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ML
ffm-baseline
Commits
10977d93
Commit
10977d93
authored
Apr 12, 2019
by
王志伟
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测试知识图谱的数据,测试60天
parent
98e4a44f
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-3
feature.py
tensnsorflow/es/feature.py
+5
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tensnsorflow/es/feature.py
View file @
10977d93
...
...
@@ -46,7 +46,7 @@ def get_data():
"left join train_Knowledge_network_data k on feat.level2 = k.level2_id "
\
"where e.stat_date >= '{}'"
.
format
(
train_data_set
,
start
)
df
=
con_sql
(
db
,
sql
)
print
(
df
.
shape
)
#
print(df.shape)
df
=
df
.
rename
(
columns
=
{
0
:
"y"
,
1
:
"z"
,
2
:
"stat_date"
,
3
:
"ucity_id"
,
4
:
"clevel2_id"
,
5
:
"ccity_name"
,
6
:
"device_type"
,
7
:
"manufacturer"
,
8
:
"channel"
,
9
:
"top"
,
10
:
"device_id"
,
11
:
"time"
,
12
:
"app_list"
,
13
:
"service_id"
,
14
:
"level3_ids"
,
...
...
@@ -63,18 +63,20 @@ def get_data():
"where s.id in {}"
.
format
(
service_id
)
hospital
=
con_sql
(
db
,
sql
)
hospital
=
hospital
.
rename
(
columns
=
{
0
:
"service_id"
,
1
:
"hospital_id"
})
print
(
hospital
.
head
())
#
print(hospital.head())
df
=
pd
.
merge
(
df
,
hospital
,
on
=
'service_id'
,
how
=
'left'
)
df
=
df
.
drop
(
"service_id"
,
axis
=
1
)
print
(
df
.
head
())
#
print(df.head())
print
(
"before"
)
print
(
df
.
shape
)
print
(
"after"
)
df
=
df
.
drop_duplicates
()
print
(
df
.
shape
)
df
=
df
.
drop_duplicates
([
"ucity_id"
,
"clevel2_id"
,
"ccity_name"
,
"device_type"
,
"manufacturer"
,
"channel"
,
"top"
,
"time"
,
"stat_date"
,
"app_list"
,
"hospital_id"
,
"level3_ids"
])
print
(
"去重后样本数量:"
,
df
.
shape
)
app_list_number
,
app_list_map
=
multi_hot
(
df
,
"app_list"
,
2
)
level2_number
,
level2_map
=
multi_hot
(
df
,
"clevel2_id"
,
2
+
app_list_number
)
...
...
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