nohup: ignoring input
(prod:  17568 ) 2024-08-23 13:30:15 [INFO] Starting alphagen...
(prod:  17568 ) 2024-08-23 13:30:17 [INFO] NumExpr defaulting to 4 threads.
(prod:  17568 ) 2024-08-23 13:30:21 [INFO] 1949 signals in signal registry
(prod:  17568 ) 2024-08-23 13:30:25 [INFO] 
(prod:  17568 ) 2024-08-23 13:30:25 [INFO] Updating signal depth 0 / 45
(prod:  17568 ) 2024-08-23 13:30:25 [INFO] 
(prod:  17568 ) 2024-08-23 13:42:42 [INFO] Writing [3471612] [/signal/signal00/prod/earnings_announcement_master_frame_static_global.plz4]...

Importing model
   Model Root   : /home/prod/python/model
   Model Branch : prod2

dch::alphagen_am ..starting get dashboard..
dch:: GSDashboard.__init__  j=key(1L97M8yOrJI-8-VIVPvwxy80fODcTH5TXy8zbOlB1U5s) name(prod) 
dch::GSDashboard.refresh  from_json_keyfile_name(/data/Google/client_secret_574068292605-v0crvrpf47t3rpmbomb47ju23k2mog4f.apps.googleusercontent.com.hackdch.json)
dch::alphagen_am .got dashboard..
dch alphagen_am.py DCH SKIP PRICE FRAME VERIFICATION!!!
(prod:  17568 ) 2024-08-23 13:42:56 [INFO] Writing [0] [/signal/signal00/prod/fundamentals_data_frame_LCPR_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:42:57 [INFO] Writing [5] [/signal/signal00/prod/fundamentals_data_frame_LOBL_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:42:57 [INFO] Writing [11841] [/signal/signal00/prod/fundamentals_data_frame_SCEX_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:42:58 [INFO] Writing [67] [/signal/signal00/prod/fundamentals_data_frame_LINR_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:42:58 [INFO] Writing [354] [/signal/signal00/prod/fundamentals_data_frame_SNII_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:42:58 [INFO] Writing [347] [/signal/signal00/prod/fundamentals_data_frame_VRTO_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:42:58 [INFO] Writing [721] [/signal/signal00/prod/fundamentals_data_frame_SPRS_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:42:59 [INFO] Writing [13887] [/signal/signal00/prod/fundamentals_data_frame_STLD_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:01 [INFO] Writing [10971] [/signal/signal00/prod/fundamentals_data_frame_AITL_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:01 [INFO] Writing [14222] [/signal/signal00/prod/fundamentals_data_frame_SOPI_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:02 [INFO] Writing [248] [/signal/signal00/prod/fundamentals_data_frame_ALLA_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:10 [INFO] Writing [294] [/signal/signal00/prod/fundamentals_data_frame_ELLP_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:14 [INFO] Writing [157711] [/signal/signal00/prod/adjustment_factor_master_frame_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:14 [INFO]  SELECT * FROM yahoo_finance_indices WHERE indexCode = '^VIX'
(prod:  17568 ) 2024-08-23 13:43:15 [INFO] Writing [746] [/signal/signal00/prod/fundamentals_data_frame_VCAP_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:15 [INFO] Writing [75845] [/signal/signal00/prod/security_value_fraction_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:16 [INFO] Writing [14700] [/signal/signal00/prod/fundamentals_data_frame_TTAX_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:18 [INFO] Writing [8749] [/signal/signal00/prod/index_vix_master_frame_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:19 [INFO] Writing [12342] [/signal/signal00/prod/fundamentals_data_frame_STBV_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:19 [INFO] Writing [6970] [/signal/signal00/prod/trading_exchange_holidays_master_frame_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:19 [INFO] Writing [15748] [/signal/signal00/prod/fundamentals_data_frame_EIBT_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:21 [INFO] Writing [13776] [/signal/signal00/prod/fundamentals_data_frame_VDEP_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:22 [INFO] Writing [229] [/signal/signal00/prod/fundamentals_data_frame_LSTB_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:23 [INFO] Writing [9303] [/signal/signal00/prod/fundamentals_data_frame_NIEN_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:24 [INFO] Writing [64] [/signal/signal00/prod/fundamentals_data_frame_LACC_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:25 [INFO] Writing [11460] [/signal/signal00/prod/fundamentals_data_frame_LCLD_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:26 [INFO] Writing [12375] [/signal/signal00/prod/fundamentals_data_frame_LTTD_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:27 [INFO] Writing [171] [/signal/signal00/prod/fundamentals_data_frame_LNID_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:27 [INFO] Writing [15420] [/signal/signal00/prod/fundamentals_data_frame_SSGA_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:30 [INFO] Writing [3084] [/signal/signal00/prod/fundamentals_data_frame_LPBA_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:30 [INFO] Writing [442] [/signal/signal00/prod/fundamentals_data_frame_VRUQ_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:31 [INFO] Writing [13833] [/signal/signal00/prod/fundamentals_data_frame_QTLE_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:31 [INFO] Writing [12763] [/signal/signal00/prod/fundamentals_data_frame_OTLO_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:33 [INFO] Writing [9279] [/signal/signal00/prod/fundamentals_data_frame_SIEN_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:33 [INFO] Writing [5] [/signal/signal00/prod/fundamentals_data_frame_ODPA_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:34 [INFO] Writing [151] [/signal/signal00/prod/fundamentals_data_frame_SOBL_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:35 [INFO] Writing [124] [/signal/signal00/prod/fundamentals_data_frame_NAMI_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:40 [INFO] Writing [30] [/signal/signal00/prod/fundamentals_data_frame_OINR_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:42 [INFO] Writing [310] [/signal/signal00/prod/fundamentals_data_frame_ANTL_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:42 [INFO] Writing [170] [/signal/signal00/prod/fundamentals_data_frame_LFFP_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:46 [INFO] Writing [11852] [/signal/signal00/prod/fundamentals_data_frame_AINT_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:47 [INFO] Writing [6956] [/signal/signal00/prod/fundamentals_data_frame_SDPR_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:48 [INFO] Writing [13763] [/signal/signal00/prod/fundamentals_data_frame_ATOT_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:50 [INFO] Writing [12830] [/signal/signal00/prod/fundamentals_data_frame_LSTD_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:53 [INFO] Writing [684] [/signal/signal00/prod/fundamentals_data_frame_NCIN_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:53 [INFO] Writing [13015] [/signal/signal00/prod/fundamentals_data_frame_SBDA_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:55 [INFO] Writing [14267] [/signal/signal00/prod/fundamentals_data_frame_SCOR_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:57 [INFO] Writing [8780] [/signal/signal00/prod/fundamentals_data_frame_LCLO_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:43:59 [INFO] Writing [122046] [/signal/signal00/prod/industry_sector_master_frame_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:03 [INFO] Writing [11032] [/signal/signal00/prod/fundamentals_data_frame_SETR_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:04 [INFO] Writing [258] [/signal/signal00/prod/fundamentals_data_frame_LIBD_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:07 [INFO] Writing [10909] [/signal/signal00/prod/fundamentals_data_frame_VIEX_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:07 [INFO] Writing [444] [/signal/signal00/prod/fundamentals_data_frame_SRPR_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:09 [INFO] Writing [1916403] [/signal/signal00/prod/exchange_rates_master_frame_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:10 [INFO] Writing [7453] [/signal/signal00/prod/fundamentals_data_frame_LMIN_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:14 [INFO] Writing [83] [/signal/signal00/prod/fundamentals_data_frame_LFLB_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:17 [INFO] Writing [7887] [/signal/signal00/prod/fundamentals_data_frame_CMIN_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:18 [INFO] Writing [11134] [/signal/signal00/prod/fundamentals_data_frame_LAPB_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:22 [INFO] Writing [13320] [/signal/signal00/prod/fundamentals_data_frame_ATRC_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:23 [INFO] Writing [6598] [/signal/signal00/prod/fundamentals_data_frame_VRAD_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:26 [INFO] Writing [2437] [/signal/signal00/prod/fundamentals_data_frame_VADV_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:30 [INFO] Writing [308] [/signal/signal00/prod/fundamentals_data_frame_ATGL_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:31 [INFO] Writing [4664] [/signal/signal00/prod/fundamentals_data_frame_SAMT_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:34 [INFO] Writing [2223] [/signal/signal00/prod/fundamentals_data_frame_EADV_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:41 [INFO] Writing [198] [/signal/signal00/prod/fundamentals_data_frame_NDEP_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:46 [INFO] Writing [13411] [/signal/signal00/prod/fundamentals_data_frame_SCSI_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:50 [INFO] Writing [46282] [/signal/signal00/prod/model_universe_frame_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:51 [INFO] Writing [9877] [/signal/signal00/prod/fundamentals_data_frame_LAEX_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:56 [INFO] Writing [130] [/signal/signal00/prod/fundamentals_data_frame_LOTB_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:56 [INFO] Writing [27] [/signal/signal00/prod/fundamentals_data_frame_QTSP_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:59 [INFO] Writing [6342] [/signal/signal00/prod/fundamentals_data_frame_VAMI_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:44:59 [INFO] Writing [18473] [/signal/signal00/prod/fundamentals_meta_frame_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:45:00 [INFO] Writing [8320] [/signal/signal00/prod/fundamentals_data_frame_APPY_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:45:00 [INFO] Writing [8073] [/signal/signal00/prod/stock_connect_status_master_frame_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:45:03 [INFO] Writing [9979] [/signal/signal00/prod/fundamentals_data_frame_SDED_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:45:03 [INFO] Writing [15309] [/signal/signal00/prod/fundamentals_data_frame_RTLR_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:45:05 [INFO] Writing [337] [/signal/signal00/prod/fundamentals_data_frame_SIIB_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:45:10 [INFO] Writing [294] [/signal/signal00/prod/fundamentals_data_frame_LDBT_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:45:12 [INFO] Writing [1] [/signal/signal00/prod/fundamentals_data_frame_NAMA_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:45:15 [INFO] Writing [14310] [/signal/signal00/prod/fundamentals_data_frame_NINC_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:45:16 [INFO] Writing [5701] [/signal/signal00/prod/fundamentals_data_frame_AGWI_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:45:21 [INFO] Writing [10636] [/signal/signal00/prod/fundamentals_data_frame_LLTD_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:45:23 [INFO] Writing [369] [/signal/signal00/prod/fundamentals_data_frame_VRTC_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:45:24 [INFO] Writing [5868] [/signal/signal00/prod/fundamentals_data_frame_ERAD_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:45:28 [INFO] Writing [8519] [/signal/signal00/prod/fundamentals_data_frame_DCGD_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:45:28 [INFO] Writing [104] [/signal/signal00/prod/fundamentals_data_frame_LODP_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:45:33 [INFO] Writing [854] [/signal/signal00/prod/fundamentals_data_frame_VAMA_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:45:33 [INFO] Writing [32] [/signal/signal00/prod/fundamentals_data_frame_EPAC_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:52:02 [INFO] Writing [1854061] [/signal/signal00/prod/shares_outstanding_master_frame_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:56:37 [INFO] Writing [3471612] [/signal/signal00/prod/earnings_announcement_master_frame_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:56:50 [INFO]  SELECT CONVERT(DATE, a.tradeDate) AS tradeDate, a.assetKey, a.retIndex FROM vw_Ds2ReturnIndex AS a    INNER JOIN model_universe  AS b  ON b.ID = a.assetKey WHERE a.tradeDate BETWEEN '2024-07-17' AND '2024-08-21'  AND a.retIndex > 0
(prod:  17568 ) 2024-08-23 13:57:14 [INFO] Writing [30155] [/signal/signal08/prod/2024/0821/share_holdings_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:57:14 [INFO] Writing [29849] [/signal/signal08/prod/2024/0821/returns_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:57:14 [INFO] 
(prod:  17568 ) 2024-08-23 13:57:14 [INFO] Updating signal depth 1 / 45
(prod:  17568 ) 2024-08-23 13:57:14 [INFO] 
(prod:  17568 ) 2024-08-23 13:57:15 [INFO] Writing [46282] [/signal/signal00/prod/market_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:57:15 [INFO] Writing [46282] [/signal/signal00/prod/entity_map_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:57:15 [INFO] Writing [46282] [/signal/signal00/prod/country_frame_static_global.plz4]...
(prod:  17568 ) 2024-08-23 13:57:20 [INFO] Writing [63432] [/signal/signal00/prod/exchange_rates_master_monthly_frame_static_global.plz4]...
dch::linear_cost.compute dframe:
        assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
0        @SHNSE1      SHE           CNY           CN      1.087       1.087   
1        @SHANX2      SHE           CNY           CN      1.087       1.087   
2        @HAIKO1      SHE           CNY           CN      1.087       1.087   
3        @NANJI2      SHE           CNY           CN      1.087       1.087   
4        @FAWCA1      SHE           CNY           CN      1.087       1.087   
...          ...      ...           ...          ...        ...         ...   
19510  @ASIAN131      BKK           THB           TH      0.000       0.000   
19511   @THAIC32      BKK           THB           TH      0.000       0.000   
19512    @NEOCO4      BKK           THB           TH      0.000       0.000   
19513  @STONE205      BKK           THB           TH      0.000       0.000   
19514    @MAGUR1      BKK           THB           TH      0.000       0.000   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
0            0.0        10.0     comm         2.5          2.5        17.174   
1            0.0        10.0     comm         2.5          2.5        17.174   
2            0.0        10.0     comm         2.5          2.5        17.174   
3            0.0        10.0     comm         2.5          2.5        17.174   
4            0.0        10.0     comm         2.5          2.5        17.174   
...          ...         ...      ...         ...          ...           ...   
19510        0.0         0.0     comm         5.0          5.0        10.000   
19511        0.0         0.0     comm         5.0          5.0        10.000   
19512        0.0         0.0     comm         5.0          5.0        10.000   
19513        0.0         0.0     comm         5.0          5.0        10.000   
19514        0.0         0.0     comm         5.0          5.0        10.000   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
0            0.000359         0.001359              1.0            0.000859  
1            0.000359         0.001359              1.0            0.000859  
2            0.000359         0.001359              1.0            0.000859  
3            0.000359         0.001359              1.0            0.000859  
4            0.000359         0.001359              1.0            0.000859  
...               ...              ...              ...                 ...  
19510        0.000500         0.000500              1.0            0.000500  
19511        0.000500         0.000500              1.0            0.000500  
19512        0.000500         0.000500              1.0            0.000500  
19513        0.000500         0.000500              1.0            0.000500  
19514        0.000500         0.000500              1.0            0.000500  

