diff --git a/alpha_template.py b/alpha_template.py
index a97a3f9..8710037 100644
--- a/alpha_template.py
+++ b/alpha_template.py
@@ -14,20 +14,21 @@ PREPARE_PROMPT = os.path.join(str(PROJECT_PATH), 'prepare_prompt')
 SQLITE_PATH = os.path.join(str(PREPARE_PROMPT), 'data_sets.db')
 
 # Alpha模板 - 支持 <keyword1|keyword2|keyword3> 语法
-ALPHA_TEMPLATE = "ts_mean(<Profit|Income|Earning>, <window>)"
+# ALPHA_TEMPLATE = "is_nan(<Gross|Profit|Margin>, <window>)"
+ALPHA_TEMPLATE = "not(is_nan(<Gross|Profit|Margin>))"
 
 # 窗口列表
 WINDOW_LIST = [5, 20, 60, 250]
 
 # 运行模式：1=name搜索, 2=description搜索, 3=混合模式
-MODE = 2
+MODE = 3
 
 # 数据库配置
-REGION = 'USA'
+REGION = 'GLB'
 UNIVERSE = 'TOP3000'
 
-MAX_OUTPUT_COUNT = 1000
-ACTUAL_GENERATION_COUNT =  500
+MAX_OUTPUT_COUNT = 2000
+ACTUAL_GENERATION_COUNT =  1000
 
 # ==================== 初始化 ====================
 engine = create_engine(f"sqlite:///{SQLITE_PATH}")
diff --git a/template_output.txt b/template_output.txt
index 673e17a..56009a1 100644
--- a/template_output.txt
+++ b/template_output.txt
@@ -1,495 +1,1018 @@
-ts_mean(mdl116_epsyld_gro_trendpredict_model_mae, 20)
-ts_mean(mdl262_compustat_models_profitability12, 60)
-ts_mean(anl15_ebt_s_cal_fy2_cos, 20)
-ts_mean(mdl262_ebit_profitability_profitability1, 250)
-ts_mean(anl10_ebifq2_smart_ests_v1_2225, 5)
-ts_mean(fnd65_us5000_cusip_fc_curindfwdep_, 250)
-ts_mean(mdl26_v14_sma_prsprise_fq1_earnings, 60)
-ts_mean(anl49_backfill_netprofitindicator, 5)
-ts_mean(anl82_opry_deltaprofitability_profitability12, 20)
-ts_mean(profitability_sentiment_polarity_fast_d1, 20)
-ts_mean(pv87_v2_expavg20_group_css_earnings, 250)
-ts_mean(fnd28_growthratesa_value_08605a, 5)
-ts_mean(fnd23_intfvm_tnos, 250)
-ts_mean(pv87_daily_qtr_matrix_net_income_gaap_consensus_mean_numnochange, 5)
-ts_mean(fnd28_newa2_value_08636a, 20)
-ts_mean(anl15_ebt_gr_cal_fy0_val, 250)
-ts_mean(fnd3_aacctadj__earbeforetaxes_fast_d1, 20)
-ts_mean(oth432_niq_compustatdeltapredict_funda_predict, 20)
-ts_mean(anl15_ebt_gr_cal_fy3_1m_chg, 20)
-ts_mean(anl15_dpsgics_s_18_m_pe, 250)
-ts_mean(anl10_ebiinnovation_score_fq2_2599, 5)
-ts_mean(rp_ess_earnings, 20)
-ts_mean(mdl264_epspxq_class, 250)
-ts_mean(mdl77_putput_qualmod, 60)
-ts_mean(fnd72_pit_or_is_a_is_impairment_goodwill_intangibl, 250)
-ts_mean(anl15_ebt_s_cal_fy2_3m_chg, 5)
-ts_mean(pv87_daily_qtr_matrix_r6_net_income_gaap_consensus_mean_numdown, 250)
-ts_mean(fnd72_pit_or_cr_q_trail_12m_ebita, 20)
-ts_mean(anl10_gpspast_det_indicator_1320, 5)
-ts_mean(oth432_sbda_a_profitability_profitability6, 250)
-ts_mean(pv20_ebt_indicator_6_feature4, 60)
