From dc025066f7ba958f117bbae5c34dea5818cf086d Mon Sep 17 00:00:00 2001 From: HaoYizhi Date: Sat, 8 Jul 2023 16:23:44 +0800 Subject: [PATCH] anova --- SQL_analysis_experiment.sql | 85 +++++ SQL_analysis_experiment_test.sql | 94 ++++++ __pycache__/controller_db.cpython-38.pyc | Bin 7561 -> 7533 bytes analysis/anova.csv | 11 + analysis/anova.mpx | Bin 0 -> 621487 bytes analysis/anova.mpx.bak | Bin 0 -> 621487 bytes analysis/anova.xlsx | Bin 0 -> 10284 bytes analysis/anova_p_value.png | Bin 0 -> 65305 bytes analysis/anova_visualization.csv | 15 + analysis/experiment_result-L27.csv | 28 ++ analysis/experiment_result.csv | 65 ++-- anova.py | 41 +-- anova.xlsx | Bin 11532 -> 0 bytes anova_visualization.ipynb | 406 +++++++++++++++++++++++ anova_visualization.py | 14 + doc/anova结果简介20230707.docx | Bin 0 -> 714857 bytes firm_n_prod.csv | 172 ++++++++++ oa_with_exp.xlsx | Bin 32071 -> 38847 bytes 18 files changed, 866 insertions(+), 65 deletions(-) create mode 100644 SQL_analysis_experiment.sql create mode 100644 SQL_analysis_experiment_test.sql create mode 100644 analysis/anova.csv create mode 100644 analysis/anova.mpx create mode 100644 analysis/anova.mpx.bak create mode 100644 analysis/anova.xlsx create mode 100644 analysis/anova_p_value.png create mode 100644 analysis/anova_visualization.csv create mode 100644 analysis/experiment_result-L27.csv delete mode 100644 anova.xlsx create mode 100644 anova_visualization.ipynb create mode 100644 anova_visualization.py create mode 100644 doc/anova结果简介20230707.docx create mode 100644 firm_n_prod.csv diff --git a/SQL_analysis_experiment.sql b/SQL_analysis_experiment.sql new file mode 100644 index 0000000..a91eec9 --- /dev/null +++ b/SQL_analysis_experiment.sql @@ -0,0 +1,85 @@ +select distinct experiment.idx_scenario, +n_max_trial, prf_size, prf_conn, cap_limit_prob_type, cap_limit_level, diff_new_conn, crit_supplier, proactive_ratio, remove_t, netw_prf_n, +mean_count_firm_prod, mean_count_firm, mean_count_prod, +mean_max_ts_firm_prod, mean_max_ts_firm, mean_max_ts_prod, +mean_n_remove_firm_prod, mean_n_all_prod_remove_firm, mean_end_ts +from iiabmdb.with_exp_experiment as experiment +left join +( +select +idx_scenario, +sum(count_firm_prod) / count(*) as mean_count_firm_prod, # Note to use count(*), to include NULL +sum(count_firm) / count(*) as mean_count_firm, +sum(count_prod) / count(*) as mean_count_prod, +sum(max_ts_firm_prod) / count(*) as mean_max_ts_firm_prod, +sum(max_ts_firm) / count(*) as mean_max_ts_firm, +sum(max_ts_prod) / count(*) as mean_max_ts_prod, +sum(n_remove_firm_prod) / count(*) as mean_n_remove_firm_prod, +sum(n_all_prod_remove_firm) / count(*) as mean_n_all_prod_remove_firm, +sum(end_ts) / count(*) as mean_end_ts +from ( +select sample.id, idx_scenario, +count_firm_prod, count_firm, count_prod, +max_ts_firm_prod, max_ts_firm, max_ts_prod, +n_remove_firm_prod, n_all_prod_remove_firm, end_ts +from iiabmdb.with_exp_sample as sample +# 1 2 3 + 9 +left join iiabmdb.with_exp_experiment as experiment +on sample.e_id = experiment.id +left join (select s_id, +count(distinct id_firm, id_product) as count_firm_prod, +count(distinct id_firm) as count_firm, +count(distinct id_product) as count_prod, +max(ts) as end_ts +from iiabmdb.with_exp_result group by s_id) as s_count +on sample.id = s_count.s_id +# 4 +left join # firm prod +(select s_id, max(ts) as max_ts_firm_prod from +(select s_id, id_firm, id_product, min(ts) as ts +from iiabmdb.with_exp_result +where `status` = "D" +group by s_id, id_firm, id_product) as ts +group by s_id) as s_max_ts_firm_prod +on sample.id = s_max_ts_firm_prod.s_id +# 5 +left join # firm +(select s_id, max(ts) as max_ts_firm from +(select s_id, id_firm, min(ts) as ts +from iiabmdb.with_exp_result +where `status` = "D" +group by s_id, id_firm) as ts +group by s_id) as s_max_ts_firm +on sample.id = s_max_ts_firm.s_id +# 6 +left join # prod +(select s_id, max(ts) as max_ts_prod from +(select s_id, id_product, min(ts) as ts +from iiabmdb.with_exp_result +where `status` = "D" +group by s_id, id_product) as ts +group by s_id) as s_max_ts_prod +on sample.id = s_max_ts_prod.s_id +# 7 +left join +(select s_id, count(distinct id_firm, id_product) as n_remove_firm_prod +from iiabmdb.with_exp_result +where `status` = "R" +group by s_id) as s_n_remove_firm_prod +on sample.id = s_n_remove_firm_prod.s_id +# 8 +left join +(select s_id, count(distinct id_firm) as n_all_prod_remove_firm from +(select s_id, id_firm, count(distinct id_product) as n_remove_prod +from