[19515 rows x 16 columns]
---
CN
  assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
0  @SHNSE1      SHE           CNY           CN      1.087       1.087   
1  @SHANX2      SHE           CNY           CN      1.087       1.087   
2  @HAIKO1      SHE           CNY           CN      1.087       1.087   
3  @NANJI2      SHE           CNY           CN      1.087       1.087   
4  @FAWCA1      SHE           CNY           CN      1.087       1.087   

   buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
0        0.0        10.0     comm         2.5          2.5        17.174   
1        0.0        10.0     comm         2.5          2.5        17.174   
2        0.0        10.0     comm         2.5          2.5        17.174   
3        0.0        10.0     comm         2.5          2.5        17.174   
4        0.0        10.0     comm         2.5          2.5        17.174   

   linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
0        0.000359         0.001359              1.0            0.000859  
1        0.000359         0.001359              1.0            0.000859  
2        0.000359         0.001359              1.0            0.000859  
3        0.000359         0.001359              1.0            0.000859  
4        0.000359         0.001359              1.0            0.000859  
---
HK
     assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
5090  @JIANG2      HKG           HKD           HK       0.77        0.77   
5091  @ASMPA2      HKG           HKD           HK       0.77        0.77   
5092  @YEEBO2      HKG           HKD           HK       0.77        0.77   
5093  @ABCCO3      HKG           HKD           HK       0.77        0.77   
5094  @STTRA2      HKG           HKD           HK       0.77        0.77   

      buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
5090       10.0        10.0     comm         2.0          2.0         25.54   
5091       10.0        10.0     comm         2.0          2.0         25.54   
5092       10.0        10.0     comm         2.0          2.0         25.54   
5093       10.0        10.0     comm         2.0          2.0         25.54   
5094       10.0        10.0     comm         2.0          2.0         25.54   

      linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
5090        0.001277         0.001277              1.0            0.001277  
5091        0.001277         0.001277              1.0            0.001277  
5092        0.001277         0.001277              1.0            0.001277  
5093        0.001277         0.001277              1.0            0.001277  
5094        0.001277         0.001277              1.0            0.001277  
---
TW
      assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
7214   @EVERT2      TAI           TWD           TW        0.0         0.0   
7215   @AGVPR1      TAI           TWD           TW        0.0         0.0   
7216   @ABILI2      TAI           TWD           TW        0.0         0.0   
7217   @ACCTO2      TAI           TWD           TW        0.0         0.0   
7218  @ACERI13      TAI           TWD           TW        0.0         0.0   

      buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
7214        0.0        30.0     comm        2.75         2.75          35.5   
7215        0.0        30.0     comm        2.75         2.75          35.5   
7216        0.0        30.0     comm        2.75         2.75          35.5   
7217        0.0        30.0     comm        2.75         2.75          35.5   
7218        0.0        30.0     comm        2.75         2.75          35.5   

      linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
7214        0.000275         0.003275              1.0            0.001775  
7215        0.000275         0.003275              1.0            0.001775  
7216        0.000275         0.003275              1.0            0.001775  
7217        0.000275         0.003275              1.0            0.001775  
7218        0.000275         0.003275              1.0            0.001775  
---
ID
     assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
8879  @INTIK1      IDX           IDR           ID        4.0         4.0   
8880  @BUKIT1      IDX           IDR           ID        4.0         4.0   
8881  @ADESA1      IDX           IDR           ID        4.0         4.0   
8882  @PRASI1      IDX           IDR           ID        4.0         4.0   
8883  @LIPPO5      IDX           IDR           ID        4.0         4.0   

      buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
8879        0.3        10.3     comm         6.0          6.0          30.6   
8880        0.3        10.3     comm         6.0          6.0          30.6   
8881        0.3        10.3     comm         6.0          6.0          30.6   
8882        0.3        10.3     comm         6.0          6.0          30.6   
8883        0.3        10.3     comm         6.0          6.0          30.6   

      linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
8879         0.00103          0.00203              1.0             0.00153  
8880         0.00103          0.00203              1.0             0.00153  
8881         0.00103          0.00203              1.0             0.00153  
8882         0.00103          0.00203              1.0             0.00153  
8883         0.00103          0.00203              1.0             0.00153  
---
PH
     assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
9445  @AGPIN1      PHS           PHP           PH        1.0         1.0   
9446  @ASIAN7      PHS           PHP           PH        1.0         1.0   
9447  @APCGR1      PHS           PHP           PH        1.0         1.0   
9448  @ABSCB1      PHS           PHP           PH        1.0         1.0   
9449  @ABACU9      PHS           PHP           PH        1.0         1.0   

      buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
9445        3.0        63.0                 10.0         10.0          88.0   
9446        3.0        63.0                 10.0         10.0          88.0   
9447        3.0        63.0                 10.0         10.0          88.0   
9448        3.0        63.0                 10.0         10.0          88.0   
9449        3.0        63.0                 10.0         10.0          88.0   

      linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
9445          0.0014           0.0074              1.0              0.0044  
9446          0.0014           0.0074              1.0              0.0044  
9447          0.0014           0.0074              1.0              0.0044  
9448          0.0014           0.0074              1.0              0.0044  
9449          0.0014           0.0074              1.0              0.0044  
---
AU
     assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
9661  @ARBCO1      ASX           AUD           AU        0.0         0.0   
9662  @ADELA4      ASX           AUD           AU        0.0         0.0   
9663  @ALIQU1      ASX           AUD           AU        0.0         0.0   
9664  @CAPRA1      ASX           AUD           AU        0.0         0.0   
9665  @ALKAN2      ASX           AUD           AU        0.0         0.0   

      buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
9661        0.0         0.0     comm        2.25         2.25           4.5   
9662        0.0         0.0     comm        2.25         2.25           4.5   
9663        0.0         0.0     comm        2.25         2.25           4.5   
9664        0.0         0.0     comm        2.25         2.25           4.5   
9665        0.0         0.0     comm        2.25         2.25           4.5   

      linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
9661        0.000225         0.000225              1.0            0.000225  
9662        0.000225         0.000225              1.0            0.000225  
9663        0.000225         0.000225              1.0            0.000225  
9664        0.000225         0.000225              1.0            0.000225  
9665        0.000225         0.000225              1.0            0.000225  
---
IN
        assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
10532    @ABANL1      NSE           INR           IN        0.0         0.0   
10533    @AHMED1      NSE           INR           IN        0.0         0.0   
10534   @AEGIS12      NSE           INR           IN        0.0         0.0   
10535    @ALKYL1      NSE           INR           IN        0.0         0.0   
10536  @BAYER103      NSE           INR           IN        0.0         0.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
10532        0.0         0.0     comm         5.0          5.0          10.0   
10533        0.0         0.0     comm         5.0          5.0          10.0   
10534        0.0         0.0     comm         5.0          5.0          10.0   
10535        0.0         0.0     comm         5.0          5.0          10.0   
10536        0.0         0.0     comm         5.0          5.0          10.0   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
10532          0.0005           0.0005              1.0              0.0005  
10533          0.0005           0.0005              1.0              0.0005  
10534          0.0005           0.0005              1.0              0.0005  
10535          0.0005           0.0005              1.0              0.0005  
10536          0.0005           0.0005              1.0              0.0005  
---
NZ
       assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
12399   @RESTA2      NZE           NZD           NZ        0.0         0.0   
12400  @SCOTT22      NZE           NZD           NZ        0.0         0.0   
12401   @HALLE6      NZE           NZD           NZ        0.0         0.0   
12402   @AMPNZ1      NZE           NZD           NZ        0.0         0.0   
12403   @CONTA3      NZE           NZD           NZ        0.0         0.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
12399        0.0         0.0                  3.0          3.0           6.0   
12400        0.0         0.0                  3.0          3.0           6.0   
12401        0.0         0.0                  3.0          3.0           6.0   
12402        0.0         0.0                  3.0          3.0           6.0   
12403        0.0         0.0                  3.0          3.0           6.0   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
12399          0.0003           0.0003              1.0              0.0003  
12400          0.0003           0.0003              1.0              0.0003  
12401          0.0003           0.0003              1.0              0.0003  
12402          0.0003           0.0003              1.0              0.0003  
12403          0.0003           0.0003              1.0              0.0003  
---
SG
       assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
12476   @ACMAL1      SES           SGD           SG        4.0         4.0   
12477   @ASIAF1      SES           SGD           SG        4.0         4.0   
12478   @AMARA1      SES           SGD           SG        4.0         4.0   
12479  @SINGA31      SES           SGD           SG        4.0         4.0   
12480   @BBRHO1      SES           SGD           SG        4.0         4.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
12476        0.0         0.0     comm        2.75         2.75          13.5   
12477        0.0         0.0     comm        2.75         2.75          13.5   
12478        0.0         0.0     comm        2.75         2.75          13.5   
12479        0.0         0.0     comm        2.75         2.75          13.5   
12480        0.0         0.0     comm        2.75         2.75          13.5   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
12476        0.000675         0.000675              1.0            0.000675  
12477        0.000675         0.000675              1.0            0.000675  
12478        0.000675         0.000675              1.0            0.000675  
12479        0.000675         0.000675              1.0            0.000675  
12480        0.000675         0.000675              1.0            0.000675  
---
KR
       assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
12740   @ACEBE1      KOS           KRW           KR        0.0         0.0   
12741   @WONPU1      KOS           KRW           KR        0.0         0.0   
12742   @EYEVI1      KOS           KRW           KR        0.0         0.0   
12743   @PROCH4      KOS           KRW           KR        0.0         0.0   
12744  @PARAD11      KOS           KRW           KR        0.0         0.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
12740        0.0        30.0     comm        2.75         2.75          35.5   
12741        0.0        30.0     comm        2.75         2.75          35.5   
12742        0.0        30.0     comm        2.75         2.75          35.5   
12743        0.0        30.0     comm        2.75         2.75          35.5   
12744        0.0        30.0     comm        2.75         2.75          35.5   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
12740        0.000275         0.003275              1.0            0.001775  
12741        0.000275         0.003275              1.0            0.001775  
12742        0.000275         0.003275              1.0            0.001775  
12743        0.000275         0.003275              1.0            0.001775  
12744        0.000275         0.003275              1.0            0.001775  (prod:  17568 ) 2024-08-23 13:57:21 [INFO] Writing [19515] [/signal/signal08/prod/2024/0821/tcost_linear_cost_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:57:23 [INFO] Writing [46282] [/signal/signal08/prod/2024/0821/shares_outstanding_latest_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:57:40 [INFO] Writing [31211] [/signal/signal08/prod/2024/0821/fiscal_meta_frame_20240821_global.plz4]...