-ts_mean(oth432_rasv2splitprofitabilityrev_q_profitability5, 250)
-ts_mean(anl15_ebtgics_gr_fy2_cos_dn, 60)
-ts_mean(fnd28_annualperf_value_09121a, 5)
-ts_mean(mdl26_prsprs_fq4_rnngs_rt, 250)
-ts_mean(mdl264_1l_21declg, 5)
-ts_mean(mdl264_1l_qtxtrn, 60)
-ts_mean(anl14_numofests_ebitda_fp1, 250)
-ts_mean(mws50_ber_2, 60)
-ts_mean(mdl177_historicalgrowthfactor_chg3yepsp, 250)
-ts_mean(pv20_gps_indicator_4_feature4, 20)
-ts_mean(oth395_major_12_22, 60)
-ts_mean(oth432_trkdpitpredictiveebitda_mad_pred, 20)
-ts_mean(oth432_earnings_cap1, 20)
-ts_mean(oth395_csjones_all_r2_major_14, 20)
-ts_mean(mdl230_allcap_sedol_slope4qeps5y, 20)
-ts_mean(anl15_ebtgics_gr_cal_fy2_mean, 250)
-ts_mean(fnd65_totalcap_cusip_mpgghcm3_, 20)
-ts_mean(anl15_ebt_ind_12_m_st_dev, 250)
-ts_mean(mdl230_us5000_cusip_mktcappera, 60)
-ts_mean(fnd6_nopio, 250)
-ts_mean(anl69_eps_gaap_best_eeps_nxt_yr, 5)
-ts_mean(mdl230_us5000_cusip_fc_curep, 60)
-ts_mean(pv20_sal_indicator_p_feature7, 5)
-ts_mean(anl10_netnormal_increase_fq2_2519, 20)
-ts_mean(pv20_sal_indicator_9_feature7, 5)
-ts_mean(anl82_oprq_deltaprofitability_profitability11, 5)
-ts_mean(anl69_eps_best_eps, 20)
-ts_mean(anl10_ebirevise_value_fq1_2601, 250)
-ts_mean(fnd65_allcap_sedol_yoychgaa, 250)
-ts_mean(oth460_reunaq_l1, 60)
-ts_mean(anl10_gpspast_det_estage_1323, 20)
-ts_mean(fnd65_allcap_sedol_fc_fcfroey1p, 250)
-ts_mean(fnd65_allcap_sedol_rev3my2std, 5)
-ts_mean(pv20_gps_indicator_2_feature4, 20)
-ts_mean(fnd65_us5000_cusip_pctchg3yeps, 20)
-ts_mean(anl82_delta_oprq_q3_predict, 250)
-ts_mean(mdl230_allcap_sedol_avg10yep, 250)
-ts_mean(fnd6_nxints, 60)
-ts_mean(mdl262_saleq_profitability_profitability4, 5)
-ts_mean(anl44_pretaxprofit_rep_value, 60)
-ts_mean(fnd23_annfv1a_aieo, 5)
-ts_mean(mdl219_3_tmtscni_avq, 20)
-ts_mean(fnd28_annualprof_value_08320a, 60)
-ts_mean(fnd72_q1_geo_grow_oper_inc, 5)
-ts_mean(earning_fiscal_year_fast_d1, 60)
-ts_mean(fnd65_totalcap_cusip_bmpo, 60)
-ts_mean(pv87_qtr_matrix_net_income_normalized_consensus_mean_numnochangeunfiltered, 250)
-ts_mean(pv87_neg_earnings_matrix_css_max, 20)
-ts_mean(mdl264_glcep_class, 250)
-ts_mean(oth432_piq_compustatdeltapredict_funda_mada, 5)
-ts_mean(anl10_netfy2_smart_ests_v1_1044, 20)
-ts_mean(mdl262_rasv2splitprofitabilityebitd_ttm_profitability2, 60)
-ts_mean(mdl264_siio_class, 5)
-ts_mean(est_12m_net_num, 60)
-ts_mean(earnings_projection_metric_type_v2, 5)
-ts_mean(anl14_actvalue_epsrep_fy0, 250)
-ts_mean(fn_def_income_tax_expense_a, 20)
-ts_mean(pv20_opr_indicator_n_feature3, 5)
-ts_mean(fnd65_allcap_sedol_gtl, 250)
-ts_mean(mdl177_valueanalystmodel_qva_incstmt_alt, 250)
