-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathgeneraty_sdmx_glossary.py
181 lines (142 loc) · 5.29 KB
/
generaty_sdmx_glossary.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
from pysdmx.io.xml.sdmx21.writer.structure import write
from pysdmx.model.organisation import AgencyScheme, Agency
from pysdmx.model.code import Codelist, Code
from pysdmx.model.concept import ConceptScheme, Concept, DataType
from xml.sax.saxutils import escape
import pyodbc
EBA_ACCESS_DB_PATH = 'DPM2.0_release_4.0_2024-12-10.accdb'
def create_agency_scheme():
agency_scheme = AgencyScheme(
agency="SDMX",
id="EBA",
name="EBA",
description="EBA DPM glossary SDMX import",
items = [Agency(
id="EBA",
name="EBA",
description="EBA DPM glossary SDMX import"
)])
return [agency_scheme]
def get_items(conn, category_id):
query = """
SELECT
Item.Name, Item.Description, ItemCategory.CategoryID, ItemCategory.StartReleaseID, ItemCategory.EndReleaseID, ItemCategory.Code
FROM
Item
INNER JOIN ItemCategory ON Item.ItemID = ItemCategory.ItemID
where CategoryID= ? and EndReleaseID is null
ORDER BY ItemCategory.StartReleaseID DESC;
"""
cursor = conn.cursor()
cursor.execute(query, category_id)
codes = []
code_ids = set()
for item in cursor.fetchall():
code_id = item[5].replace('.', '_')
code = Code(
id=code_id,
name=escape(item[0]),
description=escape(item[1]) if item[1] else None
)
if code_id not in code_ids:
code_ids.add(code_id)
codes.append(code)
else:
print(f"Code {code_id} - {item[0]} duplicated")
return codes
def get_categories(conn):
query = """
SELECT DISTINCT
Category.Code, Category.Name, Category.CategoryID
FROM
Category
INNER JOIN ItemCategory ON Category.CategoryID = ItemCategory.CategoryID
where
EndReleaseID is null
and Category.Code not in ('_PR', '_TE');
"""
cursor = conn.cursor()
cursor.execute(query)
codelists = []
for category_version in cursor.fetchall():
codes = get_items(conn, category_version[2])
category_code = category_version[0]
if category_code[0] == '_':
category_code = category_code.replace('_', 'ZZZ_')
codelist = Codelist(
agency="EBA",
id=category_code,
name=category_version[1],
items=codes
)
codelists.append(codelist)
return codelists
def get_properties(conn, codelists):
concepts = []
query = """
SELECT
Item.Name, Item.Description, ItemCategory.Code, Category.Code, ItemCategory.EndReleaseID, DataType.Code
FROM
DataType INNER JOIN (Category INNER JOIN (((Item INNER JOIN Property ON Item.ItemID = Property.PropertyID) INNER JOIN ItemCategory ON Item.ItemID = ItemCategory.ItemID) INNER JOIN PropertyCategory ON Property.PropertyID = PropertyCategory.PropertyID) ON Category.CategoryID = PropertyCategory.CategoryID) ON DataType.DataTypeID = Property.DataTypeID
WHERE ItemCategory.EndReleaseID Is Null
ORDER BY ItemCategory.StartReleaseID DESC
"""
DATA_TYPES_MAPPING = {
'i': DataType.INTEGER,
'r': DataType.DECIMAL,
's': DataType.STRING,
'b': DataType.BOOLEAN,
'd': DataType.DATE,
'm': DataType.DECIMAL,
'p': DataType.DECIMAL,
'es': DataType.STRING,
'e': DataType.STRING,
't': DataType.BOOLEAN
}
cursor = conn.cursor()
cursor.execute(query)
concept_ids = set()
for property in cursor.fetchall():
codelist = None
dtype = None
for codelist_enum in codelists:
if codelist_enum.id == property[3]:
codelist = codelist_enum
if codelist is None:
if property[5] in DATA_TYPES_MAPPING:
dtype = DATA_TYPES_MAPPING[property[5]]
else:
print(f"Data type {property[5]} used for property {property[2]} using category {property[3]}")
concept = Concept(
id=property[2],
name=escape(property[0]),
description=escape(property[1]) if property[1] else None,
codes=codelist,
dtype=dtype
)
if property[2] not in concept_ids:
concept_ids.add(property[2])
concepts.append(concept)
else:
print(f"Concept {property[2]} duplicated")
concept_scheme = ConceptScheme(
agency="EBA",
id="EBA",
name="EBA",
description="EBA DPM glossary SDMX import",
items=concepts
)
return concept_scheme
if __name__ == "__main__":
conn_str = ('DRIVER={Microsoft Access Driver (*.mdb, *.accdb)};'
f'DBQ={EBA_ACCESS_DB_PATH};')
conn = pyodbc.connect(conn_str)
agency_scheme = create_agency_scheme()
with open("output/agency_scheme.xml", "w", encoding="utf-8") as f:
f.write(write(agency_scheme))
codelists = get_categories(conn)
with open("output/codelists.xml", "w", encoding="utf-8") as f:
f.write(write(codelists))
properties = get_properties(conn, codelists)
with open("output/properties.xml", "w", encoding="utf-8") as f:
f.write(write([properties]))