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ML
ffm-baseline
Commits
7b24623d
Commit
7b24623d
authored
Dec 21, 2018
by
张彦钊
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add level id 1
parent
b2eda8e5
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ffm.py
tensnsorflow/ffm.py
+4
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tensnsorflow/ffm.py
View file @
7b24623d
...
...
@@ -147,8 +147,8 @@ def get_data():
start
=
"2018-11-19"
print
(
start
)
db
=
pymysql
.
connect
(
host
=
'10.66.157.22'
,
port
=
4000
,
user
=
'root'
,
passwd
=
'3SYz54LS9#^9sBvC'
)
sql
=
"select e.y,e.z,e.stat_date,e.ucity_id,
f.level2_ids
,e.ccity_name,"
\
"u.device_type,u.manufacturer,u.channel,c.top,cid_time.time,s.hospital_id,s.doctor_id "
\
sql
=
"select e.y,e.z,e.stat_date,e.ucity_id,
e.clevel1_id
,e.ccity_name,"
\
"u.device_type,u.manufacturer,u.channel,c.top,cid_time.time,s.hospital_id,s.doctor_id
,f.level2_ids
"
\
"from jerry_test.esmm_train_data e left join jerry_test.user_feature u on e.device_id = u.device_id "
\
"left join jerry_test.cid_type_top c on e.device_id = c.device_id left join jerry_test.cid_time on e.cid_id = cid_time.cid_id "
\
"left join jerry_test.service_hospital s on e.diary_service_id = s.id left join jerry_prod.diary_feat f on e.cid_id = f.diary_id "
\
...
...
@@ -158,13 +158,13 @@ def get_data():
print
(
df
.
shape
)
df
=
df
.
rename
(
columns
=
{
0
:
"y"
,
1
:
"z"
,
2
:
"stat_date"
,
3
:
"ucity_id"
,
4
:
"clevel1_id"
,
5
:
"ccity_name"
,
6
:
"device_type"
,
7
:
"manufacturer"
,
8
:
"channel"
,
9
:
"top"
,
10
:
"time"
,
11
:
"hospital_id"
,
12
:
"doctor_id"
})
11
:
"hospital_id"
,
12
:
"doctor_id"
,
13
:
"level2_ids"
})
print
(
"esmm data ok"
)
print
(
df
.
head
(
2
))
features
=
0
category
=
[
"ucity_id"
,
"clevel1_id"
,
"ccity_name"
,
"device_type"
,
"manufacturer"
,
"channel"
,
"top"
,
"doctor_id"
,
"hospital_id"
]
"hospital_id"
,
"level2_ids"
]
for
i
in
category
:
df
[
i
]
=
df
[
i
]
.
fillna
(
"na"
)
features
=
features
+
len
(
df
[
i
]
.
unique
())
...
...
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