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Commit f2a8e925 authored by 王志伟's avatar 王志伟
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数据指标波动假设检验统计

parent fc956704
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Showing with 43 additions and 31 deletions
eda/recommended_indexs/hypothesis_test.py
View file @ f2a8e925
......@@ -51,39 +51,51 @@ def DATA_fixed(x,y,z,q):
# #新用户cvr
x_crv_new_temp=DATA_recently("diary_meigou_newUser","diary_clk_newUser","CVR_new","diary_meigou_crv",ten_days)
x_crv_new=[float(str(Decimal(x_crv_new_temp[i][0]).quantize(Decimal('0.0000')))) for i in range(len(x_crv_new_temp))]
# print(type(x_crv_new))
# print(type(x_crv_new[0]))
y_crv_new_temp=DATA_fixed("diary_meigou_newUser","diary_clk_newUser","CVR_new","diary_meigou_crv")
y_crv_new=[float(str(Decimal(y_crv_new_temp[i][0]).quantize(Decimal('0.0000')))) for i in range(len(y_crv_new_temp))]
print(y_crv_new)
# #老用户cvr
# x_crv_old=DATA_recently("diary_meigou_oldUser","diary_clk_oldUser","CVR_old","diary_meigou_crv")
# y_crv_old=DATA_fixed("diary_meigou_oldUser","diary_clk_oldUser","CVR_old","diary_meigou_crv")
x_crv_old_temp=DATA_recently("diary_meigou_oldUser","diary_clk_oldUser","CVR_old","diary_meigou_crv",ten_days)
x_crv_old=[float(str(Decimal(x_crv_old_temp[i][0]).quantize(Decimal('0.0000')))) for i in range(len(x_crv_old_temp))]
y_crv_old_temp=DATA_fixed("diary_meigou_oldUser","diary_clk_oldUser","CVR_old","diary_meigou_crv")
y_crv_old=[float(str(Decimal(y_crv_old_temp[i][0]).quantize(Decimal('0.0000')))) for i in range(len(y_crv_old_temp))]
#
# #新用户ct-cvr
# x_ctcrv_new=DATA_recently("diary_meigou_newUser","diary_exp_newUser","CT_CVR_new","diary_meigou_crv")
# y_ctcrv_new=DATA_fixed("diary_meigou_newUser","diary_exp_newUser","CT_CVR_new","diary_meigou_crv")
x_ctcrv_new_temp=DATA_recently("diary_meigou_newUser","diary_exp_newUser","CT_CVR_new","diary_meigou_crv",ten_days)
x_ctcrv_new=[float(str(Decimal(x_ctcrv_new_temp[i][0]).quantize(Decimal('0.0000')))) for i in range(len(x_ctcrv_new_temp))]
y_ctcrv_new_temp=DATA_fixed("diary_meigou_newUser","diary_exp_newUser","CT_CVR_new","diary_meigou_crv")
y_ctcrv_new=[float(str(Decimal(y_ctcrv_new_temp[i][0]).quantize(Decimal('0.0000')))) for i in range(len(y_ctcrv_new_temp))]
#
# #老用户ct-cvr
# x_ctcrv_old=DATA_recently("diary_meigou_oldUser","diary_exp_oldUser","CT_CVR_old","diary_meigou_crv")
# y_ctcrv_old=DATA_fixed("diary_meigou_oldUser","diary_exp_oldUser","CT_CVR_old","diary_meigou_crv")
x_ctcrv_old_temp=DATA_recently("diary_meigou_oldUser","diary_exp_oldUser","CT_CVR_old","diary_meigou_crv",ten_days)
x_ctcrv_old =[float(str(Decimal(x_ctcrv_old_temp[i][0]).quantize(Decimal('0.0000')))) for i in range(len(x_ctcrv_old_temp))]
y_ctcrv_old_temp=DATA_fixed("diary_meigou_oldUser","diary_exp_oldUser","CT_CVR_old","diary_meigou_crv")
y_ctcrv_old=[float(str(Decimal(y_ctcrv_old_temp[i][0]).quantize(Decimal('0.0000')))) for i in range(len(y_ctcrv_old_temp))]
#
# #新用户ctr(page_view)
# x_ctr_new=DATA_recently("clk_count_newUser_all","imp_count_newUser_all","ctr_new","bug_Recommendation_strategy_newUser")
# y_ctr_new=DATA_fixed("clk_count_newUser_all","imp_count_newUser_all","ctr_new","bug_Recommendation_strategy_newUser")
x_ctr_new_temp=DATA_recently("clk_count_newUser_all","imp_count_newUser_all","ctr_new","bug_Recommendation_strategy_newUser",ten_days)
x_ctr_new=[float(str(Decimal(x_ctr_new_temp[i][0]).quantize(Decimal('0.0000')))) for i in range(len(x_ctr_new_temp))]
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))]
#
# #老用户ctr(page_view)
# x_ctr_old=DATA_recently("clk_count_oldUser_all","imp_count_oldUser_all","ctr_old","bug_Recommendation_strategy_temp")
# y_ctr_old=DATA_fixed("clk_count_oldUser_all","imp_count_oldUser_all","ctr_old","bug_Recommendation_strategy_temp")
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))]
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))]
#
# #新用户ctr(on_click_diary_card)
# x_ctr_new_o=DATA_recently("clk_count_newUser_all_a","imp_count_newUser_all","ctr_new","on_click_diary_card")
# y_ctr_new_o=DATA_fixed("clk_count_newUser_all_a","imp_count_newUser_all","ctr_new","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=[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=[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)
# x_ctr_old_o=DATA_recently("clk_count_oldUser_all_a","imp_count_oldUser_all","ctr_old","on_click_diary_card")
# y_ctr_old_o=DATA_fixed("clk_count_oldUser_all_a","imp_count_oldUser_all","ctr_old","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=[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=[float(str(Decimal(y_ctr_old_o_temp[i][0]).quantize(Decimal('0.0000')))) for i in range(len(y_ctr_old_o_temp))]
#
#
#
......@@ -116,23 +128,23 @@ def t_test(x,y): #进行t检验
#新用户cvr假设检验
crv_new_ttest=t_test(x_crv_new,y_crv_new)
#老用户cvr假设检验
# crv_old_ttest=t_test(x_crv_old,y_crv_old)
crv_old_ttest=t_test(x_crv_old,y_crv_old)
#
# #新用户ct_cvr假设检验
# ctcrv_new_ttest=t_test(x_ctcrv_new,y_ctcrv_new)
#新用户ct_cvr假设检验
ctcrv_new_ttest=t_test(x_ctcrv_new,y_ctcrv_new)
# #老用户ct_cvr假设检验
# 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
# ctr_new_ttest=t_test(x_ctr_new,y_ctr_new)
# #老用户ctr假设检验
# ctr_old_ttest=t_test(x_ctr_old,y_ctr_old)
#
# ##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)
# #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)
#新用户ctr假设检验
ctr_new_ttest=t_test(x_ctr_new,y_ctr_new)
#老用户ctr假设检验
ctr_old_ttest=t_test(x_ctr_old,y_ctr_old)
##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)
#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)
#
#
# ###############推荐策略不变的情况下数据假设检验##############
......
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