---
JP
      assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
14999  @ASIAS3      TKS           JPY           JP        0.0         0.0   
15000  @KAKIY1      TKS           JPY           JP        0.0         0.0   
15001  @AGROK3      TKS           JPY           JP        0.0         0.0   
15002  @AICAK1      TKS           JPY           JP        0.0         0.0   
15003  @AICHI1      TKS           JPY           JP        0.0         0.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
14999        0.0         0.0     comm        1.25         1.25           2.5   
15000        0.0         0.0     comm        1.25         1.25           2.5   
15001        0.0         0.0     comm        1.25         1.25           2.5   
15002        0.0         0.0     comm        1.25         1.25           2.5   
15003        0.0         0.0     comm        1.25         1.25           2.5   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
14999        0.000125         0.000125              1.0            0.000125  
15000        0.000125         0.000125              1.0            0.000125  
15001        0.000125         0.000125              1.0            0.000125  
15002        0.000125         0.000125              1.0            0.000125  
15003        0.000125         0.000125              1.0            0.000125  
---
MY
      assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
18288  @AFFIN8      KLS           MYR           MY        3.0         3.0   
18289  @AJINO4      KLS           MYR           MY        3.0         3.0   
18290  @AJIYA1      KLS           MYR           MY        3.0         3.0   
18291  @KOBAY2      KLS           MYR           MY        3.0         3.0   
18292  @YLIHL1      KLS           MYR           MY        3.0         3.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
18288       10.0        10.0     comm         5.0          5.0          36.0   
18289       10.0        10.0     comm         5.0          5.0          36.0   
18290       10.0        10.0     comm         5.0          5.0          36.0   
18291       10.0        10.0     comm         5.0          5.0          36.0   
18292       10.0        10.0     comm         5.0          5.0          36.0   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
18288          0.0018           0.0018              1.0              0.0018  
18289          0.0018           0.0018              1.0              0.0018  
18290          0.0018           0.0018              1.0              0.0018  
18291          0.0018           0.0018              1.0              0.0018  
18292          0.0018           0.0018              1.0              0.0018  
---
TH
      assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
18887  @AIKAC2      BKK           THB           TH        0.0         0.0   
18888  @ALUCO1      BKK           THB           TH        0.0         0.0   
18889  @AMARI4      BKK           THB           TH        0.0         0.0   
18890  @AMARI6      BKK           THB           TH        0.0         0.0   
18891  @ASIAF3      BKK           THB           TH        0.0         0.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
18887        0.0         0.0     comm         5.0          5.0          10.0   
18888        0.0         0.0     comm         5.0          5.0          10.0   
18889        0.0         0.0     comm         5.0          5.0          10.0   
18890        0.0         0.0     comm         5.0          5.0          10.0   
18891        0.0         0.0     comm         5.0          5.0          10.0   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
18887          0.0005           0.0005              1.0              0.0005  
18888          0.0005           0.0005              1.0              0.0005  
18889          0.0005           0.0005              1.0              0.0005  
18890          0.0005           0.0005              1.0              0.0005  
18891          0.0005           0.0005              1.0              0.0005  
---
(prod:  17568 ) 2024-08-23 13:57:41 [INFO] 
(prod:  17568 ) 2024-08-23 13:57:41 [INFO] Updating signal depth 2 / 45
(prod:  17568 ) 2024-08-23 13:57:41 [INFO] 
(prod:  17568 ) 2024-08-23 13:57:41 [INFO]  SELECT a.* FROM vw_Ds2Pricing AS a     INNER JOIN model_universe AS b ON b.ID = a.assetKey WHERE a.tradeDate BETWEEN '2024-08-21' AND '2024-08-21'     AND a.priceClose IS NOT NULL
(prod:  17568 ) 2024-08-23 13:57:42 [INFO] Writing [157] [/signal/signal08/prod/2024/0821/fx_returns_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:57:48 [INFO] Writing [29140] [/signal/signal08/prod/2024/0821/price_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:00 [INFO] Writing [30665] [/signal/signal08/prod/2024/0821/total_return_volatility_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:01 [INFO] 
(prod:  17568 ) 2024-08-23 13:58:01 [INFO] Updating signal depth 3 / 45
(prod:  17568 ) 2024-08-23 13:58:01 [INFO] 
(prod:  17568 ) 2024-08-23 13:58:02 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 13:58:02 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 13:58:02 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 13:58:02 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 13:58:02 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_deposits_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:02 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_deposits_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:02 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_net_loans_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:02 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_deposits_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:03 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_gross_loans_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:03 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_gross_loans_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:04 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_net_loans_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:05 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_gross_loans_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:17 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_operating_cashflow_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:22 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_operating_cashflow_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:23 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_capital_expenditure_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:30 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_capital_expenditure_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:32 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_net_loans_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:38 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_revenue_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:39 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_revenue_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:39 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_loan_loss_allowance_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:40 [INFO] Writing [29853] [/signal/signal08/prod/2024/0821/auxiliary_returns_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:41 [INFO] Writing [29120] [/signal/signal08/prod/2024/0821/parkinson_volatility_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:43 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_operating_income_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:58:59 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_equity_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:59:02 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_operating_cashflow_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:59:03 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_equity_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:59:10 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_mnty_bs_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:59:11 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_operating_income_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:59:29 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_assets_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:59:32 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_equity_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:59:33 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_assets_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:59:33 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_assets_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:59:44 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_mnty_bs_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:59:45 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_mnty_bs_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:59:46 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_loan_loss_allowance_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:59:47 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_loan_loss_allowance_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 13:59:48 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_capital_expenditure_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:02 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_operating_income_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:02 [INFO] Writing [30056] [/signal/signal08/prod/2024/0821/adv_usdm_60D_median_dxy_adj_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:08 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_revenue_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:11 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_amtz_dpac_is_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:13 [INFO] Writing [32233] [/signal/signal08/prod/2024/0821/price_frame_latest_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:14 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_ebitda_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:16 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_inventory_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:17 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_inventory_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:32 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_ebitda_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:33 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_st_borrowings_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:35 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_curr_lt_debts_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:39 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_non_performing_loans_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:41 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_st_borrowings_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:44 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_non_performing_loans_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:45 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_non_performing_loans_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:46 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_insu_reserves_cf_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:46 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_curr_lt_debts_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:47 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_insu_reserves_cf_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:47 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_amtz_dpac_is_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:48 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_insu_reserves_cf_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:49 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_amtz_dpac_is_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:49 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_curr_lt_debts_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:00:56 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_st_borrowings_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:01:01 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_effective_taxrate_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:01:05 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_effective_taxrate_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:01:09 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_inventory_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:01:22 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_effective_taxrate_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:01:23 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_net_income_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:01:25 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_cash_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:01:33 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_mnty_is_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:01:35 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_mnty_is_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:01:41 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_net_income_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:01:44 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_mnty_is_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:01:48 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_net_income_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:01:50 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_sgna_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:01:51 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_amtz_dpac_cf_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:02:04 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_sgna_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:02:05 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_amtz_dpac_cf_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:02:06 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_amtz_dpac_cf_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:02:07 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_ebitda_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:02:07 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_cash_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:02:10 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_cash_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:02:25 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_sgna_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:02:27 [INFO] 
(prod:  17568 ) 2024-08-23 14:02:27 [INFO] Updating signal depth 4 / 45
(prod:  17568 ) 2024-08-23 14:02:27 [INFO] 
(prod:  17568 ) 2024-08-23 14:02:29 [INFO]  SELECT a.* FROM vw_Ds2Pricing AS a     INNER JOIN model_universe AS b ON b.ID = a.assetKey WHERE a.tradeDate BETWEEN '2024-08-22' AND '2024-08-22'     AND a.priceClose IS NOT NULL
(prod:  17568 ) 2024-08-23 14:02:31 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:02:32 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:02:32 [INFO] Writing [20272] [/signal/signal00/prod/estimates_frame_tps_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 14:02:33 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:02:34 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:02:35 [INFO] Writing [36923] [/signal/signal00/prod/estimates_frame_cps_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 14:02:40 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:02:42 [INFO] Writing [30155] [/signal/signal08/prod/2024/0822/share_holdings_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:02:43 [INFO] Writing [46282] [/signal/signal08/prod/2024/0822/shares_outstanding_latest_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:02:43 [INFO] Writing [29102] [/signal/signal08/prod/2024/0822/price_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:02:43 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:02:44 [INFO] Writing [90100] [/signal/signal00/prod/estimates_frame_dps_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 14:02:46 [INFO] Writing [32231] [/signal/signal08/prod/2024/0822/price_frame_latest_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:02:46 [INFO] Writing [58772] [/signal/signal00/prod/estimates_frame_bps_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 14:02:46 [INFO]  SELECT a.* FROM vw_Ds2Pricing AS a     INNER JOIN model_universe AS b ON b.ID = a.assetKey WHERE a.tradeDate BETWEEN '2024-08-23' AND '2024-08-23'     AND a.priceClose IS NOT NULL
(prod:  17568 ) 2024-08-23 14:02:51 [INFO] Writing [143038] [/signal/signal00/prod/estimates_frame_eps_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 14:02:56 [INFO] Writing [30155] [/signal/signal08/prod/2024/0823/share_holdings_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:02:56 [INFO] Writing [46282] [/signal/signal08/prod/2024/0823/shares_outstanding_latest_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:02:56 [INFO] Writing [23110] [/signal/signal08/prod/2024/0823/price_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:02:57 [INFO] Writing [32225] [/signal/signal08/prod/2024/0823/price_frame_latest_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:03:14 [INFO] Writing [297515] [/signal/signal00/prod/trading_backfilled_bcost_frame_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 14:03:15 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:03:17 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_bank_income_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:03:20 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:03:20 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:03:21 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_bank_income_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:03:24 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:03:45 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_interest_expense_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:03:51 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_payables_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:03:54 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_adv_expense_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:04:05 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_interest_expense_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:04:07 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_rnd_expense_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:04:09 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_rnd_expense_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:04:12 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_bank_income_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:04:12 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_adv_expense_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:04:17 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_interest_expense_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:04:33 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_rnd_expense_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:04:45 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_receivables_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:04:47 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_payables_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:04:47 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_receivables_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:04:55 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_adv_expense_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:05:07 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_receivables_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:05:21 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_payables_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:05:21 [INFO] 
(prod:  17568 ) 2024-08-23 14:05:21 [INFO] Updating signal depth 5 / 45
(prod:  17568 ) 2024-08-23 14:05:21 [INFO] 
(prod:  17568 ) 2024-08-23 14:05:31 [INFO] Writing [13988] [/signal/signal00/prod/trading_median_bcost_backfilled_static_global.plz4]...