-ts_mean(mdl77_2deepvaluefactor_ebitdap, 5)
-ts_mean(anl14_actvalue_eps_fy0, 60)
-ts_mean(mdl264_glceeps_l1, 20)
-ts_mean(fnd65_us5000_cusip_min1yopmargin, 250)
-ts_mean(fnd65_allcap_sedol_apemtt, 250)
-ts_mean(anl10_nerinnovate_increase_fy2_2011, 250)
-ts_mean(mdl77_historicalgrowthfactor_cvopinc, 250)
-ts_mean(pv20_pre_indicator_2_feature11, 20)
-ts_mean(fnd6_cptnewqv1300_req, 20)
-ts_mean(anl15_ebtgics_s_12_m_cos_dn, 250)
-ts_mean(pv87_web_weightedavg60_group_v2_0_1_css_earnings, 250)
-ts_mean(pv20_sal_indicator_2_feature8, 60)
-ts_mean(anl10_ebifq2_consensus_2242, 60)
-ts_mean(fnd6_newqeventv110_glceeps12, 5)
-ts_mean(mdl77_2earningsmomemtummodel_emm_composite, 20)
-ts_mean(fnd31_avg10yepinf, 5)
-ts_mean(star_v14_val_earnings_projection_fy6, 250)
-ts_mean(anl15_cpsgics_s_cal_fy2_pe, 5)
-ts_mean(fnd89_major_11_22, 60)
-ts_mean(mdl230_us5000_cusip_fc_numest, 20)
-ts_mean(mdl230_allcap_sedol_gspea2y_cf, 20)
-ts_mean(pv20_gps_indicator_1_feature1, 5)
-ts_mean(oth432_sbda_a_profitability_profitability6, 5)
-ts_mean(pv87_v2_simpleavg60_group_event_sentiment_score_earnings, 5)
-ts_mean(anl15_salgics_s_cal_fy2_pe, 5)
-ts_mean(mdl262_eibt_a_profitability_profitability6, 250)
-ts_mean(mdl26_dsnc_prd_srprs_flg_chg_fq2_rnngs, 20)
-ts_mean(mdl230_us5000_cusip_fc_estep, 250)
-ts_mean(oth395_major_14_11, 5)
-ts_mean(anl15_ebtgics_ind_12_m_gro, 20)
-ts_mean(anl44_netprofit_gaap_best_eeps_cur_yr, 5)
-ts_mean(anl44_2_netprofit_coveredby, 60)
-ts_mean(mdl262_niq_profitability_profitability8, 5)
-ts_mean(pv20_gps_indicator_o_feature10, 5)
-ts_mean(mdl31_cf_chg_1_fy, 250)
-ts_mean(oth432_che_profitability_profitability6, 5)
-ts_mean(fnd2_dfdfeditxexp, 5)
-ts_mean(oth432_compustatpredictivetxtq_prediction, 60)
-ts_mean(pv20_net_indicator_7_feature6, 60)
-ts_mean(fnd65_allcap_sedol_roe, 250)
-ts_mean(mdl77_deepvaluefactor_pqipmtt, 60)
-ts_mean(rsk62_risk_spe, 20)
-ts_mean(anl14_numofests_ntprep_fp1, 5)
-ts_mean(mdl211_netq_deltaprofitability_profitability3, 20)
-ts_mean(fnd72_pit_or_is_q_cni_tni_si, 250)
-ts_mean(mdl77_liquidityriskfactor_mktcappera, 5)
-ts_mean(anl10_ebtpast_det_estvalue_825, 250)
-ts_mean(oth395_jones_accrual_pct_major_14, 60)
-ts_mean(anl10_ebtfq1_pred_surps_v0_928, 60)
-ts_mean(pv20_sal_indicator_9_feature10, 60)
-ts_mean(mdl177_historicalgrowthfactor_pctchg3yeps_alt, 20)
-ts_mean(fnd65_totalcap_cusip_pe_wt, 250)
-ts_mean(pv87_daily_qtr_matrix_net_income_normalized_consensus_mean_numanalystsunfiltered, 20)
-ts_mean(anl82_oprq_deltaprofitability_profitability3, 250)
-ts_mean(est_12m_prr_std_3mth_ago, 250)
-ts_mean(mdl262_sbda_a_profitability_profitability8, 5)
