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ML
ffm-baseline
Commits
0f68a7cc
Commit
0f68a7cc
authored
Feb 19, 2019
by
王志伟
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数据指标波动假设检验统计
parent
45e6f99b
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1 changed file
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24 additions
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25 deletions
+24
-25
hypothesis_test.py
eda/recommended_indexs/hypothesis_test.py
+24
-25
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eda/recommended_indexs/hypothesis_test.py
View file @
0f68a7cc
...
@@ -79,23 +79,23 @@ x_ctr_new=[float(str(Decimal(x_ctr_new_temp[i][0]).quantize(Decimal('0.0000'))))
...
@@ -79,23 +79,23 @@ x_ctr_new=[float(str(Decimal(x_ctr_new_temp[i][0]).quantize(Decimal('0.0000'))))
y_ctr_new_temp
=
DATA_fixed
(
"clk_count_newUser_all"
,
"imp_count_newUser_all"
,
"ctr_new"
,
"bug_Recommendation_strategy_newUser"
)
y_ctr_new_temp
=
DATA_fixed
(
"clk_count_newUser_all"
,
"imp_count_newUser_all"
,
"ctr_new"
,
"bug_Recommendation_strategy_newUser"
)
y_ctr_new
=
[
float
(
str
(
Decimal
(
y_ctr_new_temp
[
i
][
0
])
.
quantize
(
Decimal
(
'0.0000'
))))
for
i
in
range
(
len
(
y_ctr_new_temp
))]
y_ctr_new
=
[
float
(
str
(
Decimal
(
y_ctr_new_temp
[
i
][
0
])
.
quantize
(
Decimal
(
'0.0000'
))))
for
i
in
range
(
len
(
y_ctr_new_temp
))]
# #
# #
# #
#
老用户ctr(page_view)
# #老用户ctr(page_view)
#
x_ctr_old_temp=DATA_recently("clk_count_oldUser_all","imp_count_oldUser_all","ctr_old","bug_Recommendation_strategy_temp",ten_days)
x_ctr_old_temp
=
DATA_recently
(
"clk_count_oldUser_all"
,
"imp_count_oldUser_all"
,
"ctr_old"
,
"bug_Recommendation_strategy_temp"
,
ten_days
)
#
x_ctr_old=[float(str(Decimal(x_ctr_old_temp[i][0]).quantize(Decimal('0.0000')))) for i in range(len(x_ctr_old_temp))]
x_ctr_old
=
[
float
(
str
(
Decimal
(
x_ctr_old_temp
[
i
][
0
])
.
quantize
(
Decimal
(
'0.0000'
))))
for
i
in
range
(
len
(
x_ctr_old_temp
))]
#
y_ctr_old_temp=DATA_fixed("clk_count_oldUser_all","imp_count_oldUser_all","ctr_old","bug_Recommendation_strategy_temp")
y_ctr_old_temp
=
DATA_fixed
(
"clk_count_oldUser_all"
,
"imp_count_oldUser_all"
,
"ctr_old"
,
"bug_Recommendation_strategy_temp"
)
#
y_ctr_old=[float(str(Decimal(y_ctr_old_temp[i][0]).quantize(Decimal('0.0000')))) for i in range(len(y_ctr_old_temp))]
y_ctr_old
=
[
float
(
str
(
Decimal
(
y_ctr_old_temp
[
i
][
0
])
.
quantize
(
Decimal
(
'0.0000'
))))
for
i
in
range
(
len
(
y_ctr_old_temp
))]
#
#
#
# #
#
新用户ctr(on_click_diary_card)
# #新用户ctr(on_click_diary_card)
#
x_ctr_new_o_temp=DATA_recently("clk_count_newUser_all_a","imp_count_newUser_all","ctr_new","on_click_diary_card",ten_days)
x_ctr_new_o_temp
=
DATA_recently
(
"clk_count_newUser_all_a"
,
"imp_count_newUser_all"
,
"ctr_new"
,
"on_click_diary_card"
,
ten_days
)
#
x_ctr_new_o=[float(str(Decimal(x_ctr_new_o_temp[i][0]).quantize(Decimal('0.0000')))) for i in range(len(x_ctr_new_o_temp))]
x_ctr_new_o
=
[
float
(
str
(
Decimal
(
x_ctr_new_o_temp
[
i
][
0
])
.