(prod:  17568 ) 2024-08-23 14:05:33 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_net_income_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:05:37 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_net_income_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:05:41 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_net_income_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:05:43 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:05:47 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:05:51 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:05:52 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_gross_profit_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:06:01 [INFO] Writing [11403] [/signal/signal08/prod/2024/0821/trading_bcost_multiplier_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:06:07 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_gross_profit_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:06:13 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:06:32 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_common_equity_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:06:38 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_dna_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:06:39 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_fin_adj_assets_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:06:53 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_common_equity_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:06:54 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_fin_adj_assets_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:07:01 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_gross_profit_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:07:04 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_fin_adj_assets_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:07:05 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_minority_is_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:07:06 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_minority_bs_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:07:08 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_minority_is_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:07:11 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_minority_is_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:07:26 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_common_equity_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:07:30 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_minority_bs_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:07:32 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_minority_bs_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:07:32 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:07:40 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_dna_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:07:41 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:07:48 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:07:54 [INFO] Writing [46100] [/signal/signal08/prod/2024/0821/consensus_frame_bps_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:07:56 [INFO] Writing [65766] [/signal/signal08/prod/2024/0821/consensus_frame_eps_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:07:58 [INFO] Writing [34666] [/signal/signal08/prod/2024/0821/consensus_frame_cps_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:08:11 [INFO] Writing [12920] [/signal/signal08/prod/2024/0821/consensus_frame_tps_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:08:28 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_dna_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:08:43 [INFO] Writing [54298] [/signal/signal08/prod/2024/0821/consensus_frame_dps_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:08:48 [INFO] Writing [31152] [/signal/signal08/prod/2024/0821/fiscal_total_assets_frame_current_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:08:54 [INFO] Writing [30647] [/signal/signal08/prod/2024/0821/bp_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:09:06 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_debt_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:09:32 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_debt_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:09:41 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_total_debt_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:09:41 [INFO] 
(prod:  17568 ) 2024-08-23 14:09:41 [INFO] Updating signal depth 6 / 45
(prod:  17568 ) 2024-08-23 14:09:41 [INFO] 
(prod:  17568 ) 2024-08-23 14:09:42 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:09:43 [INFO] Writing [43622] [/signal/signal08/prod/2024/0821/earnings_frame_bvl_unweighted_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:09:44 [INFO] Writing [142666] [/signal/signal08/prod/2024/0821/earnings_frame_cfo_unweighted_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:09:46 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_adj_cfo_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:09:48 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_net_working_capital_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:10:01 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_net_working_capital_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:10:08 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_sales_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:10:15 [INFO] Writing [15849] [/signal/signal08/prod/2024/0821/consensus_ratio_frame_eps_4W_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:10:24 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:10:26 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_adj_cfo_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:10:34 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_net_working_capital_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:10:40 [INFO] Writing [15602] [/signal/signal08/prod/2024/0821/consensus_ratio_frame_eps_13W_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:10:42 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_sales_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:10:43 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_sales_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:10:44 [INFO] Writing [12864] [/signal/signal08/prod/2024/0821/tpp_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:10:46 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_adj_cfo_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:10:56 [INFO] Writing [71518] [/signal/signal08/prod/2024/0821/estchg_frame_tps_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:11:13 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:11:34 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:11:53 [INFO] Writing [200358] [/signal/signal08/prod/2024/0821/estchg_frame_dps_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:11:53 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:11:55 [INFO] Adding item [stock_connect_status_master_frame:global]
(prod:  17568 ) 2024-08-23 14:11:55 [INFO] Writing [19247] [/signal/signal08/prod/2024/0821/univwt_frame_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:12:11 [INFO] Writing [83676] [/signal/signal08/prod/2024/0821/estchg_frame_cps_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:17 [INFO] Writing [303706] [/signal/signal08/prod/2024/0821/estchg_frame_eps_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:21 [INFO] Writing [138671] [/signal/signal08/prod/2024/0821/estchg_frame_bps_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:22 [INFO] 
(prod:  17568 ) 2024-08-23 14:12:22 [INFO] Updating signal depth 7 / 45
(prod:  17568 ) 2024-08-23 14:12:22 [INFO] 
(prod:  17568 ) 2024-08-23 14:12:25 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:12:25 [INFO] Writing [48570] [/signal/signal00/prod/estimates_frame_nav_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:26 [INFO] Writing [11861] [/signal/signal08/prod/2024/0821/revision_frame_tps_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:26 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:12:26 [INFO] Writing [10803] [/signal/signal08/prod/2024/0821/revision_frame_bps_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:27 [INFO] Writing [8361] [/signal/signal08/prod/2024/0821/revision_frame_cps_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:28 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_ppi_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:28 [INFO] Writing [15338] [/signal/signal08/prod/2024/0821/revision_frame_eps_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:28 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:12:28 [INFO] Writing [13100] [/signal/signal08/prod/2024/0821/revision_frame_dps_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:31 [INFO] Writing [150945] [/signal/signal08/prod/2024/0821/earnings_frame_net_unweighted_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:32 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_ppi_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:32 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:12:33 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_noplat_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:33 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_noplat_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:34 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:12:37 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_fin_adj_equity_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:38 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_fin_adj_equity_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:40 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_ppi_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:46 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_noplat_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:48 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_fcf_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:53 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_fcf_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:57 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_fin_adj_equity_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:12:57 [INFO] Writing [30627] [/signal/signal08/prod/2024/0821/extended_mktcap_usdm_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:13:05 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_fcf_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:13:05 [INFO] 
(prod:  17568 ) 2024-08-23 14:13:05 [INFO] Updating signal depth 8 / 45
(prod:  17568 ) 2024-08-23 14:13:05 [INFO] 
(prod:  17568 ) 2024-08-23 14:13:06 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:13:08 [INFO] Writing [19267] [/signal/signal08/prod/2024/0821/tcost_model_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:13:09 [INFO] Writing [30742] [/signal/signal08/prod/2024/0821/fiscal_sales_frame_current_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:13:13 [INFO] Writing [142568] [/signal/signal08/prod/2024/0821/earnings_frame_adj_cfo_unweighted_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:13:14 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:13:15 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:13:16 [INFO] Writing [1310] [/signal/signal08/prod/2024/0821/fncl_atp_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:13:16 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:13:17 [INFO] Writing [20018] [/signal/signal08/prod/2024/0821/intp_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:13:17 [INFO] Writing [949] [/signal/signal08/prod/2024/0821/bank_depp_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:13:19 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_operating_cash_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:13:22 [INFO] Writing [30817] [/signal/signal08/prod/2024/0821/fiscal_year_fraction_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:13:25 [INFO] Writing [181236] [/signal/signal08/prod/2024/0821/earnings_frame_div_unweighted_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:13:27 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_operating_cash_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:13:30 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:13:30 [INFO] Writing [49177] [/signal/signal08/prod/2024/0821/consensus_frame_nav_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:13:35 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_operating_cash_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:13:35 [INFO] 
(prod:  17568 ) 2024-08-23 14:13:35 [INFO] Updating signal depth 9 / 45
(prod:  17568 ) 2024-08-23 14:13:35 [INFO] 
(prod:  17568 ) 2024-08-23 14:13:38 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:13:38 [INFO] Writing [16585] [/signal/signal00/prod/estimates_frame_opr_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 14:13:48 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:13:48 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:13:49 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:13:50 [INFO] Writing [107285] [/signal/signal00/prod/estimates_frame_ebt_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 14:13:50 [INFO] Writing [104351] [/signal/signal00/prod/estimates_frame_pre_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 14:13:50 [INFO] Writing [109513] [/signal/signal00/prod/estimates_frame_eda_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 14:13:51 [INFO]  SELECT CONVERT(DATE, a.tradeDate) AS tradeDate, a.assetKey, a.retIndex FROM vw_Ds2ReturnIndex AS a    INNER JOIN model_universe  AS b  ON b.ID = a.assetKey WHERE a.tradeDate BETWEEN '2024-07-18' AND '2024-08-22'  AND a.retIndex > 0
(prod:  17568 ) 2024-08-23 14:13:54 [INFO] Writing [138473] [/signal/signal00/prod/estimates_frame_sal_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 14:14:12 [INFO] Writing [29846] [/signal/signal08/prod/2024/0822/returns_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:14:12 [INFO]  SELECT CONVERT(DATE, a.tradeDate) AS tradeDate, a.assetKey, a.retIndex FROM vw_Ds2ReturnIndex AS a    INNER JOIN model_universe  AS b  ON b.ID = a.assetKey WHERE a.tradeDate BETWEEN '2024-07-19' AND '2024-08-23'  AND a.retIndex > 0
(prod:  17568 ) 2024-08-23 14:14:39 [INFO] Writing [29843] [/signal/signal08/prod/2024/0823/returns_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:14:39 [INFO] Writing [17] [/signal/signal00/prod/market_return_frame_static_static_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:14:39 [INFO] Writing [7273] [/signal/signal08/prod/2024/0821/revision_score_frame_dps_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:14:39 [INFO] Writing [115585] [/signal/signal08/prod/2024/0821/earnings_frame_adj_cfo_weighted_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:14:39 [INFO] Writing [124997] [/signal/signal08/prod/2024/0821/earnings_frame_net_weighted_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:14:40 [INFO] Writing [115653] [/signal/signal08/prod/2024/0821/earnings_frame_cfo_weighted_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:14:40 [INFO] Writing [32092] [/signal/signal08/prod/2024/0821/earnings_frame_bvl_weighted_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:14:40 [INFO] Writing [152866] [/signal/signal08/prod/2024/0821/earnings_frame_div_weighted_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:14:40 [INFO] Writing [4239] [/signal/signal08/prod/2024/0821/revision_score_frame_cps_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:14:40 [INFO] Writing [5826] [/signal/signal08/prod/2024/0821/revision_score_frame_bps_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:14:41 [INFO] Writing [8138] [/signal/signal08/prod/2024/0821/revision_score_frame_eps_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:14:41 [INFO] Writing [5172] [/signal/signal08/prod/2024/0821/revision_score_frame_tps_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:14:41 [INFO] Writing [45333] [/signal/signal08/prod/2024/0821/earnings_frame_nav_unweighted_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:14:44 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:14:44 [INFO] Writing [1299] [/signal/signal08/prod/2024/0821/fncl_ppip_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:14:54 [INFO] Writing [19624] [/signal/signal08/prod/2024/0821/fcfmom_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:15:48 [INFO] Writing [131047] [/signal/signal08/prod/2024/0821/estchg_frame_nav_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:15:48 [INFO] 
(prod:  17568 ) 2024-08-23 14:15:48 [INFO] Updating signal depth 10 / 45
(prod:  17568 ) 2024-08-23 14:15:48 [INFO] 
(prod:  17568 ) 2024-08-23 14:15:48 [INFO] Writing [33440] [/signal/signal08/prod/2024/0821/earnings_frame_nav_weighted_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:15:48 [INFO] Writing [8756] [/signal/signal08/prod/2024/0821/blended_earnings_frame_cfo_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:15:48 [INFO] Writing [8727] [/signal/signal08/prod/2024/0821/blended_earnings_frame_adj_cfo_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:15:48 [INFO] Writing [15610] [/signal/signal08/prod/2024/0821/blended_earnings_frame_net_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:15:48 [INFO] Writing [13721] [/signal/signal08/prod/2024/0821/blended_earnings_frame_div_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:15:50 [INFO] Writing [10955] [/signal/signal08/prod/2024/0821/revision_frame_nav_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:15:56 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:15:56 [INFO] Writing [22208] [/signal/signal08/prod/2024/0821/consensus_frame_opr_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:15:58 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_excess_cash_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:15:58 [INFO] Writing [11438] [/signal/signal08/prod/2024/0821/blended_earnings_frame_bvl_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:15:58 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_excess_cash_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:16:01 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_excess_cash_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:16:15 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:16:16 [INFO] Writing [61968] [/signal/signal08/prod/2024/0821/consensus_frame_pre_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:16:21 [INFO] Writing [53205] [/signal/signal08/prod/2024/0821/consensus_frame_ebt_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:16:22 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:16:22 [INFO] Writing [67214] [/signal/signal08/prod/2024/0821/consensus_frame_sal_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:16:25 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:16:25 [INFO] Writing [55487] [/signal/signal08/prod/2024/0821/consensus_frame_eda_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:16:25 [INFO] 
(prod:  17568 ) 2024-08-23 14:16:25 [INFO] Updating signal depth 11 / 45
(prod:  17568 ) 2024-08-23 14:16:25 [INFO] 
(prod:  17568 ) 2024-08-23 14:16:26 [INFO] Writing [15610] [/signal/signal08/prod/2024/0821/nip_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:16:26 [INFO] Writing [29849] [/signal/signal08/prod/2024/0821/logretw_reversal_4W_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:16:27 [INFO] Writing [19247] [/signal/signal08/prod/2024/0821/trading_default_pb_cost_frame_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:16:27 [INFO] Writing [29838] [/signal/signal08/prod/2024/0821/logretd_reversal_5D_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:16:28 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:16:28 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:16:30 [INFO] Writing [136832] [/signal/signal08/prod/2024/0821/earnings_frame_eda_unweighted_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:16:30 [INFO] Writing [170145] [/signal/signal08/prod/2024/0821/earnings_frame_sal_unweighted_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:16:31 [INFO] Writing [15367] [/signal/signal08/prod/2024/0821/consensus_ratio_frame_pre_4W_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:16:31 [INFO] Writing [11438] [/signal/signal08/prod/2024/0821/forward_bp_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:16:36 [INFO] Writing [15089] [/signal/signal08/prod/2024/0821/consensus_ratio_frame_pre_13W_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:16:36 [INFO] Writing [8744] [/signal/signal08/prod/2024/0821/cfp_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:16:37 [INFO] Writing [5282] [/signal/signal08/prod/2024/0821/revision_score_frame_nav_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:16:37 [INFO] Writing [13721] [/signal/signal08/prod/2024/0821/dp_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:16:37 [INFO] Writing [11792] [/signal/signal08/prod/2024/0821/blended_earnings_frame_nav_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:16:54 [INFO] Writing [166906] [/signal/signal08/prod/2024/0821/earnings_frame_pre_unweighted_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:17:59 [INFO] Writing [252703] [/signal/signal08/prod/2024/0821/estchg_frame_pre_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:03 [INFO] Writing [233123] [/signal/signal08/prod/2024/0821/estchg_frame_ebt_20240821_global.plz4]...
dch::SignalDefinition_trading_default_pb_cost_frame.compute :: result
      assetKey    univwt  ... size_MICRO longFinancingCost
0      @AAAAA1  0.225211  ...       1.00           0.00900
1      @AACAC1  1.000000  ...       0.00           0.00375
2      @AADHA1  0.997446  ...       0.18           0.01000
3      @AAEON2  0.500656  ...       0.99           0.00475
4      @AAIND1  0.000000  ...       1.00           0.00775
...        ...       ...  ...        ...               ...
19242  @ZYLOT2  0.000000  ...       1.00           0.00350
19243  @ZYLOX1  0.000000  ...       0.98           0.00375
19244  @ZYNPC1  0.000000  ...       0.11           0.00775
19245  @ZYXEL1  0.947112  ...       0.05           0.00475
19246  @ZZNOD1  0.000000  ...       1.00           0.00375