-ts_mean(fnd31_rev3my1std, 250)
-ts_mean(pv87_prv2_expavg20_group_event_sentiment_score_earnings, 250)
-ts_mean(est_12m_opr_high, 5)
-ts_mean(fnd65_allcap_sedol_fc_rel5yfwdep, 60)
-ts_mean(retained_earnings_value, 250)
-ts_mean(anl15_ebt_s_18_m_total, 20)
-ts_mean(anl69_eps_gaap_lo_best_eeps_cur_yr, 60)
-ts_mean(anl4_gric_high, 20)
-ts_mean(fnd90_us_qes_gamef_grossprofit_asset, 250)
-ts_mean(mdl262_saleq_profitability_profitability5, 5)
-ts_mean(fnd28_newa2_value_09126a, 20)
-ts_mean(oth395_major_14_31, 250)
-ts_mean(pv87_gross_margin_chg_mean, 5)
-ts_mean(anl14_high_ntprep_fp3, 250)
-ts_mean(oth432_rasv2splitprofitabilityebitd_ttm_profitability7, 5)
-ts_mean(pv87_2_operatingprofit_af_matrix_all_b_number, 250)
-ts_mean(fnd23_icsm_mvb_ttiv, 20)
-ts_mean(mdl219_2_rel5ycoreepsp, 60)
-ts_mean(mdl264_2l_qic, 20)
-ts_mean(fnd65_us5000_cusip_sue, 60)
-ts_mean(est_12m_opr_num, 20)
-ts_mean(mdl26_grwth_ths_yr_sctr_prcntl_rnngs, 5)
-ts_mean(anl14_numofests_eps_fp1, 5)
-ts_mean(anl14_median_ebitda_fp3, 5)
-ts_mean(mdl177_fa_fc_fwdep, 250)
-ts_mean(mdl264_2l_qic, 250)
-ts_mean(mdl177_2_valueanalystmodel_qva_earnval, 20)
-ts_mean(anl10_ebifq2_pred_surps_v2_2239, 60)
-ts_mean(fnd23_annfv1a_ttiv, 60)
-ts_mean(mdl77_valueanalystmodel_qva_composite, 5)
-ts_mean(mdl262_sbda_a_profitability_profitability5, 250)
-ts_mean(est_12m_ner_mean, 250)
-ts_mean(fnd72_pit_or_cr_a_eps_growth, 250)
-ts_mean(scaling_factor_quarter4_earnings, 250)
-ts_mean(fnd7_ointhstfund_hqer, 20)
-ts_mean(mdl177_fangma_emf_usa_fangma_emf15, 60)
-ts_mean(oth553_ptg_question_ratio, 20)
-ts_mean(fnd23_blsmvb_atda, 250)
-ts_mean(mdl264_3l_mpns, 60)
-ts_mean(mdl264_cmea_class, 20)
-ts_mean(pv20_gps_indicator_6_feature9, 60)
-ts_mean(annual_minority_interest_net_income_fast_d1, 5)
-ts_mean(anl82_delta_preq_q4_predict, 60)
-ts_mean(anl14_mean_ebit_fp1, 250)
-ts_mean(fnd6_cptnewqeventv110_epsx12, 5)
-ts_mean(anl15_salgics_s_18_m_pe, 20)
-ts_mean(fnd65_allcap_sedol_fc_ebop, 60)
-ts_mean(pv87_ebt_excl_excep_standardized_unanticipated_earnings, 20)
-ts_mean(mdl211_netq_profitability_profitability11, 60)
-ts_mean(mdl262_oibdpq_profitability_profitability9, 60)
-ts_mean(nws20_d1_acb, 60)
-ts_mean(mdl77_ohistoricalgrowthfactor_slope4qeps3y, 20)
-ts_mean(anl4_afv4_eps_number, 60)
-ts_mean(pv87_2_netprofit_af_matrix_all_dts, 20)
-ts_mean(fnd23_annfv1a_atda, 250)
-ts_mean(anl14_numofests_epsrep_fp5, 20)
-ts_mean(oth432_trkdpit_models_profitability5, 20)
-ts_mean(fnd28_wcnewa1_value_01262a, 20)
-ts_mean(anl82_salq_deltaprofitability_profitability3, 250)
-ts_mean(pv87_pos_analyst_matrix_bee_count, 20)