quantize
(
Decimal
(
'0.0000'
))))
for
i
in
range
(
len
(
x_ctr_new_o_temp
))]
#
y_ctr_new_o_temp=DATA_fixed("clk_count_newUser_all_a","imp_count_newUser_all","ctr_new","on_click_diary_card")
y_ctr_new_o_temp
=
DATA_fixed
(
"clk_count_newUser_all_a"
,
"imp_count_newUser_all"
,
"ctr_new"
,
"on_click_diary_card"
)
#
y_ctr_new_o=[float(str(Decimal(y_ctr_new_o_temp[i][0]).quantize(Decimal('0.0000')))) for i in range(len(y_ctr_new_o_temp))]
y_ctr_new_o
=
[
float
(
str
(
Decimal
(
y_ctr_new_o_temp
[
i
][
0
])
.
quantize
(
Decimal
(
'0.0000'
))))
for
i
in
range
(
len
(
y_ctr_new_o_temp
))]
#
#
#
# #
#
老用户ctr(on_click_diary_card)
# #老用户ctr(on_click_diary_card)
#
x_ctr_old_o_temp=DATA_recently("clk_count_oldUser_all_a","imp_count_oldUser_all","ctr_old","on_click_diary_card",ten_days)
x_ctr_old_o_temp
=
DATA_recently
(
"clk_count_oldUser_all_a"
,
"imp_count_oldUser_all"
,
"ctr_old"
,
"on_click_diary_card"
,
ten_days
)
#
x_ctr_old_o=[float(str(Decimal(x_ctr_old_o_temp[i][0]).quantize(Decimal('0.0000')))) for i in range(len(x_ctr_old_o_temp))]
x_ctr_old_o
=
[
float
(
str
(
Decimal
(
x_ctr_old_o_temp
[
i
][
0
])
.
quantize
(
Decimal
(
'0.0000'
))))
for
i
in
range
(
len
(
x_ctr_old_o_temp
))]
#
y_ctr_old_o_temp=DATA_fixed("clk_count_oldUser_all_a","imp_count_oldUser_all","ctr_old","on_click_diary_card")
y_ctr_old_o_temp
=
DATA_fixed
(
"clk_count_oldUser_all_a"
,
"imp_count_oldUser_all"
,
"ctr_old"
,
"on_click_diary_card"
)
#
y_ctr_old_o=[float(str(Decimal(y_ctr_old_o_temp[i][0]).quantize(Decimal('0.0000')))) for i in range(len(y_ctr_old_o_temp))]
y_ctr_old_o
=
[
float
(
str
(
Decimal
(
y_ctr_old_o_temp
[
i
][
0
])
.
quantize
(
Decimal
(
'0.0000'
))))
for
i
in
range
(
len
(
y_ctr_old_o_temp
))]
# #
# #
#
#
#
#
...
@@ -136,16 +136,15 @@ ctcrv_new_ttest=t_test(x_ctcrv_new,y_ctcrv_new)
...
@@ -136,16 +136,15 @@ ctcrv_new_ttest=t_test(x_ctcrv_new,y_ctcrv_new)
ctcrv_old_ttest
=
t_test
(
x_ctcrv_old
,
y_ctcrv_old
)
ctcrv_old_ttest
=
t_test
(
x_ctcrv_old
,
y_ctcrv_old
)
#
#
#
#
#
#
新用户ctr假设检验
#新用户ctr假设检验
ctr_new_ttest
=
t_test
(
x_ctr_new
,
y_ctr_new
)
ctr_new_ttest
=
t_test
(
x_ctr_new
,
y_ctr_new
)
#老用户ctr假设检验
#老用户ctr假设检验
# ctr_old_ttest=t_test(x_ctr_old,y_ctr_old)
ctr_old_ttest
=
t_test
(
x_ctr_old
,
y_ctr_old
)
#
# ##新用户ctr(on_click_diary_card)假设检验
#新用户ctr(on_click_diary_card)假设检验
# ctr_new_o_ttest=t_test(x_ctr_new_o,y_ctr_new_o)
ctr_new_o_ttest
=
t_test
(
x_ctr_new_o
,
y_ctr_new_o
)
# #老用户ctr(on_click_diary_card)假设检验
#老用户ctr(on_click_diary_card)假设检验
# ctr_old_o_ttest=t_test(x_ctr_old_o,y_ctr_old_o)
ctr_old_o_ttest
=
t_test
(
x_ctr_old_o
,
y_ctr_old_o
)
# #
#
#
# ###############推荐策略不变的情况下数据假设检验##############
# ###############推荐策略不变的情况下数据假设检验##############
#
#
...
...
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