[19247 rows x 9 columns]
        assetKey    univwt  ... longFinancingCost baseBCost
0        @AAAAA1  0.225211  ...             0.009  0.120000
1      @ADVAN297  0.000000  ...             0.009  0.120000
2       @ADVAN57  0.000000  ...             0.009  0.120000
3       @ADVEN16  0.000000  ...             0.009  0.120000
4       @AEONC11  0.000000  ...             0.009  0.120000
...          ...       ...  ...               ...       ...
19242    @TURNE4  0.000000  ...             0.004  0.092500
19243    @VECTO6  0.000000  ...             0.004  0.036675
19244   @VISTA20  0.000000  ...             0.004  0.092500
19245    @WAREH5  0.000000  ...             0.004  0.092500
19246   @WELLI12  0.000000  ...             0.004  0.092500

[19247 rows x 10 columns]
(prod:  17568 ) 2024-08-23 14:18:04 [INFO] 
(prod:  17568 ) 2024-08-23 14:18:04 [INFO] Updating signal depth 12 / 45
(prod:  17568 ) 2024-08-23 14:18:04 [INFO] 
(prod:  17568 ) 2024-08-23 14:18:06 [INFO] Writing [11379] [/signal/signal08/prod/2024/0821/revision_frame_ebt_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:06 [INFO] Writing [14735] [/signal/signal08/prod/2024/0821/revision_frame_pre_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:10 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_noa_frame_A_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:10 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_noa_frame_S_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:10 [INFO] Writing [112457] [/signal/signal08/prod/2024/0821/earnings_frame_eda_weighted_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:10 [INFO] Writing [141971] [/signal/signal08/prod/2024/0821/earnings_frame_sal_weighted_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:11 [INFO] Writing [138769] [/signal/signal08/prod/2024/0821/earnings_frame_pre_weighted_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:11 [INFO] Writing [11792] [/signal/signal08/prod/2024/0821/forward_navp_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:13 [INFO] Writing [22209] [/signal/signal08/prod/2024/0821/trading_bcost_backfilled_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:18:16 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:18:16 [INFO] Writing [27937] [/signal/signal08/prod/2024/0821/ev_usdm_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:19 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/fiscal_noa_frame_Q_delta_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:19 [INFO] 
(prod:  17568 ) 2024-08-23 14:18:19 [INFO] Updating signal depth 13 / 45
(prod:  17568 ) 2024-08-23 14:18:19 [INFO] 
(prod:  17568 ) 2024-08-23 14:18:19 [INFO] Writing [7981] [/signal/signal08/prod/2024/0821/revision_score_frame_pre_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:18:20 [INFO] Writing [19247] [/signal/signal08/prod/2024/0821/trading_position_bounds_frame_20240821_strat_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:18:20 [INFO] Writing [15300] [/signal/signal08/prod/2024/0821/blended_earnings_frame_pre_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:21 [INFO] Writing [8501] [/signal/signal08/prod/2024/0821/cfoev_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:21 [INFO] Writing [12250] [/signal/signal08/prod/2024/0821/blended_earnings_frame_eda_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:26 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:18:26 [INFO] Writing [14554] [/signal/signal08/prod/2024/0821/consensus_ratio_frame_sal_4W_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:27 [INFO] Writing [25221] [/signal/signal08/prod/2024/0821/fcfev_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:27 [INFO] Writing [11008] [/signal/signal08/prod/2024/0821/salgev_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:33 [INFO] Writing [8468] [/signal/signal08/prod/2024/0821/consensus_ratio_frame_cps_13W_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:34 [INFO] Writing [27596] [/signal/signal08/prod/2024/0821/trailing_ebitdaev_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:39 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:18:40 [INFO] Writing [14322] [/signal/signal08/prod/2024/0821/consensus_ratio_frame_sal_13W_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:40 [INFO] Writing [26884] [/signal/signal08/prod/2024/0821/gpev_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:45 [INFO] Writing [8602] [/signal/signal08/prod/2024/0821/consensus_ratio_frame_cps_4W_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:48 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:18:49 [INFO] Writing [23718] [/signal/signal08/prod/2024/0821/normeev_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:50 [INFO] Writing [11381] [/signal/signal08/prod/2024/0821/pregp_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:50 [INFO] Writing [15700] [/signal/signal08/prod/2024/0821/blended_earnings_frame_sal_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:18:50 [INFO] Writing [4544] [/signal/signal08/prod/2024/0821/revision_score_frame_ebt_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:19:34 [INFO] Writing [50088] [/signal/signal08/prod/2024/0821/estchg_frame_opr_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:20:04 [INFO] Writing [229958] [/signal/signal08/prod/2024/0821/estchg_frame_eda_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:20:25 [INFO] Writing [277655] [/signal/signal08/prod/2024/0821/estchg_frame_sal_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:20:26 [INFO] 
(prod:  17568 ) 2024-08-23 14:20:26 [INFO] Updating signal depth 14 / 45
(prod:  17568 ) 2024-08-23 14:20:26 [INFO] 
(prod:  17568 ) 2024-08-23 14:20:27 [INFO] Writing [5938] [/signal/signal08/prod/2024/0821/revision_frame_opr_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:20:27 [INFO] Writing [11763] [/signal/signal08/prod/2024/0821/ebitdaev_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:20:27 [INFO] Writing [14494] [/signal/signal08/prod/2024/0821/sev_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:20:27 [INFO] Writing [15275] [/signal/signal08/prod/2024/0821/ep_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:20:28 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/regression_design_mcisb_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:29 [INFO] Writing [5382] [/signal/signal08/prod/2024/0821/composite_cratio_frame_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:29 [INFO] Writing [14003] [/signal/signal08/prod/2024/0821/revision_frame_sal_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:20:29 [INFO] Writing [11486] [/signal/signal08/prod/2024/0821/revision_frame_eda_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:20:30 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:20:30 [INFO] Writing [27916] [/signal/signal08/prod/2024/0821/noaev_frame_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:20:30 [INFO] 
(prod:  17568 ) 2024-08-23 14:20:30 [INFO] Updating signal depth 15 / 45
(prod:  17568 ) 2024-08-23 14:20:30 [INFO] 
(prod:  17568 ) 2024-08-23 14:20:31 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:31 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:20:31 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:31 [INFO] Writing [5532] [/signal/signal08/prod/2024/0821/revision_score_frame_eda_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:31 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:31 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:31 [INFO] Writing [7714] [/signal/signal08/prod/2024/0821/revision_score_frame_sal_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:31 [INFO] Found [275] outliers in [4621] observations
(prod:  17568 ) 2024-08-23 14:20:31 [INFO] Found [384] outliers in [7466] observations
(prod:  17568 ) 2024-08-23 14:20:31 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:31 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:31 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:32 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:32 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/forward_bp_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:32 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/logretw_reversal_4W_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:32 [INFO] Found [439] outliers in [7392] observations
(prod:  17568 ) 2024-08-23 14:20:32 [INFO] Found [350] outliers in [7466] observations
(prod:  17568 ) 2024-08-23 14:20:32 [INFO] Writing [5141] [/signal/signal08/prod/2024/0821/revision_score_frame_opr_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:32 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:32 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:20:32 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:32 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/bp_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:32 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/rollup_weights_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/logretd_reversal_5D_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Found [245] outliers in [4347] observations
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable country_SG
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable country_NZ
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable country_PH
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable country_HK
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_renewable_energy
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_specialty_reatil
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_aerospace_defense
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_homebuilding_building_products
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_machinery
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_healthcare_providers_services
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_passenger_transportation
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_oil_gas_equipment_services
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_food_drug_retail
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_household_products_services
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_paper_forestry
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_construction_engineering
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_household_goods
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_containers_packaging
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_computers_phones_household_electronics
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_industrial_distribution
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_metals_mining
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_textiles_apparel
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_software_it_services
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_construction_materials
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_coal
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_leisure_products
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_water_utilities
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_investment_services
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_automobile
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_communications_equipment
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_biotechnology
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_pharmaceuticals
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_healthcare_equipment_supplies
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_diversified_retail
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_electronic_equipment
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_hotels_entertainment
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_semiconductors
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_transportation_infrastructure
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_freight_logistics
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_telecommunications_serices
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_fintech
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_media_publishing
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_multiline_utilities
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_oil_gas
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_beverages
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_commercial_services_supplies
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_chemicals
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_food_tobacco
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_office_equipment
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_consumer_goods_conglomerates
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_integrated_hardware_software
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_natural_gas_utilities
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_electric_utilities_ipps
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Found [16] outliers in [209] observations
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/bank_depp_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/tpp_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Found [381] outliers in [6204] observations
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:20:33 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:34 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/intp_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:34 [INFO] Found [305] outliers in [5015] observations
(prod:  17568 ) 2024-08-23 14:20:34 [INFO] Found [230] outliers in [4713] observations
(prod:  17568 ) 2024-08-23 14:20:34 [INFO] Found [191] outliers in [3485] observations
(prod:  17568 ) 2024-08-23 14:20:34 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/fcfmom_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:34 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:34 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/dp_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:34 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/cfp_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable country_SG
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable country_NZ
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable country_PH
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_renewable_energy
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_specialty_reatil
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_aerospace_defense
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_homebuilding_building_products
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_machinery
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_healthcare_providers_services
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_passenger_transportation
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_oil_gas_equipment_services
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_food_drug_retail
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_household_products_services
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_paper_forestry
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_construction_engineering
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_household_goods
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_containers_packaging
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_computers_phones_household_electronics
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_industrial_distribution
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_metals_mining
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_textiles_apparel
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_software_it_services
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_construction_materials
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_coal
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_leisure_products
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_water_utilities
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_investment_services
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_automobile
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_communications_equipment
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_biotechnology
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_pharmaceuticals
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_healthcare_equipment_supplies
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_diversified_retail
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_electronic_equipment
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_hotels_entertainment
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_semiconductors
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_transportation_infrastructure
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_freight_logistics
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_telecommunications_serices
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_fintech
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_media_publishing
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_multiline_utilities
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_oil_gas
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable country_SG
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_beverages
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable country_NZ
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_commercial_services_supplies
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable country_PH
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_chemicals
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_food_tobacco
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_office_equipment
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_consumer_goods_conglomerates
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_integrated_hardware_software
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_natural_gas_utilities
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_electric_utilities_ipps
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_renewable_energy
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_specialty_reatil
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_aerospace_defense
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_homebuilding_building_products
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_machinery
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_healthcare_providers_services
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_passenger_transportation
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_oil_gas_equipment_services
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_food_drug_retail
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_household_products_services
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_paper_forestry
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_construction_engineering
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_household_goods
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_containers_packaging
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_computers_phones_household_electronics
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_industrial_distribution
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_metals_mining
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_textiles_apparel
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_software_it_services
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_construction_materials
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_coal
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_leisure_products
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_water_utilities
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_investment_services
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_automobile
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_communications_equipment
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_biotechnology
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_pharmaceuticals
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_healthcare_equipment_supplies
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_diversified_retail
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_electronic_equipment
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_hotels_entertainment
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_semiconductors
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_transportation_infrastructure
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_freight_logistics
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_telecommunications_serices
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_fintech
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_media_publishing
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_multiline_utilities
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_oil_gas
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_beverages
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_commercial_services_supplies
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_chemicals
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_food_tobacco
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_office_equipment
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_consumer_goods_conglomerates
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_integrated_hardware_software
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_natural_gas_utilities
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_electric_utilities_ipps
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Found [14] outliers in [264] observations
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Found [13] outliers in [268] observations
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/fncl_ppip_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/fncl_atp_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Found [949] outliers in [18771] observations
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Found [270] outliers in [5091] observations
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/nip_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:35 [INFO] Found [265] outliers in [4238] observations
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/resretw_regression_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/forward_navp_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] 
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Updating signal depth 16 / 45
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] 
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/cfp_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/fcfmom_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/logretd_reversal_5D_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/nip_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/dp_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Writing [19] [/signal/signal08/prod/2024/0821/fncl_atp_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/bp_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Writing [7174] [/signal/signal00/prod/estimates_frame_rec_static_static_global.plz4]...
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Found [171] outliers in [3488] observations
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:20:36 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:37 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/cfoev_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:37 [INFO] Found [372] outliers in [7039] observations
(prod:  17568 ) 2024-08-23 14:20:37 [INFO] Found [216] outliers in [4219] observations
(prod:  17568 ) 2024-08-23 14:20:37 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/trailing_ebitdaev_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:37 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/salgev_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:37 [INFO] Writing [71] [/signal/signal08/prod/2024/0821/intp_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:37 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:37 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:20:37 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:38 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:38 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:20:38 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:38 [INFO] Found [430] outliers in [6914] observations
(prod:  17568 ) 2024-08-23 14:20:38 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:38 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:20:38 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 14:20:38 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:20:38 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:38 [INFO] Found [228] outliers in [4451] observations
(prod:  17568 ) 2024-08-23 14:20:38 [INFO] Found [356] outliers in [6547] observations
(prod:  17568 ) 2024-08-23 14:20:38 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/pregp_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:38 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/gpev_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:38 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/forward_navp_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:39 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/logretw_reversal_4W_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:39 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/normeev_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:39 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:39 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:20:39 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:39 [INFO] Found [392] outliers in [6638] observations
(prod:  17568 ) 2024-08-23 14:20:39 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/fcfev_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:46 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:20:46 [INFO] Writing [11840] [/signal/signal08/prod/2024/0820/consensus_frame_rec_20240820_global.plz4]...
(prod:  17568 ) 2024-08-23 14:20:54 [INFO] Writing [35672] [/signal/signal08/prod/2024/0821/estchg_frame_rec_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:20:54 [INFO] Writing [9887] [/signal/signal08/prod/2024/0821/revision_frame_rec_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:20:54 [INFO] Writing [4934] [/signal/signal08/prod/2024/0821/revision_score_frame_rec_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:54 [INFO] Writing [8371] [/signal/signal08/prod/2024/0821/revision_frame_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:54 [INFO] 
(prod:  17568 ) 2024-08-23 14:20:54 [INFO] Updating signal depth 17 / 45
(prod:  17568 ) 2024-08-23 14:20:54 [INFO] 
(prod:  17568 ) 2024-08-23 14:20:55 [INFO] Writing [3485] [/signal/signal08/prod/2024/0821/cfp_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:55 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:55 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:55 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:20:55 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:20:55 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:55 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:55 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:55 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:20:55 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:55 [INFO] Found [219] outliers in [4215] observations
(prod:  17568 ) 2024-08-23 14:20:55 [INFO] Found [315] outliers in [5381] observations
(prod:  17568 ) 2024-08-23 14:20:55 [INFO] Found [263] outliers in [5121] observations
(prod:  17568 ) 2024-08-23 14:20:55 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/ebitdaev_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:55 [INFO] Writing [71] [/signal/signal08/prod/2024/0821/normeev_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:56 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/composite_cratio_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:56 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/ep_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:56 [INFO] Writing [8729] [/signal/signal08/prod/2024/0821/wtd_revision_frame_13W_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:56 [INFO] Writing [7466] [/signal/signal08/prod/2024/0821/logretd_reversal_5D_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:56 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/trailing_ebitdaev_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:56 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/fcfev_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:56 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:20:56 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:20:57 [INFO] Found [394] outliers in [7060] observations
(prod:  17568 ) 2024-08-23 14:20:57 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/noaev_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:57 [INFO] Writing [4621] [/signal/signal08/prod/2024/0821/forward_bp_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:57 [INFO] Writing [264] [/signal/signal08/prod/2024/0821/fncl_atp_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:57 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/pregp_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:57 [INFO] Writing [4238] [/signal/signal08/prod/2024/0821/forward_navp_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:57 [INFO] Writing [4347] [/signal/signal08/prod/2024/0821/tpp_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:57 [INFO] Writing [5091] [/signal/signal08/prod/2024/0821/nip_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:58 [INFO] Writing [7392] [/signal/signal08/prod/2024/0821/bp_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:59 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/logretw_reversal_4W_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:59 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/gpev_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:59 [INFO] Writing [19] [/signal/signal08/prod/2024/0821/fncl_atp_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:20:59 [INFO] Writing [268] [/signal/signal08/prod/2024/0821/fncl_ppip_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:00 [INFO] Writing [209] [/signal/signal08/prod/2024/0821/bank_depp_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:00 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:21:00 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:21:00 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:21:00 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:21:00 [INFO] Found [296] outliers in [5032] observations