-ts_mean(act_q_opr_surprisenum, 60)
-ts_mean(est_q_pre_median_3mth_ago, 20)
-ts_mean(pv20_net_indicator_2_feature11, 250)
-ts_mean(anl15_ebt_gr_cal_fy2_pe, 250)
-ts_mean(pv20_net_indicator_q_feature0, 60)
-ts_mean(mdl177_2_earningmomentumfactor400_sue, 60)
-ts_mean(fnd65_totalcap_cusip_spe2yfvc_cf, 5)
-ts_mean(oth432_rasv2splitprofitabilityebt_q_profitability10, 250)
-ts_mean(est_12m_net_raisednum_4wks, 20)
-ts_mean(mdl77_ovalueanalystmodel_qva_earnval, 60)
-ts_mean(mdl26_stdv_stm_nlysts_fq3_rnngs, 20)
-ts_mean(mdl264_spceeps_l3, 5)
-ts_mean(anl4_flag_erbfintax, 250)
-ts_mean(mdl230_allcap_sedol_rp, 60)
-ts_mean(mdl77_2mqf_niper, 20)
-ts_mean(pv20_opr_indicator_q_feature8, 20)
-ts_mean(pv87_2_pretaxprofit_af_matrix_p1_chngratio_high, 60)
-ts_mean(fnd65_us5000_cusip_gspea1y_cf, 5)
-ts_mean(mdl219_2_qva_finstmt, 5)
-ts_mean(pv20_gps_indicator_n_feature2, 5)
-ts_mean(mdl77_ooearningsmomemtummodel_emm_composite, 250)
-ts_mean(pv87_2_netprofit_rep_qf_matrix_p1_low, 60)
-ts_mean(pv20_pre_indicator_7_feature1, 20)
-ts_mean(fnd65_allcap_sedol_ttmopincev, 20)
-ts_mean(mdl77_2put_put_indroe, 5)
-ts_mean(oth460_suie_l1, 60)
-ts_mean(oth432_rtlr_q_profitability_profitability3, 60)
-ts_mean(pv20_sal_indicator_o_feature5, 5)
-ts_mean(pv87_2_pretaxprofit_qf_matrix_all_mean, 60)
-ts_mean(anl15_cpsgics_gr_cal_fy1_pe, 20)
-ts_mean(est_12m_gps_raised_1wk, 5)
-ts_mean(star_v14_val_earnings_projection_fy10, 20)
-ts_mean(oth432_deltapredictebt_a_predict, 60)
-ts_mean(anl14_low_opp_fp1, 5)
-ts_mean(anl69_rec_expected_report_time, 5)
-ts_mean(oth432_compustat_models_profitability9, 250)
-ts_mean(fnd28_annualprof_value_08381a, 20)
-ts_mean(oth432_che_profitability_profitability3, 20)
-ts_mean(pv20_opr_indicator_8_feature10, 60)
-ts_mean(fnd65_allcap_sedol_niper, 5)
-ts_mean(mdl26_sm_stm_fq2_rnngs, 60)
-ts_mean(mdl177_2_globaldevnorthamerica_v502_fc_fcfp, 60)
-ts_mean(mdl262_piq_profitability_profitability11, 60)
-ts_mean(est_q_gps_mean_4wks_ago, 20)
-ts_mean(mdl230_totalcap_cusip_apemtt, 5)
-ts_mean(anl69_eps_4wk_chg_best_eeps_cur_yr, 20)
-ts_mean(oth460_eibt_class, 5)
-ts_mean(mdl230_allcap_sedol_ttmopincev, 5)
-ts_mean(pv20_ebt_indicator_7_feature10, 250)
-ts_mean(mdl230_totalcap_cusip_yoychgroa, 5)
-ts_mean(mdl26_prsprise_flag_fy1_earnings, 60)
-ts_mean(fnd14_rtq_td_rtq_cni_tn_cni_twh, 250)
-ts_mean(oth432_rasv2splitprofitabilityfcf_q_profitability2, 60)
-ts_mean(pv20_pre_indicator_1_feature12, 250)
-ts_mean(pv20_gps_indicator_4_feature10, 250)
-ts_mean(fnd72_s_pit_or_bs_q_2_announcement_dt, 60)
-ts_mean(mdl262_rasv2splitprofitabilityni_ttm_profitability6, 250)
