group1": "2", "value": 1}]),

    # GROUP BY PERCENT AGGREGATION
    ({"aggregation": "percent",
      "additionalFilter": json.dumps({"type": "operator",
                                      "data": {"attribute": "group2",
                                               "operator": "=",
                                               "value": "2"}}),
      "groupBy": "group1", "orderBy": "-value"},
     [{"group1": "1", "numerator": 1, "denominator": 2, "value": 0.5},
      {"group1": "3", "numerator": 1, "denominator": 3, "value": 1 / 3},
      {"group1": "2", "numerator": 0, "denominator": 1, "value": 0}]),

    # SORT BY DATE FIELD
    ({"aggregation": "count",
      "truncateDate": "date=day",
      "groupBy": "date__trunc__day", "orderBy": "date__trunc__day"},
     [{"date__trunc__day": date(2020, 10, 1), "value": 2},
      {"date__trunc__day": date(2020, 10, 31), "value": 1},
      {"date__trunc__day": date(2020, 11, 1), "value": 2},
      {"date__trunc__day": date(2020, 11, 2), "value": 1}]),

    # AGGREGATION ON EMPTY QUERY
    ({"search": "4", "aggregation": "count", "groupBy": "group1"},
     []),

    # AGGREGATION ON EMPTY QUERY WITH SORT BY TOTAL GROUP VALUE
    ({"search": "4", "columnIndex": "group1",
      "aggregation": "count",
      "groupBy": "group1,group2", "orderBy": "-group1__index,-group2"},
     []),
]

<filename>tests/test_data.py
import json
from datetime import date, datetime, timedelta

ANNOTATIONS_TESTING = [
    ({"aggregation": "count"},
     {"value": 6}),

    ({"aggregation": "sum", "aggregationField": "integer"},
     {"value": 15}),

    ({"aggregation": "average", "aggregationField": "integer"},
     {"value": 2.5}),

    ({"aggregation": "minimum", "aggregationField": "integer"},
     {"value": 0}),

    ({"aggregation": "maximum", "aggregationField": "integer"},
     {"value": 5}),

    ({"aggregation": "percentile", "aggregationField": "integer",
      "percentile": 0.5},
     {"value": 2.5}),

    ({"aggregation": "sum", "aggregationField": "float"},
     {"value": 15}),

    ({"aggregation": "average", "aggregationField": "float"},
     {"value": 2.5}),

    ({"aggregation": "minimum", "aggregationField": "float"},
     {"value": 0}),

    ({"aggregation": "maximum", "aggregationField": "float"},
     {"value": 5}),

    ({"aggregation": "percentile", "aggregationField": "float",
      "percentile": 0.5},
     {"value": 2.5}),

    ({"aggregation": "minimum", "aggregationField": "date"},
     {"value": date(2020, 10, 1)}),

    ({"aggregation": "maximum", "aggregationField": "date"},
     {"value": date(2020, 11, 2)}),

    ({"aggregation": "minimum", "aggregationField": "datetime"},
     {"value": datetime(2020, 10, 1, 0, 1)}),

    ({"aggregation": "maximum", "aggregationField": "datetime"},
     {"value": datetime(2020, 11, 2, 0, 6)}),

    ({"aggregation": "sum", "aggregationField": "duration"},
     {"value": timedelta(days=21)}),

    ({"aggregation": "average", "aggregationField": "duration"},
     {"value": timedelta(days=3, hours=12)}),

    ({"aggregation": "minimum", "aggregationField": "duration"},
     {"value": timedelta(days=1)}),

    ({"aggregation": "maximum", "aggregationField": "duration"},
     {"value": timedelta(days=6)}),

    ({"aggregation": "percentile", "aggregationField": "duration",
      "percentile": 0.5},
     {"value": timedelta(days=3, hours=12)}),

    ({"aggregation": "percent",
      "additionalFilter": json.dumps({"type": "operator",
                                      "data": {"attribute": "group2",
                                               "operator": "=",
                                               "value": "1"}})},
     {"numerator": 3, "denominator": 6, "value": 0.5}),
]

UNSORTED_GROUPS_TESTING = [
    # GROUP BY ONE FIELD
    ({"aggregation": "count", "groupBy": "group1"},
     [{"group1": "1", "value": 2},
      {"group1": "2", "value": 1},
      {"group1": "3", "value": 3}]),

    # GROUP BY MULTIPLE FIELDS
    ({"aggregation": "count", "groupBy": "group1,group2"},
     [{"group1": "3", "group2": "3", "value": 1},
      {"group1": "3", "group2": "2", "value": 1},
      {"group1": "1", "group2": "2", "value": 1},
      {"group1": "2", "group2": "1", "value": 1},
      {"group1": "3", "group2": "1", "value": 1},
      {"group1": "1", "group2": "1", "value": 1},
      ]),

    # IGNORE LIMIT BY AND SHOW OTHER WITHOUT LIMIT
    ({"aggregation": "count", "groupBy": "group1",
      "limitBy": "group1", "showOther": 1},
     [{"group1": "1", "value": 2},
      {"group1": "2", "value": 1},
      {"group1": "3", "value": 3}]),
]

SORTED_GROUPS_TESTING = [
    # DESCENDING SORTING BY VALUE
    ({"aggregation": "count", "groupBy": "group1", "orderBy": "-value"},
     [{"group1": "3", "value": 3},
      {"group1": "1", "value": 2},
      {"group1": "2", "value": 1}]),