(prod:  17568 ) 2024-08-23 14:21:00 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/cfp_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:00 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/sev_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:00 [INFO] Writing [4713] [/signal/signal08/prod/2024/0821/dp_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:02 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/bp_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:02 [INFO] Writing [5015] [/signal/signal08/prod/2024/0821/fcfmom_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:04 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/nip_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:04 [INFO] Writing [7466] [/signal/signal08/prod/2024/0821/logretw_reversal_4W_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:04 [INFO] Writing [71] [/signal/signal08/prod/2024/0821/cfoev_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:04 [INFO] Writing [6204] [/signal/signal08/prod/2024/0821/intp_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:05 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/logretd_reversal_5D_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:05 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/dp_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:06 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/fcfmom_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:07 [INFO] Writing [71] [/signal/signal08/prod/2024/0821/intp_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:07 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:07 [INFO] Updating signal depth 18 / 45
(prod:  17568 ) 2024-08-23 14:21:07 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:07 [INFO] Writing [6547] [/signal/signal08/prod/2024/0821/normeev_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:07 [INFO] Writing [7229] [/signal/signal08/prod/2024/0821/fmom_composite_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:07 [INFO] Writing [6914] [/signal/signal08/prod/2024/0821/gpev_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:08 [INFO] Writing [72] [/signal/signal08/prod/2024/0821/sev_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:08 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/ebitdaev_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:08 [INFO] Writing [18771] [/signal/signal08/prod/2024/0821/resretw_reversal_4W_frame_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:08 [INFO] Writing [7039] [/signal/signal08/prod/2024/0821/trailing_ebitdaev_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:09 [INFO] Writing [3488] [/signal/signal08/prod/2024/0821/cfoev_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:09 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/composite_cratio_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:09 [INFO] Writing [6638] [/signal/signal08/prod/2024/0821/fcfev_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:09 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/noaev_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:11 [INFO] Writing [71] [/signal/signal08/prod/2024/0821/normeev_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:11 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/ep_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:11 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/gpev_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:12 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/trailing_ebitdaev_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:12 [INFO] Writing [4219] [/signal/signal08/prod/2024/0821/salgev_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:12 [INFO] Writing [4451] [/signal/signal08/prod/2024/0821/pregp_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:13 [INFO] Writing [71] [/signal/signal08/prod/2024/0821/cfoev_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:14 [INFO] Writing [29634] [/signal/signal08/prod/2024/0821/linked_rev_pct_frame_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:15 [INFO] Writing [29634] [/signal/signal08/prod/2024/0821/linked_rev_ud_frame_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:15 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/fcfev_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:16 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/pregp_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:16 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:16 [INFO] Updating signal depth 19 / 45
(prod:  17568 ) 2024-08-23 14:21:16 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:16 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:21:16 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:21:16 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:21:16 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:21:16 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:21:16 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:21:16 [INFO] Found [363] outliers in [5243] observations
(prod:  17568 ) 2024-08-23 14:21:16 [INFO] Found [364] outliers in [5243] observations
(prod:  17568 ) 2024-08-23 14:21:17 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/rev_ud_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:17 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/rev_pct_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:17 [INFO] Writing [5381] [/signal/signal08/prod/2024/0821/composite_cratio_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:17 [INFO] Writing [5032] [/signal/signal08/prod/2024/0821/sev_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:17 [INFO] Writing [4215] [/signal/signal08/prod/2024/0821/ebitdaev_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:17 [INFO] Writing [7060] [/signal/signal08/prod/2024/0821/noaev_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:20 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/noaev_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:20 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/ebitdaev_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:20 [INFO] Writing [5121] [/signal/signal08/prod/2024/0821/ep_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:20 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:21:20 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:21:21 [INFO] Found [387] outliers in [7229] observations
(prod:  17568 ) 2024-08-23 14:21:21 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/fmom_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:21 [INFO] Writing [72] [/signal/signal08/prod/2024/0821/sev_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:22 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/ep_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:24 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/composite_cratio_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:24 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:24 [INFO] Updating signal depth 20 / 45
(prod:  17568 ) 2024-08-23 14:21:24 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:24 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/rev_pct_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:24 [INFO] Writing [7458] [/signal/signal08/prod/2024/0821/value_liq_composite_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:24 [INFO] Writing [7458] [/signal/signal08/prod/2024/0821/value_gc_composite_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:24 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/fmom_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:24 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:21:24 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:21:24 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:21:24 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/rev_ud_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:24 [INFO] Writing [7456] [/signal/signal08/prod/2024/0821/quality_composite_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:24 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:21:24 [INFO] Writing [7358] [/signal/signal08/prod/2024/0821/stability_composite_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:24 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:21:24 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:21:24 [INFO] Found [349] outliers in [5348] observations
(prod:  17568 ) 2024-08-23 14:21:25 [INFO] Found [335] outliers in [5348] observations
(prod:  17568 ) 2024-08-23 14:21:25 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/wtd_rev_ud_13W_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:25 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/wtd_rev_pct_13W_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:25 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:25 [INFO] Updating signal depth 21 / 45
(prod:  17568 ) 2024-08-23 14:21:25 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:25 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/wtd_rev_pct_13W_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:25 [INFO] Writing [5243] [/signal/signal08/prod/2024/0821/rev_ud_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:25 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:21:25 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:21:25 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:21:25 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:21:25 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:21:25 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:21:25 [INFO] Found [426] outliers in [7358] observations
(prod:  17568 ) 2024-08-23 14:21:25 [INFO] Found [426] outliers in [7456] observations
(prod:  17568 ) 2024-08-23 14:21:26 [INFO] Found [379] outliers in [7466] observations
(prod:  17568 ) 2024-08-23 14:21:26 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/quality_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:26 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/wtd_rev_ud_13W_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:26 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/stability_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:26 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/resretw_reversal_4W_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:26 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:21:26 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:21:27 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:21:27 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:21:27 [INFO] Found [453] outliers in [7458] observations
(prod:  17568 ) 2024-08-23 14:21:27 [INFO] Found [351] outliers in [6062] observations
(prod:  17568 ) 2024-08-23 14:21:27 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/value_liq_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:27 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/linked_rev_pct_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:28 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:21:28 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:21:28 [INFO] Found [361] outliers in [6073] observations
(prod:  17568 ) 2024-08-23 14:21:28 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/linked_rev_ud_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:29 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:21:29 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:21:29 [INFO] Found [433] outliers in [7458] observations
(prod:  17568 ) 2024-08-23 14:21:29 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/value_gc_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:29 [INFO] Writing [7229] [/signal/signal08/prod/2024/0821/fmom_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:29 [INFO] Writing [5243] [/signal/signal08/prod/2024/0821/rev_pct_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:30 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/rev_ud_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:31 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/fmom_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:31 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/rev_pct_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:31 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:31 [INFO] Updating signal depth 22 / 45
(prod:  17568 ) 2024-08-23 14:21:31 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:31 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/value_gc_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:31 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/resretw_reversal_4W_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:31 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/linked_rev_ud_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:31 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/value_liq_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:31 [INFO] Writing [5348] [/signal/signal08/prod/2024/0821/wtd_rev_ud_13W_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:31 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/quality_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:32 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/stability_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:32 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/linked_rev_pct_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:32 [INFO] Writing [5348] [/signal/signal08/prod/2024/0821/wtd_rev_pct_13W_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:34 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/wtd_rev_ud_13W_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:34 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/wtd_rev_pct_13W_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:34 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:34 [INFO] Updating signal depth 23 / 45
(prod:  17568 ) 2024-08-23 14:21:34 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:34 [INFO] Writing [7458] [/signal/signal08/prod/2024/0821/value_liq_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:35 [INFO] Writing [6073] [/signal/signal08/prod/2024/0821/linked_rev_ud_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:38 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/stability_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:38 [INFO] Writing [7458] [/signal/signal08/prod/2024/0821/value_gc_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:38 [INFO] Writing [5468] [/signal/signal08/prod/2024/0821/revision_composite_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:39 [INFO] Writing [6062] [/signal/signal08/prod/2024/0821/linked_rev_pct_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:39 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/value_gc_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:39 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/linked_rev_ud_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:39 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/linked_rev_pct_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:39 [INFO] Writing [7456] [/signal/signal08/prod/2024/0821/quality_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:39 [INFO] Writing [7358] [/signal/signal08/prod/2024/0821/stability_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:39 [INFO] Writing [7466] [/signal/signal08/prod/2024/0821/resretw_reversal_4W_score_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:42 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/value_liq_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:42 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/resretw_reversal_4W_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:42 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/quality_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:42 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:42 [INFO] Updating signal depth 24 / 45
(prod:  17568 ) 2024-08-23 14:21:42 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:43 [INFO] Writing [6176] [/signal/signal08/prod/2024/0821/linkage_composite_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:43 [INFO] Writing [7466] [/signal/signal08/prod/2024/0821/reversal_composite_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:43 [INFO] Writing [7408] [/signal/signal08/prod/2024/0821/momentum_composite_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:43 [INFO] Writing [7317] [/signal/signal08/prod/2024/0821/neglect_composite_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:43 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:21:43 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:21:43 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:21:43 [INFO] Found [353] outliers in [5468] observations
(prod:  17568 ) 2024-08-23 14:21:43 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/revision_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:43 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:43 [INFO] Updating signal depth 25 / 45
(prod:  17568 ) 2024-08-23 14:21:43 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:43 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:21:43 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:21:43 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:21:43 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:21:43 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:21:43 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:21:43 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:21:43 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:21:44 [INFO] Found [317] outliers in [6176] observations
(prod:  17568 ) 2024-08-23 14:21:44 [INFO] Found [424] outliers in [7317] observations
(prod:  17568 ) 2024-08-23 14:21:44 [INFO] Found [469] outliers in [7408] observations
(prod:  17568 ) 2024-08-23 14:21:44 [INFO] Found [275] outliers in [7466] observations
(prod:  17568 ) 2024-08-23 14:21:44 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/momentum_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:44 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/neglect_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:44 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/reversal_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:44 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/linkage_neut_model_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:44 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/revision_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:44 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:44 [INFO] Updating signal depth 26 / 45
(prod:  17568 ) 2024-08-23 14:21:44 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:45 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/momentum_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:45 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/reversal_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:45 [INFO] Writing [5468] [/signal/signal08/prod/2024/0821/revision_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:45 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/linkage_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:45 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/neglect_rollup_level_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:47 [INFO] Writing [73] [/signal/signal08/prod/2024/0821/revision_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:47 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:47 [INFO] Updating signal depth 27 / 45
(prod:  17568 ) 2024-08-23 14:21:47 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:47 [INFO] Writing [7317] [/signal/signal08/prod/2024/0821/neglect_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:47 [INFO] Writing [7466] [/signal/signal08/prod/2024/0821/reversal_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:47 [INFO] Writing [6176] [/signal/signal08/prod/2024/0821/linkage_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:47 [INFO] Writing [7408] [/signal/signal08/prod/2024/0821/momentum_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:51 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/neglect_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:51 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/linkage_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:51 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/momentum_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:51 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/reversal_rollup_tss_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:51 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:51 [INFO] Updating signal depth 28 / 45
(prod:  17568 ) 2024-08-23 14:21:51 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:51 [INFO] Writing [7466] [/signal/signal08/prod/2024/0821/alpha_theme_frame_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:51 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:51 [INFO] Updating signal depth 29 / 45
(prod:  17568 ) 2024-08-23 14:21:51 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:52 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/regression_design_facret_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:52 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:52 [INFO] Updating signal depth 30 / 45
(prod:  17568 ) 2024-08-23 14:21:52 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:52 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:21:52 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:21:52 [INFO] Found [391] outliers in [7458] observations
(prod:  17568 ) 2024-08-23 14:21:52 [INFO] Found [334] outliers in [7466] observations
(prod:  17568 ) 2024-08-23 14:21:53 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/regression_model_facretw_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:53 [INFO] Writing [6] [/signal/signal08/prod/2024/0821/regression_model_facretd_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:54 [INFO] Writing [18864] [/signal/signal08/prod/2024/0821/size_rollup_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:54 [INFO] Writing [18864] [/signal/signal08/prod/2024/0821/country_rollup_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:54 [INFO] Writing [18864] [/signal/signal08/prod/2024/0821/industry_rollup_20240821_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:54 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:54 [INFO] Updating signal depth 32 / 45
(prod:  17568 ) 2024-08-23 14:21:54 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:57 [INFO] Writing [9633] [/signal/signal00/prod/china_abh_frame_static_global.plz4]...
(prod:  17568 ) 2024-08-23 14:21:58 [INFO] Writing [2] [/signal/signal08/prod/2024/0821/specific_risk_empirical_facretw_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:21:58 [INFO] 
(prod:  17568 ) 2024-08-23 14:21:58 [INFO] Updating signal depth 35 / 45
(prod:  17568 ) 2024-08-23 14:21:58 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:05 [INFO] Writing [7] [/signal/signal08/prod/2024/0821/risk_model_facretw_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:05 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:05 [INFO] Updating signal depth 36 / 45
(prod:  17568 ) 2024-08-23 14:22:05 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:06 [INFO] Writing [10] [/signal/signal08/prod/2024/0821/optimal_theme_weights_facretw_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:06 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:06 [INFO] Updating signal depth 38 / 45
(prod:  17568 ) 2024-08-23 14:22:06 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:06 [INFO] Writing [7466] [/signal/signal08/prod/2024/0821/alpha_frame_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:07 [INFO] Writing [1] [/signal/signal08/prod/2024/0821/country_alpha_scale_raw_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:07 [INFO] Writing [1] [/signal/signal08/prod/2024/0821/size_alpha_scale_raw_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:07 [INFO] Writing [1] [/signal/signal08/prod/2024/0821/industry_alpha_scale_raw_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:08 [INFO] Writing [10] [/signal/signal08/prod/2024/0821/trading_alpha_theme_exposure_bounds_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:08 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:08 [INFO] Updating signal depth 39 / 45
(prod:  17568 ) 2024-08-23 14:22:08 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:08 [INFO] Writing [1] [/signal/signal08/prod/2024/0821/industry_alpha_scale_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:08 [INFO] Writing [1] [/signal/signal08/prod/2024/0821/size_alpha_scale_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:08 [INFO] Writing [1] [/signal/signal08/prod/2024/0821/country_alpha_scale_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:08 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:08 [INFO] Updating signal depth 40 / 45
(prod:  17568 ) 2024-08-23 14:22:08 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:08 [INFO] Writing [18864] [/signal/signal08/prod/2024/0821/industry_alpha_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:08 [INFO] Writing [18864] [/signal/signal08/prod/2024/0821/country_alpha_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:08 [INFO] Writing [18864] [/signal/signal08/prod/2024/0821/size_alpha_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:08 [INFO] Writing [6335] [/signal/signal08/prod/2024/0821/cp_stock_selection_alpha_score_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:09 [INFO] Writing [74] [/signal/signal08/prod/2024/0821/realized_category_alpha_scale_frame_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:09 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:09 [INFO] Updating signal depth 41 / 45
(prod:  17568 ) 2024-08-23 14:22:09 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:09 [INFO] Writing [1] [/signal/signal08/prod/2024/0821/stock_selection_alpha_scale_raw_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:12 [INFO] Writing [75] [/signal/signal08/prod/2024/0821/category_alpha_scale_frame_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:12 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:12 [INFO] Updating signal depth 42 / 45
(prod:  17568 ) 2024-08-23 14:22:12 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:13 [INFO] Writing [19600] [/signal/signal08/prod/2024/0821/category_alpha_scale_cisb_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:13 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:13 [INFO] Updating signal depth 43 / 45
(prod:  17568 ) 2024-08-23 14:22:13 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:13 [INFO] Writing [1] [/signal/signal08/prod/2024/0821/stock_selection_alpha_scale_hybrid_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:13 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:13 [INFO] Updating signal depth 44 / 45
(prod:  17568 ) 2024-08-23 14:22:13 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:13 [INFO] Writing [7466] [/signal/signal08/prod/2024/0821/stock_selection_alpha_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:13 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:13 [INFO] Updating signal depth 45 / 45
(prod:  17568 ) 2024-08-23 14:22:13 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:14 [INFO] Writing [7466] [/signal/signal08/prod/2024/0821/alpha_20240821_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:22:16 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:16 [INFO] Updating signal depth 0 / 45
(prod:  17568 ) 2024-08-23 14:22:16 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:16 [INFO]  SELECT CONVERT(DATE, a.tradeDate) AS tradeDate, a.assetKey, a.retIndex FROM vw_Ds2ReturnIndex AS a    INNER JOIN model_universe  AS b  ON b.ID = a.assetKey WHERE a.tradeDate BETWEEN '2024-07-18' AND '2024-08-22'  AND a.retIndex > 0
(prod:  17568 ) 2024-08-23 14:22:21 [INFO] Writing [30155] [/signal/signal08/prod/2024/0822/share_holdings_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:22:39 [INFO] Writing [29846] [/signal/signal08/prod/2024/0822/returns_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:22:39 [INFO] 
(prod:  17568 ) 2024-08-23 14:22:39 [INFO] Updating signal depth 1 / 45
(prod:  17568 ) 2024-08-23 14:22:39 [INFO] 
dch::linear_cost.compute dframe:
        assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
0        @SHNSE1      SHE           CNY           CN      1.087       1.087   
1        @SHANX2      SHE           CNY           CN      1.087       1.087   
2        @HAIKO1      SHE           CNY           CN      1.087       1.087   
3        @NANJI2      SHE           CNY           CN      1.087       1.087   
4        @FAWCA1      SHE           CNY           CN      1.087       1.087   
...          ...      ...           ...          ...        ...         ...   
19510  @ASIAN131      BKK           THB           TH      0.000       0.000   
19511   @THAIC32      BKK           THB           TH      0.000       0.000   
19512    @NEOCO4      BKK           THB           TH      0.000       0.000   
19513  @STONE205      BKK           THB           TH      0.000       0.000   
19514    @MAGUR1      BKK           THB           TH      0.000       0.000   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
0            0.0        10.0     comm         2.5          2.5        17.174   
1            0.0        10.0     comm         2.5          2.5        17.174   
2            0.0        10.0     comm         2.5          2.5        17.174   
3            0.0        10.0     comm         2.5          2.5        17.174   
4            0.0        10.0     comm         2.5          2.5        17.174   
...          ...         ...      ...         ...          ...           ...   
19510        0.0         0.0     comm         5.0          5.0        10.000   
19511        0.0         0.0     comm         5.0          5.0        10.000   
19512        0.0         0.0     comm         5.0          5.0        10.000   
19513        0.0         0.0     comm         5.0          5.0        10.000   
19514        0.0         0.0     comm         5.0          5.0        10.000   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
0            0.000359         0.001359              1.0            0.000859  
1            0.000359         0.001359              1.0            0.000859  
2            0.000359         0.001359              1.0            0.000859  
3            0.000359         0.001359              1.0            0.000859  
4            0.000359         0.001359              1.0            0.000859  
...               ...              ...              ...                 ...  
19510        0.000500         0.000500              1.0            0.000500  
19511        0.000500         0.000500              1.0            0.000500  
19512        0.000500         0.000500              1.0            0.000500  
19513        0.000500         0.000500              1.0            0.000500  
19514        0.000500         0.000500              1.0            0.000500  