-ts_mean(mdl230_totalcap_cusip_min3ygrossmargin, 250)
-ts_mean(mdl177_2_earningsqualityfactor_yoychgaa, 250)
-ts_mean(mdl211_opry_y1_madp, 60)
-ts_mean(fnd72_q2_oper_inc_to_int_exp, 20)
-ts_mean(fnd72_s_pit_or_bs_q_bs_retain_earn, 20)
-ts_mean(quarterly_ebitda_total, 60)
-ts_mean(anl44_netprofit_gaap_best_crncy_iso, 60)
-ts_mean(oth432_rasv2splitprofitabilityni_q_profitability5, 5)
-ts_mean(mdl177_2_valueanalystmodel_qva_earnquality, 20)
-ts_mean(mdl77_momemtumanalystmodel_qma_composite, 20)
-ts_mean(anl14_median_eps_fp2, 20)
-ts_mean(anl14_numofests_eps_fp2, 20)
-ts_mean(fnd65_us5000_cusip_slope4qeps3y, 60)
-ts_mean(pv87_daily_qtr_matrix_r6_net_income_normalized_consensus_mean_numnochangeunfiltered, 5)
-ts_mean(pv20_ebt_indicator_q_feature0, 5)
-ts_mean(oth432_cheq_profitability_profitability12, 250)
-ts_mean(fnd65_us5000_cusip_pfcmtt, 60)
-ts_mean(anl49_valugaugeestimatingdifficultyrank, 20)
-ts_mean(fnd72_s_pit_or_cr_q_net_debt_to_ebitda_after_capex, 20)
-ts_mean(mdl177_liquidityriskfactor_altmanz_alt, 5)
-ts_mean(anl69_pe_expected_report_time, 20)
-ts_mean(mdl230_totalcap_cusip_apgghcm3_, 250)
-ts_mean(mdl219_1_yoychggpm, 250)
-ts_mean(mdl138_pg_4idp, 5)
-ts_mean(mdl264_2l_qipspe, 20)
-ts_mean(mdl26_srprs_pct_lst_y_rnngs, 60)
-ts_mean(mdl262_epsfi_compustatdeltapredict_annual_funda_madp, 250)
-ts_mean(anl15_salgics_s_12_m_pe, 250)
-ts_mean(fnd28_newa2_value_08911a, 250)
-ts_mean(pv87_v2_weightedavg20_group_css_earnings, 20)
-ts_mean(pv20_eps_indicator_6_feature0, 20)
-ts_mean(anl10_netfq2_smart_ests_v0_1072, 5)
-ts_mean(fnd23_intfvm_tbie, 5)
-ts_mean(mdl77_2400_cpgspea2y, 250)
-ts_mean(oth432_ninc_predict, 20)
-ts_mean(pv20_gps_indicator_8_feature12, 250)
-ts_mean(anl69_eps_gaap_hi_best_eeps_nxt_yr, 60)
-ts_mean(mdl77_2put_put_indroe, 250)
-ts_mean(mdl211_salq_profitability_profitability3, 60)
-ts_mean(anl4_qf_az_wol_spe, 20)
-ts_mean(oth432_compustatpredictivetxtq_mad_act, 20)
-ts_mean(fnd31_qsg2_additionalfactor_twepsrev, 20)
-ts_mean(mdl211_netq_deltaprofitability_profitability11, 20)
-ts_mean(mdl219_2_qva_shortfall, 20)
-ts_mean(anl14_low_ntprep_fy3, 5)
-ts_mean(oth432_rasv2splitprofitabilityni_ttm_profitability4, 60)
-ts_mean(anl10_netfq2_pred_surps_v0_1065, 5)
-ts_mean(pv87_2_netprofit_rep_qf_matrix_all_chngratio_std, 60)
-ts_mean(oth460_fcaq_class, 250)
-ts_mean(oth460_usa_compustat_q1_dl8_txtq_l2, 20)
-ts_mean(anl14_low_ntprep_fp5, 60)
-ts_mean(mdl77_deepvaluefactor_proformaep, 5)
-ts_mean(anl10_ebiinnovate_decrease_fq1_2580, 5)
-ts_mean(mdl77_2valuemomemtummodel_earningsexpectationmodule, 60)
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-ts_mean(anl44_2_netprofit_rep_lastactvalue, 60)