iiabmdb.with_exp_result +where `status` = "R" +group by s_id, id_firm) as s_n_remove_prod +left join iiabmdb_basic_info.firm_n_prod as firm_n_prod +on s_n_remove_prod.id_firm = firm_n_prod.code +where n_remove_prod = n_prod +group by s_id) as s_n_all_prod_remove_firm +on sample.id = s_n_all_prod_remove_firm.s_id +) as secnario_count +group by idx_scenario +) as secnario_mean +on experiment.idx_scenario = secnario_mean.idx_scenario; \ No newline at end of file diff --git a/SQL_analysis_experiment_test.sql b/SQL_analysis_experiment_test.sql new file mode 100644 index 0000000..8099a32 --- /dev/null +++ b/SQL_analysis_experiment_test.sql @@ -0,0 +1,94 @@ +select * from iiabmdb.with_exp_result limit 0, 20; +select count(distinct s_id) from iiabmdb.with_exp_result; +select count(*) from iiabmdb.with_exp_sample; + +select distinct s_id, id_firm, id_product from iiabmdb.with_exp_result order by s_id, id_firm, id_product; + +select distinct s_id, count(distinct id_firm, id_product) as count_firm_prod from iiabmdb.with_exp_result group by s_id; + +select distinct s_id, count(distinct id_firm, id_product) as count_firm_prod +from iiabmdb.with_exp_result group by s_id; + +select distinct s_id, +count(distinct id_firm, id_product) as count_firm_prod, +count(distinct id_firm) as count_firm, +count(distinct id_product) as count_prod +from iiabmdb.with_exp_result group by s_id; + +# 控制问题需要处理,否则最后 experiment avg出来的东西不对 +# 1 2 3 +select +idx_scenario, +sum(count_firm_prod) / count(*) as mean_count_firm_prod, # Note to use count(*), to include NULL +sum(count_firm) / count(*) as mean_count_firm, +sum(count_prod) / count(*) as mean_count_prod +from ( +select sample.id, idx_scenario, count_firm_prod, count_firm, count_prod +from iiabmdb.with_exp_sample as sample +left join iiabmdb.with_exp_experiment as experiment +on sample.e_id = experiment.id +left join (select s_id, +count(distinct id_firm, id_product) as count_firm_prod, +count(distinct id_firm) as count_firm, +count(distinct id_product) as count_prod +from iiabmdb.with_exp_result group by s_id) as s_count +on sample.id = s_count.s_id) as secnario_count +group by idx_scenario; + +# 4 5 6 +select sample.id, idx_scenario, max_ts_firm_prod, max_ts_firm, max_ts_prod +from iiabmdb.with_exp_sample as sample +left join iiabmdb.with_exp_experiment as experiment +on sample.e_id = experiment.id +left join # firm prod +(select s_id, max(ts) as max_ts_firm_prod from +(select s_id, id_firm, id_product, min(ts) as ts +from iiabmdb.with_exp_result +where `status` = "D" +group by s_id, id_firm, id_product) as ts +group by s_id) as s_max_ts_firm_prod +on sample.id = s_max_ts_firm_prod.s_id +left join # firm +(select s_id, max(ts) as max_ts_firm from +(select s_id, id_firm, min(ts) as ts +from iiabmdb.with_exp_result +where `status` = "D" +group by s_id, id_firm) as ts +group by s_id) as s_max_ts_firm +on sample.id = s_max_ts_firm.s_id +left join # prod +(select s_id, max(ts) as max_ts_prod from +(select s_id, id_product, min(ts) as ts +from iiabmdb.with_exp_result +where `status` = "D" +group by s_id, id_product) as ts +group by s_id) as s_max_ts_prod +on sample.id = s_max_ts_prod.s_id; + +# 7 8 9 +select sample.id, idx_scenario, n_remove_firm_prod, n_all_prod_remove_firm, end_ts +from iiabmdb.with_exp_sample as sample +left join iiabmdb.with_exp_experiment as experiment +on sample.e_id = experiment.id +left join +(select s_id, count(distinct id_firm, id_product) as n_remove_firm_prod +from iiabmdb.with_exp_result +where `status` = "R" +group by s_id) as s_n_remove_firm_prod +on sample.id = s_n_remove_firm_prod.s_id +left join +(select s_id, count(distinct id_firm) as n_all_prod_remove_firm from +(select s_id, id_firm, count(distinct id_product) as n_remove_prod +from iiabmdb.with_exp_result +where `status` = "R" +group by s_id, id_firm) as s_n_remove_prod +left join iiabmdb_basic_info.firm_n_prod as firm_n_prod +on s_n_remove_prod.id_firm = firm_n_prod.code +where n_remove_prod = n_prod +group by s_id) as s_n_all_prod_remove_firm +on sample.id = s_n_all_prod_remove_firm.s_id +left join +(select s_id, max(ts) as end_ts +from iiabmdb.with_exp_result +group by s_id) as s_end_ts +on sample.id = s_end_ts.s_id; \ No newline at end of file diff --git a/__pycache__/controller_db.cpython-38.pyc b/__pycache__/controller_db.cpython-38.pyc index 00c83b8730e2dfdfdc44ff5f5721b9c38a2a94b1..32215567a91162478721116a165e1b19a51b4139 100644 GIT binary patch delta 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