[19515 rows x 16 columns]
---
CN
  assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
0  @SHNSE1      SHE           CNY           CN      1.087       1.087   
1  @SHANX2      SHE           CNY           CN      1.087       1.087   
2  @HAIKO1      SHE           CNY           CN      1.087       1.087   
3  @NANJI2      SHE           CNY           CN      1.087       1.087   
4  @FAWCA1      SHE           CNY           CN      1.087       1.087   

   buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
0        0.0        10.0     comm         2.5          2.5        17.174   
1        0.0        10.0     comm         2.5          2.5        17.174   
2        0.0        10.0     comm         2.5          2.5        17.174   
3        0.0        10.0     comm         2.5          2.5        17.174   
4        0.0        10.0     comm         2.5          2.5        17.174   

   linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
0        0.000359         0.001359              1.0            0.000859  
1        0.000359         0.001359              1.0            0.000859  
2        0.000359         0.001359              1.0            0.000859  
3        0.000359         0.001359              1.0            0.000859  
4        0.000359         0.001359              1.0            0.000859  
---
HK
     assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
5090  @JIANG2      HKG           HKD           HK       0.77        0.77   
5091  @ASMPA2      HKG           HKD           HK       0.77        0.77   
5092  @YEEBO2      HKG           HKD           HK       0.77        0.77   
5093  @ABCCO3      HKG           HKD           HK       0.77        0.77   
5094  @STTRA2      HKG           HKD           HK       0.77        0.77   

      buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
5090       10.0        10.0     comm         2.0          2.0         25.54   
5091       10.0        10.0     comm         2.0          2.0         25.54   
5092       10.0        10.0     comm         2.0          2.0         25.54   
5093       10.0        10.0     comm         2.0          2.0         25.54   
5094       10.0        10.0     comm         2.0          2.0         25.54   

      linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
5090        0.001277         0.001277              1.0            0.001277  
5091        0.001277         0.001277              1.0            0.001277  
5092        0.001277         0.001277              1.0            0.001277  
5093        0.001277         0.001277              1.0            0.001277  
5094        0.001277         0.001277              1.0            0.001277  
---
TW
      assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
7214   @EVERT2      TAI           TWD           TW        0.0         0.0   
7215   @AGVPR1      TAI           TWD           TW        0.0         0.0   
7216   @ABILI2      TAI           TWD           TW        0.0         0.0   
7217   @ACCTO2      TAI           TWD           TW        0.0         0.0   
7218  @ACERI13      TAI           TWD           TW        0.0         0.0   

      buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
7214        0.0        30.0     comm        2.75         2.75          35.5   
7215        0.0        30.0     comm        2.75         2.75          35.5   
7216        0.0        30.0     comm        2.75         2.75          35.5   
7217        0.0        30.0     comm        2.75         2.75          35.5   
7218        0.0        30.0     comm        2.75         2.75          35.5   

      linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
7214        0.000275         0.003275              1.0            0.001775  
7215        0.000275         0.003275              1.0            0.001775  
7216        0.000275         0.003275              1.0            0.001775  
7217        0.000275         0.003275              1.0            0.001775  
7218        0.000275         0.003275              1.0            0.001775  
---
ID
     assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
8879  @INTIK1      IDX           IDR           ID        4.0         4.0   
8880  @BUKIT1      IDX           IDR           ID        4.0         4.0   
8881  @ADESA1      IDX           IDR           ID        4.0         4.0   
8882  @PRASI1      IDX           IDR           ID        4.0         4.0   
8883  @LIPPO5      IDX           IDR           ID        4.0         4.0   

      buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
8879        0.3        10.3     comm         6.0          6.0          30.6   
8880        0.3        10.3     comm         6.0          6.0          30.6   
8881        0.3        10.3     comm         6.0          6.0          30.6   
8882        0.3        10.3     comm         6.0          6.0          30.6   
8883        0.3        10.3     comm         6.0          6.0          30.6   

      linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
8879         0.00103          0.00203              1.0             0.00153  
8880         0.00103          0.00203              1.0             0.00153  
8881         0.00103          0.00203              1.0             0.00153  
8882         0.00103          0.00203              1.0             0.00153  
8883         0.00103          0.00203              1.0             0.00153  
---
PH
     assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
9445  @AGPIN1      PHS           PHP           PH        1.0         1.0   
9446  @ASIAN7      PHS           PHP           PH        1.0         1.0   
9447  @APCGR1      PHS           PHP           PH        1.0         1.0   
9448  @ABSCB1      PHS           PHP           PH        1.0         1.0   
9449  @ABACU9      PHS           PHP           PH        1.0         1.0   

      buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
9445        3.0        63.0                 10.0         10.0          88.0   
9446        3.0        63.0                 10.0         10.0          88.0   
9447        3.0        63.0                 10.0         10.0          88.0   
9448        3.0        63.0                 10.0         10.0          88.0   
9449        3.0        63.0                 10.0         10.0          88.0   

      linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
9445          0.0014           0.0074              1.0              0.0044  
9446          0.0014           0.0074              1.0              0.0044  
9447          0.0014           0.0074              1.0              0.0044  
9448          0.0014           0.0074              1.0              0.0044  
9449          0.0014           0.0074              1.0              0.0044  
---
AU
     assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
9661  @ARBCO1      ASX           AUD           AU        0.0         0.0   
9662  @ADELA4      ASX           AUD           AU        0.0         0.0   
9663  @ALIQU1      ASX           AUD           AU        0.0         0.0   
9664  @CAPRA1      ASX           AUD           AU        0.0         0.0   
9665  @ALKAN2      ASX           AUD           AU        0.0         0.0   

      buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
9661        0.0         0.0     comm        2.25         2.25           4.5   
9662        0.0         0.0     comm        2.25         2.25           4.5   
9663        0.0         0.0     comm        2.25         2.25           4.5   
9664        0.0         0.0     comm        2.25         2.25           4.5   
9665        0.0         0.0     comm        2.25         2.25           4.5   

      linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
9661        0.000225         0.000225              1.0            0.000225  
9662        0.000225         0.000225              1.0            0.000225  
9663        0.000225         0.000225              1.0            0.000225  
9664        0.000225         0.000225              1.0            0.000225  
9665        0.000225         0.000225              1.0            0.000225  
---
IN
        assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
10532    @ABANL1      NSE           INR           IN        0.0         0.0   
10533    @AHMED1      NSE           INR           IN        0.0         0.0   
10534   @AEGIS12      NSE           INR           IN        0.0         0.0   
10535    @ALKYL1      NSE           INR           IN        0.0         0.0   
10536  @BAYER103      NSE           INR           IN        0.0         0.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
10532        0.0         0.0     comm         5.0          5.0          10.0   
10533        0.0         0.0     comm         5.0          5.0          10.0   
10534        0.0         0.0     comm         5.0          5.0          10.0   
10535        0.0         0.0     comm         5.0          5.0          10.0   
10536        0.0         0.0     comm         5.0          5.0          10.0   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
10532          0.0005           0.0005              1.0              0.0005  
10533          0.0005           0.0005              1.0              0.0005  
10534          0.0005           0.0005              1.0              0.0005  
10535          0.0005           0.0005              1.0              0.0005  
10536          0.0005           0.0005              1.0              0.0005  
---
NZ
       assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
12399   @RESTA2      NZE           NZD           NZ        0.0         0.0   
12400  @SCOTT22      NZE           NZD           NZ        0.0         0.0   
12401   @HALLE6      NZE           NZD           NZ        0.0         0.0   
12402   @AMPNZ1      NZE           NZD           NZ        0.0         0.0   
12403   @CONTA3      NZE           NZD           NZ        0.0         0.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
12399        0.0         0.0                  3.0          3.0           6.0   
12400        0.0         0.0                  3.0          3.0           6.0   
12401        0.0         0.0                  3.0          3.0           6.0   
12402        0.0         0.0                  3.0          3.0           6.0   
12403        0.0         0.0                  3.0          3.0           6.0   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
12399          0.0003           0.0003              1.0              0.0003  
12400          0.0003           0.0003              1.0              0.0003  
12401          0.0003           0.0003              1.0              0.0003  
12402          0.0003           0.0003              1.0              0.0003  
12403          0.0003           0.0003              1.0              0.0003  
---
SG
       assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
12476   @ACMAL1      SES           SGD           SG        4.0         4.0   
12477   @ASIAF1      SES           SGD           SG        4.0         4.0   
12478   @AMARA1      SES           SGD           SG        4.0         4.0   
12479  @SINGA31      SES           SGD           SG        4.0         4.0   
12480   @BBRHO1      SES           SGD           SG        4.0         4.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
12476        0.0         0.0     comm        2.75         2.75          13.5   
12477        0.0         0.0     comm        2.75         2.75          13.5   
12478        0.0         0.0     comm        2.75         2.75          13.5   
12479        0.0         0.0     comm        2.75         2.75          13.5   
12480        0.0         0.0     comm        2.75         2.75          13.5   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
12476        0.000675         0.000675              1.0            0.000675  
12477        0.000675         0.000675              1.0            0.000675  
12478        0.000675         0.000675              1.0            0.000675  
12479        0.000675         0.000675              1.0            0.000675  
12480        0.000675         0.000675              1.0            0.000675  
---
KR
       assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
12740   @ACEBE1      KOS           KRW           KR        0.0         0.0   
12741   @WONPU1      KOS           KRW           KR        0.0         0.0   
12742   @EYEVI1      KOS           KRW           KR        0.0         0.0   
12743   @PROCH4      KOS           KRW           KR        0.0         0.0   
12744  @PARAD11      KOS           KRW           KR        0.0         0.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
12740        0.0        30.0     comm        2.75         2.75          35.5   
12741        0.0        30.0     comm        2.75         2.75          35.5   
12742        0.0        30.0     comm        2.75         2.75          35.5   
12743        0.0        30.0     comm        2.75         2.75          35.5   
12744        0.0        30.0     comm        2.75         2.75          35.5   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
12740        0.000275         0.003275              1.0            0.001775  
12741        0.000275         0.003275              1.0            0.001775  
12742        0.000275         0.003275              1.0            0.001775  
12743        0.000275         0.003275              1.0            0.001775  
12744        0.000275         0.003275              1.0            0.001775  (prod:  17568 ) 2024-08-23 14:22:40 [INFO] Writing [19515] [/signal/signal08/prod/2024/0822/tcost_linear_cost_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:22:42 [INFO] Writing [46282] [/signal/signal08/prod/2024/0822/shares_outstanding_latest_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:22:59 [INFO] Writing [31212] [/signal/signal08/prod/2024/0822/fiscal_meta_frame_20240822_global.plz4]...