    # ASCENDING SORTING BY VALUE
    ({"aggregation": "count", "groupBy": "group1", "orderBy": "value"},
     [{"group1": "2", "value": 1},
      {"group1": "1", "value": 2},
      {"group1": "3", "value": 3}]),

    # SORT BY GROUP NAME
    ({"aggregation": "count", "groupBy": "group1", "orderBy": "group1"},
     [{"group1": "1", "value": 2},
      {"group1": "2", "value": 1},
      {"group1": "3", "value": 3}]),

    # GROUP BY MULTIPLE FIELDS WITH SORT BY TOTAL GROUP VALUE
    ({"columnIndex": "group1",
      "aggregation": "count",
      "groupBy": "group1,group2", "orderBy": "-group1__index,-group2"},
     [{"group1": "3", "group2": "3", "value": 1},
      {"group1": "3", "group2": "2", "value": 1},
      {"group1": "3", "group2": "1", "value": 1},
      {"group1": "1", "group2": "2", "value": 1},
      {"group1": "1", "group2": "1", "value": 1},
      {"group1": "2", "group2": "1", "value": 1},
      ]),

    # LIMIT NUMBER OF RETURNED GROUPS
    ({"aggregation": "count", "groupBy": "group1", "orderBy": "-value",
      "limit": 1},
     [{'group1': '3', 'value': 3}]),

    # LIMIT WITH GROUP BY MULTIPLE FIELDS
    ({"columnIndex": "group1",
      "aggregation": "count",
      "groupBy": "group1,group2", "orderBy": "-group1__index,-group2",
      "limit": 1},
     [{'group1': '3', 'group2': '3', 'value': 1},
      {'group1': '3', 'group2': '2', 'value': 1},
      {'group1': '3', 'group2': '1', 'value': 1}]),

    # LIMIT BY NOT FIRST FIELD IN GROUP BY
    ({"columnIndex": "group2",
      "aggregation": "count",
      "groupBy": "group1,group2", "orderBy": "group2__index",
      "limit": 1, "limitBy": "group2"},
     [{'group1': '3', 'group2': '3', 'value': 1}]),

    # LIMIT NUMBER OF RETURNED GROUPS, WITH GROUP "OTHER"
    ({"aggregation": "count",
      "groupBy": "group1", "orderBy": "-value",
      "limit": 1, "showOther": 1},
     [{"group1": "3", "value": 3},
      {"group1": "Other", "value": 3}]),

    # NOT SHOW EMPTY GROUP "OTHER"
    ({"aggregation": "count",
      "groupBy": "group1", "orderBy": "-value",
      "limit": 3, "showOther": 1},
     [{"group1": "3", "value": 3},
      {"group1": "1", "value": 2},
      {"group1": "2", "value": 1}]),

    # GROUP BY PERCENT AGGREGATION
    ({"aggregation": "percent",
      "additionalFilter": json.dumps({"type": "operator",
                                      "data": {"attribute": "group2",
                                               "operator": "=",
                                               "value": "2"}}),
      "groupBy": "group1", "orderBy": "-value"},
     [{"group1": "1", "numerator": 1, "denominator": 2, "value": 0.5},
      {"group1": "3", "numerator": 1, "denominator": 3, "value": 1 / 3},
      {"group1": "2", "numerator": 0, "denominator": 1, "value": 0}]),

    # SORT BY DATE FIELD
    ({"aggregation": "count",
      "truncateDate": "date=day",
      "groupBy": "date__trunc__day", "orderBy": "date__trunc__day"},
     [{"date__trunc__day": date(2020, 10, 1), "value": 2},
      {"date__trunc__day": date(2020, 10, 31), "value": 1},
      {"date__trunc__day": date(2020, 11, 1), "value": 2},
      {"date__trunc__day": date(2020, 11, 2), "value": 1}]),

    # AGGREGATION ON EMPTY QUERY
    ({"search": "4", "aggregation": "count", "groupBy": "group1"},
     []),

    # AGGREGATION ON EMPTY QUERY WITH SORT BY TOTAL GROUP VALUE
    ({"search": "4", "columnIndex": "group1",
      "aggregation": "count",
      "groupBy": "group1,group2", "orderBy": "-group1__index,-group2"},
     []),
]

# GROUP BY ONE FIELD # GROUP BY MULTIPLE FIELDS # IGNORE LIMIT BY AND SHOW OTHER WITHOUT LIMIT # DESCENDING SORTING BY VALUE # ASCENDING SORTING BY VALUE # SORT BY GROUP NAME # GROUP BY MULTIPLE FIELDS WITH SORT BY TOTAL GROUP VALUE # LIMIT NUMBER OF RETURNED GROUPS # LIMIT WITH GROUP BY MULTIPLE FIELDS # LIMIT BY NOT FIRST FIELD IN GROUP BY # LIMIT NUMBER OF RETURNED GROUPS, WITH GROUP "OTHER" # NOT SHOW EMPTY GROUP "OTHER" # GROUP BY PERCENT AGGREGATION # SORT BY DATE FIELD # AGGREGATION ON EMPTY QUERY # AGGREGATION ON EMPTY QUERY WITH SORT BY TOTAL GROUP VALUE