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ML
ffm-baseline
Commits
4c5b3a0b
Commit
4c5b3a0b
authored
Jan 03, 2019
by
张彦钊
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-14
ffm.py
tensnsorflow/ffm.py
+4
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tensnsorflow/ffm.py
View file @
4c5b3a0b
...
@@ -156,12 +156,7 @@ def get_data():
...
@@ -156,12 +156,7 @@ def get_data():
df
=
df
.
rename
(
columns
=
{
0
:
"y"
,
1
:
"z"
,
2
:
"stat_date"
,
3
:
"ucity_id"
,
4
:
"clevel1_id"
,
5
:
"ccity_name"
,
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
:
"device_id"
})
6
:
"device_type"
,
7
:
"manufacturer"
,
8
:
"channel"
,
9
:
"top"
,
10
:
"time"
,
11
:
"device_id"
})
print
(
"esmm data ok"
)
print
(
"esmm data ok"
)
# print(df.head(2))
# print(df.head(2)
liuxiao
=
df
[(
df
[
"device_id"
]
==
"358035085192742"
)
&
(
df
[
"y"
]
==
1
)]
liuxiao
.
to_csv
(
path
+
"1beforeliuxiao.csv"
,
index
=
False
)
print
(
liuxiao
.
head
())
df
[
"clevel1_id"
]
=
df
[
"clevel1_id"
]
.
astype
(
"str"
)
df
[
"clevel1_id"
]
=
df
[
"clevel1_id"
]
.
astype
(
"str"
)
df
[
"y"
]
=
df
[
"y"
]
.
astype
(
"str"
)
df
[
"y"
]
=
df
[
"y"
]
.
astype
(
"str"
)
...
@@ -169,8 +164,7 @@ def get_data():
...
@@ -169,8 +164,7 @@ def get_data():
df
[
"top"
]
=
df
[
"top"
]
.
astype
(
"str"
)
df
[
"top"
]
=
df
[
"top"
]
.
astype
(
"str"
)
df
[
"y"
]
=
df
[
"stat_date"
]
.
str
.
cat
([
df
[
"device_id"
]
.
values
.
tolist
(),
df
[
"y"
]
.
values
.
tolist
(),
df
[
"z"
]
.
values
.
tolist
()],
sep
=
","
)
df
[
"y"
]
=
df
[
"stat_date"
]
.
str
.
cat
([
df
[
"device_id"
]
.
values
.
tolist
(),
df
[
"y"
]
.
values
.
tolist
(),
df
[
"z"
]
.
values
.
tolist
()],
sep
=
","
)
df
=
df
.
drop
([
"z"
,
"stat_date"
,
"device_id"
,
"time"
],
axis
=
1
)
.
fillna
(
"na"
)
df
=
df
.
drop
([
"z"
,
"stat_date"
,
"device_id"
],
axis
=
1
)
.
fillna
(
0.0
)
print
(
df
.
head
(
2
))
print
(
df
.
head
(
2
))
features
=
0
features
=
0
for
i
in
[
"ucity_id"
,
"clevel1_id"
,
"ccity_name"
,
"device_type"
,
"manufacturer"
,
"channel"
]:
for
i
in
[
"ucity_id"
,
"clevel1_id"
,
"ccity_name"
,
"device_type"
,
"manufacturer"
,
"channel"
]:
...
@@ -206,12 +200,8 @@ def transform(a,validate_date):
...
@@ -206,12 +200,8 @@ def transform(a,validate_date):
test
=
test
.
drop
(
"stat_date"
,
axis
=
1
)
test
=
test
.
drop
(
"stat_date"
,
axis
=
1
)
print
(
"train shape"
)
print
(
"train shape"
)
print
(
train
.
shape
)
print
(
train
.
shape
)
# train.to_csv(path + "tr.csv", sep="\t", index=False)
train
.
to_csv
(
path
+
"tr.csv"
,
sep
=
"
\t
"
,
index
=
False
)
# test.to_csv(path + "va.csv", sep="\t", index=False)
test
.
to_csv
(
path
+
"va.csv"
,
sep
=
"
\t
"
,
index
=
False
)
liuxiao
=
df
[(
df
[
"device_id"
]
==
"358035085192742"
)
&
(
df
[
"y"
]
==
"1"
)]
liuxiao
.
to_csv
(
path
+
"liuxiao.csv"
,
index
=
False
)
liuxiao
=
df
[(
df
[
"device_id"
]
==
"358035085192742"
)
&
(
df
[
"y"
]
==
1
)]
liuxiao
.
to_csv
(
path
+
"liuxiao1.csv"
,
index
=
False
)
return
model
return
model
...
...
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