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-ts_mean(anl49_vector_4thfiscalquarterearningspershare, 5)
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-ts_mean(mdl138_qpdi5_op_margin, 60)
-ts_mean(mdl262_rasv2splitprofitabilityebitd_ttm_profitability2, 5)
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-ts_mean(fnd28_value_05223a, 250)
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-ts_mean(mdl26_smrtst_grwth_f24mf12m_rnngs, 60)
-ts_mean(mdl26_dsnc_clstr_bgn_fy1_rnngs, 5)
-ts_mean(mdl230_totalcap_cusip_twepsstdrev, 20)
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-ts_mean(anl10_ebifq1_consensus_2220, 20)
-ts_mean(fnd6_mfmq_piq, 5)
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-ts_mean(mdl264_3l_eiuv, 250)
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-ts_mean(pv20_opr_indicator_q_feature11, 20)
-ts_mean(pv87_2_eps_qf_matrix_all_low, 250)
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+not(is_nan(mdl219_2_mpoghc))
+not(is_nan(fnd28_wcannuala_value_08321))
+not(is_nan(anl14_mean_ntp_fy3))
+not(is_nan(oth496_gps_indicator_6_feature8))
+not(is_nan(anl14_stddev_ptprep_fy2))
+not(is_nan(anl10_grmfy1_pred_surps_v2_6243))
+not(is_nan(fnd17_alldelay1_npmtrendgr))
+not(is_nan(anl14_mean_ptprep_fy4))
+not(is_nan(anl14_numofests_ntprep_fp3))
+not(is_nan(fnd17_alldelay1_aptmgnpct))
+not(is_nan(oth496_sal_indicator_p_feature10))
+not(is_nan(fnd23_intfvalld1_ppgs))
+not(is_nan(fnd28_ratesq_value_08676q))
+not(is_nan(mdl264_1l_mtps))
+not(is_nan(oth496_gps_indicator_9_feature1))
+not(is_nan(fnd72_s_pit_or_is_q_pretax_inc))
+not(is_nan(oth496_sal_indicator_n_feature10))
+not(is_nan(oth496_net_indicator_4_feature2))
+not(is_nan(fnd23_intfvalld1_ppos))
+not(is_nan(oth496_gps_indicator_7_feature7))
+not(is_nan(anl14_high_ptprep_fy1))
+not(is_nan(mdl219_1_bmpo))
+not(is_nan(anl14_median_ptp_fp2))
+not(is_nan(pv96_m21_hs_dvd_yqe))
+not(is_nan(anl14_mean_ntprep_fp4))
+not(is_nan(anl14_numofests_ntprep_fp5))
+not(is_nan(underwriting_fee_amount))
+not(is_nan(oth496_gps_indicator_7_feature9))
+not(is_nan(oth496_net_indicator_4_feature0))
+not(is_nan(mdl264_sopp_l2))
+not(is_nan(mdl138_qpdi5_net_margin))
+not(is_nan(fnd72_pit_or_is_a_pretax_inc))
+not(is_nan(anl14_stddev_ntp_fy3))
+not(is_nan(pretaxprofitrep_currency_code))
+not(is_nan(mdl264_3l_dgcd))
+not(is_nan(anl14_mean_opp_fy1))
+not(is_nan(oth496_net_indicator_3_feature3))
+not(is_nan(oth496_gps_indicator_1_feature12))
+not(is_nan(oth496_net_indicator_8_feature12))
+not(is_nan(mdl219_1_ocfmargin))
+not(is_nan(anl14_low_ntp_fy2))
+not(is_nan(anl14_low_ptprep_fy3))
+not(is_nan(mdl77_all_delay_1_bmpo))
+not(is_nan(oth496_net_indicator_9_feature3))
+not(is_nan(anl14_numofests_ptp_fy5))
+not(is_nan(anl10_grmfy1_pred_surps_v0_6259))
+not(is_nan(accrued_assets_gross_amount))
+not(is_nan(mdl37_income))
+not(is_nan(mdl109_gross_margin))
+not(is_nan(anl14_stddev_ptp_fp3))
+not(is_nan(anl14_mean_ntprep_fp1))
+not(is_nan(oth496_sal_indicator_4_feature1))
+not(is_nan(fnd28_ratesq_value_08579q))
+not(is_nan(anl14_numofests_ptp_fy1))
+not(is_nan(oth496_sal_indicator_1_feature1))
+not(is_nan(fnd72_s_pit_or_is_q_cur_profit_japan))
+not(is_nan(anl44_2_netprofit_lastactccy))
+not(is_nan(anl44_2_netprofit_lastactvalue))
+not(is_nan(pretaxprofit_currency_code))
+not(is_nan(oth496_gps_indicator_2_feature7))
+not(is_nan(oth496_gps_indicator_6_feature1))
+not(is_nan(fnd17_npmtrendgr))
+not(is_nan(anl14_low_ptprep_fy1))
+not(is_nan(cashflow_efficiency_rank_derivative_us))
+not(is_nan(oth496_net_indicator_1_feature9))
+not(is_nan(oth496_net_indicator_p_feature9))
+not(is_nan(oth496_gps_indicator_9_feature0))
+not(is_nan(anl14_stddev_ntprep_fy5))
+not(is_nan(mdl77_bmpo))
+not(is_nan(oth496_gps_indicator_4_feature5))
+not(is_nan(mdl138_qpdi3_gross_margin))
+not(is_nan(anl14_mean_ntprep_fp2))
+not(is_nan(anl14_numofests_ptp_fy3))
+not(is_nan(oth496_sal_indicator_7_feature11))
+not(is_nan(oth496_sal_indicator_p_feature12))
+not(is_nan(mdl264_3l_ppgs))
+not(is_nan(fnd23_blsm_cbpa))
+not(is_nan(anl14_stddev_ntprep_fy2))
+not(is_nan(fnd23_icsm_m_ppgs))
+not(is_nan(mdl177_global_chgopm))
+not(is_nan(oth496_net_indicator_9_feature2))
+not(is_nan(anl14_numofests_ntp_fy5))
+not(is_nan(mdl138_longsimeq_qpdi3_berry))
+not(is_nan(oth496_net_indicator_3_feature8))
+not(is_nan(mdl219_1_mpn))
+not(is_nan(oth496_net_indicator_6_feature11))
+not(is_nan(accounts_receivable_gross))
+not(is_nan(oth496_sal_indicator_1_feature9))
+not(is_nan(oth496_sal_indicator_7_feature4))
+not(is_nan(oth496_sal_indicator_1_feature0))
diff --git a/手动优化模板提示词.txt b/手动优化模板提示词.txt
new file mode 100644
index 0000000..eb9dca9
--- /dev/null
+++ b/手动优化模板提示词.txt
@@ -0,0 +1,15 @@
+请作为量化金融因子分析专家，严格按以下规则执行：
+我的需求：当我给你一个量化因子表达式时，你需要直接输出一个用于优化替换其核心数据字段的金融逻辑分析表。
+你的输出规则：
+输出必须是纯Markdown表格，包含且仅包含以下三列：
+逻辑分类
+核心关键词（多个词用 | 分隔）
+对应的投资逻辑
+表格必须有恰好四行，代表四个不同的优化方向。
+每一行的内容必须满足以下质量要求：
+逻辑分类：必须是简短、专业且互不重复的金融概念名称。
+核心关键词：必须提供2-4个可直接用于替换原字段名的、具体且标准的英文财务指标或数据字段关键词。
+对应的投资逻辑：必须用一句话清晰阐明选择此类指标的金融学原理或市场假设，不能是简单的指标解释。
+禁止事项：输出中不得出现任何额外的解释、分析过程、步骤说明或对话内容。
+现在，请基于我提供的以下因子表达式进行分析并输出表格：
+not(is_nan(pv87_2_pretaxprofit_af_matrix_all_median))
\ No newline at end of file