---
JP
      assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
14999  @ASIAS3      TKS           JPY           JP        0.0         0.0   
15000  @KAKIY1      TKS           JPY           JP        0.0         0.0   
15001  @AGROK3      TKS           JPY           JP        0.0         0.0   
15002  @AICAK1      TKS           JPY           JP        0.0         0.0   
15003  @AICHI1      TKS           JPY           JP        0.0         0.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
14999        0.0         0.0     comm        1.25         1.25           2.5   
15000        0.0         0.0     comm        1.25         1.25           2.5   
15001        0.0         0.0     comm        1.25         1.25           2.5   
15002        0.0         0.0     comm        1.25         1.25           2.5   
15003        0.0         0.0     comm        1.25         1.25           2.5   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
14999        0.000125         0.000125              1.0            0.000125  
15000        0.000125         0.000125              1.0            0.000125  
15001        0.000125         0.000125              1.0            0.000125  
15002        0.000125         0.000125              1.0            0.000125  
15003        0.000125         0.000125              1.0            0.000125  
---
MY
      assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
18288  @AFFIN8      KLS           MYR           MY        3.0         3.0   
18289  @AJINO4      KLS           MYR           MY        3.0         3.0   
18290  @AJIYA1      KLS           MYR           MY        3.0         3.0   
18291  @KOBAY2      KLS           MYR           MY        3.0         3.0   
18292  @YLIHL1      KLS           MYR           MY        3.0         3.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
18288       10.0        10.0     comm         5.0          5.0          36.0   
18289       10.0        10.0     comm         5.0          5.0          36.0   
18290       10.0        10.0     comm         5.0          5.0          36.0   
18291       10.0        10.0     comm         5.0          5.0          36.0   
18292       10.0        10.0     comm         5.0          5.0          36.0   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
18288          0.0018           0.0018              1.0              0.0018  
18289          0.0018           0.0018              1.0              0.0018  
18290          0.0018           0.0018              1.0              0.0018  
18291          0.0018           0.0018              1.0              0.0018  
18292          0.0018           0.0018              1.0              0.0018  
---
TH
      assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
18887  @AIKAC2      BKK           THB           TH        0.0         0.0   
18888  @ALUCO1      BKK           THB           TH        0.0         0.0   
18889  @AMARI4      BKK           THB           TH        0.0         0.0   
18890  @AMARI6      BKK           THB           TH        0.0         0.0   
18891  @ASIAF3      BKK           THB           TH        0.0         0.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
18887        0.0         0.0     comm         5.0          5.0          10.0   
18888        0.0         0.0     comm         5.0          5.0          10.0   
18889        0.0         0.0     comm         5.0          5.0          10.0   
18890        0.0         0.0     comm         5.0          5.0          10.0   
18891        0.0         0.0     comm         5.0          5.0          10.0   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
18887          0.0005           0.0005              1.0              0.0005  
18888          0.0005           0.0005              1.0              0.0005  
18889          0.0005           0.0005              1.0              0.0005  
18890          0.0005           0.0005              1.0              0.0005  
18891          0.0005           0.0005              1.0              0.0005  
---
(prod:  17568 ) 2024-08-23 14:23:00 [INFO] 
(prod:  17568 ) 2024-08-23 14:23:00 [INFO] Updating signal depth 2 / 45
(prod:  17568 ) 2024-08-23 14:23:00 [INFO] 
(prod:  17568 ) 2024-08-23 14:23:00 [INFO]  SELECT a.* FROM vw_Ds2Pricing AS a     INNER JOIN model_universe AS b ON b.ID = a.assetKey WHERE a.tradeDate BETWEEN '2024-08-22' AND '2024-08-22'     AND a.priceClose IS NOT NULL
(prod:  17568 ) 2024-08-23 14:23:01 [INFO] Writing [157] [/signal/signal08/prod/2024/0822/fx_returns_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:23:03 [INFO] Writing [29102] [/signal/signal08/prod/2024/0822/price_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:23:19 [INFO] Writing [30663] [/signal/signal08/prod/2024/0822/total_return_volatility_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:23:20 [INFO] 
(prod:  17568 ) 2024-08-23 14:23:20 [INFO] Updating signal depth 3 / 45
(prod:  17568 ) 2024-08-23 14:23:20 [INFO] 
(prod:  17568 ) 2024-08-23 14:23:21 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:23:21 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:23:21 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:23:21 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:23:21 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_deposits_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:23:21 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_deposits_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:23:21 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_net_loans_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:23:21 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_deposits_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:23:22 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_gross_loans_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:23:22 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_gross_loans_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:23:23 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_net_loans_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:23:24 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_gross_loans_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:23:36 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_operating_cashflow_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:23:41 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_operating_cashflow_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:23:43 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_capital_expenditure_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:23:49 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_capital_expenditure_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:23:52 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_net_loans_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:23:56 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_revenue_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:23:58 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_loan_loss_allowance_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:23:58 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_revenue_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:23:59 [INFO] Writing [29850] [/signal/signal08/prod/2024/0822/auxiliary_returns_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:24:00 [INFO] Writing [29111] [/signal/signal08/prod/2024/0822/parkinson_volatility_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:24:02 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_operating_income_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:24:18 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_equity_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:24:21 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_operating_cashflow_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:24:22 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_equity_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:24:29 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_mnty_bs_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:24:30 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_operating_income_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:24:47 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_assets_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:24:51 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_equity_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:24:52 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_assets_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:24:52 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_assets_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:25:03 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_mnty_bs_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:25:04 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_mnty_bs_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:25:05 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_loan_loss_allowance_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:25:06 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_loan_loss_allowance_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:25:08 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_capital_expenditure_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:25:20 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_operating_income_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:25:21 [INFO] Writing [30051] [/signal/signal08/prod/2024/0822/adv_usdm_60D_median_dxy_adj_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:25:28 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_revenue_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:25:30 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_amtz_dpac_is_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:25:33 [INFO] Writing [32231] [/signal/signal08/prod/2024/0822/price_frame_latest_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:25:34 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_ebitda_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:25:34 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_inventory_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:25:36 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_inventory_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:25:51 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_st_borrowings_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:25:51 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_ebitda_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:25:55 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_curr_lt_debts_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:25:58 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_non_performing_loans_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:00 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_st_borrowings_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:03 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_non_performing_loans_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:04 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_non_performing_loans_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:05 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_curr_lt_debts_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:05 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_insu_reserves_cf_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:05 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_insu_reserves_cf_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:06 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_amtz_dpac_is_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:06 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_insu_reserves_cf_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:07 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_curr_lt_debts_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:07 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_amtz_dpac_is_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:16 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_st_borrowings_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:18 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_effective_taxrate_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:22 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_effective_taxrate_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:26 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_inventory_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:38 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_net_income_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:39 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_effective_taxrate_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:41 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_cash_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:50 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_mnty_is_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:50 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_mnty_is_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:58 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_net_income_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:26:58 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_mnty_is_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:27:05 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_net_income_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:27:07 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_sgna_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:27:08 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_amtz_dpac_cf_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:27:20 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_sgna_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:27:21 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_amtz_dpac_cf_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:27:22 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_amtz_dpac_cf_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:27:24 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_cash_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:27:25 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_ebitda_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:27:26 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_cash_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:27:42 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_sgna_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:27:44 [INFO] 
(prod:  17568 ) 2024-08-23 14:27:44 [INFO] Updating signal depth 4 / 45
(prod:  17568 ) 2024-08-23 14:27:44 [INFO] 
(prod:  17568 ) 2024-08-23 14:27:45 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:27:46 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_bank_income_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:27:49 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:27:49 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:27:50 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_bank_income_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:27:54 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:28:15 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_interest_expense_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:28:20 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_payables_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:28:24 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_adv_expense_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:28:35 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_interest_expense_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:28:36 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_rnd_expense_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:28:37 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_rnd_expense_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:28:40 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_bank_income_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:28:41 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_adv_expense_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:28:45 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_interest_expense_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:29:03 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_rnd_expense_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:29:13 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_receivables_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:29:15 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_payables_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:29:16 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_receivables_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:29:24 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_adv_expense_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:29:40 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_receivables_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:29:46 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_payables_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:29:46 [INFO] 
(prod:  17568 ) 2024-08-23 14:29:46 [INFO] Updating signal depth 5 / 45
(prod:  17568 ) 2024-08-23 14:29:46 [INFO] 
(prod:  17568 ) 2024-08-23 14:29:48 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_net_income_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:29:52 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_net_income_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:29:56 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_net_income_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:29:57 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:30:01 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:30:08 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:30:09 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_gross_profit_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:30:20 [INFO] Writing [11402] [/signal/signal08/prod/2024/0822/trading_bcost_multiplier_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:30:27 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_gross_profit_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:30:33 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:30:53 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_common_equity_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:31:00 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_dna_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:31:01 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_fin_adj_assets_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:31:13 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_common_equity_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:31:15 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_fin_adj_assets_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:31:22 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_gross_profit_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:31:25 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_fin_adj_assets_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:31:26 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_minority_is_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:31:27 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_minority_bs_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:31:29 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_minority_is_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:31:32 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_minority_is_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:31:46 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_common_equity_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:31:50 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_minority_bs_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:31:52 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_minority_bs_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:31:52 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:32:02 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:32:02 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_dna_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:32:10 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:32:16 [INFO] Writing [46146] [/signal/signal08/prod/2024/0822/consensus_frame_bps_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:32:17 [INFO] Writing [65823] [/signal/signal08/prod/2024/0822/consensus_frame_eps_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:32:20 [INFO] Writing [34702] [/signal/signal08/prod/2024/0822/consensus_frame_cps_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:32:33 [INFO] Writing [12934] [/signal/signal08/prod/2024/0822/consensus_frame_tps_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:32:51 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_dna_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:33:05 [INFO] Writing [54364] [/signal/signal08/prod/2024/0822/consensus_frame_dps_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:33:10 [INFO] Writing [31154] [/signal/signal08/prod/2024/0822/fiscal_total_assets_frame_current_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:33:16 [INFO] Writing [30649] [/signal/signal08/prod/2024/0822/bp_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:33:35 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_debt_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:33:52 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_debt_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:34:03 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_total_debt_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:34:03 [INFO] 
(prod:  17568 ) 2024-08-23 14:34:03 [INFO] Updating signal depth 6 / 45
(prod:  17568 ) 2024-08-23 14:34:03 [INFO] 
(prod:  17568 ) 2024-08-23 14:34:04 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:34:06 [INFO] Writing [43664] [/signal/signal08/prod/2024/0822/earnings_frame_bvl_unweighted_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:34:07 [INFO] Writing [142775] [/signal/signal08/prod/2024/0822/earnings_frame_cfo_unweighted_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:34:09 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_adj_cfo_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:34:11 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_net_working_capital_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:34:24 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_net_working_capital_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:34:31 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_sales_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:34:37 [INFO] Writing [15854] [/signal/signal08/prod/2024/0822/consensus_ratio_frame_eps_4W_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:34:47 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:34:48 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_adj_cfo_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:34:57 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_net_working_capital_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:35:02 [INFO] Writing [15612] [/signal/signal08/prod/2024/0822/consensus_ratio_frame_eps_13W_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:35:04 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_sales_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:35:05 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_sales_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:35:07 [INFO] Writing [12878] [/signal/signal08/prod/2024/0822/tpp_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:35:08 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_adj_cfo_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:35:18 [INFO] Writing [71432] [/signal/signal08/prod/2024/0822/estchg_frame_tps_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:35:36 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:35:55 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:36:16 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:36:16 [INFO] Writing [200076] [/signal/signal08/prod/2024/0822/estchg_frame_dps_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:36:18 [INFO] Adding item [stock_connect_status_master_frame:global]
(prod:  17568 ) 2024-08-23 14:36:18 [INFO] Writing [19247] [/signal/signal08/prod/2024/0822/univwt_frame_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:36:39 [INFO] Writing [138504] [/signal/signal08/prod/2024/0822/estchg_frame_bps_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:36:40 [INFO] Writing [83626] [/signal/signal08/prod/2024/0822/estchg_frame_cps_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:36:43 [INFO] Writing [303212] [/signal/signal08/prod/2024/0822/estchg_frame_eps_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:36:44 [INFO] 
(prod:  17568 ) 2024-08-23 14:36:44 [INFO] Updating signal depth 7 / 45
(prod:  17568 ) 2024-08-23 14:36:44 [INFO] 
(prod:  17568 ) 2024-08-23 14:36:45 [INFO] Writing [11851] [/signal/signal08/prod/2024/0822/revision_frame_tps_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:36:45 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:36:46 [INFO] Writing [10803] [/signal/signal08/prod/2024/0822/revision_frame_bps_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:36:46 [INFO] Writing [8363] [/signal/signal08/prod/2024/0822/revision_frame_cps_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:36:47 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_ppi_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:36:47 [INFO] Writing [15336] [/signal/signal08/prod/2024/0822/revision_frame_eps_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:36:47 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:36:48 [INFO] Writing [13098] [/signal/signal08/prod/2024/0822/revision_frame_dps_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:36:50 [INFO] Writing [150995] [/signal/signal08/prod/2024/0822/earnings_frame_net_unweighted_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:36:51 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_ppi_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:36:51 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:36:52 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_noplat_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:36:53 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_noplat_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:36:53 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:36:56 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_fin_adj_equity_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:36:57 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_fin_adj_equity_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:36:59 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_ppi_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:05 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_noplat_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:08 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_fcf_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:12 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_fcf_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:16 [INFO] Writing [30630] [/signal/signal08/prod/2024/0822/extended_mktcap_usdm_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:16 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_fin_adj_equity_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:24 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_fcf_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:25 [INFO] 
(prod:  17568 ) 2024-08-23 14:37:25 [INFO] Updating signal depth 8 / 45
(prod:  17568 ) 2024-08-23 14:37:25 [INFO] 
(prod:  17568 ) 2024-08-23 14:37:25 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:37:28 [INFO] Writing [19263] [/signal/signal08/prod/2024/0822/tcost_model_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:29 [INFO] Writing [30742] [/signal/signal08/prod/2024/0822/fiscal_sales_frame_current_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:33 [INFO] Writing [142680] [/signal/signal08/prod/2024/0822/earnings_frame_adj_cfo_unweighted_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:34 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:37:35 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:37:35 [INFO] Writing [1310] [/signal/signal08/prod/2024/0822/fncl_atp_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:36 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:37:36 [INFO] Writing [20019] [/signal/signal08/prod/2024/0822/intp_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:36 [INFO] Writing [949] [/signal/signal08/prod/2024/0822/bank_depp_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:38 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_operating_cash_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:41 [INFO] Writing [30817] [/signal/signal08/prod/2024/0822/fiscal_year_fraction_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:45 [INFO] Writing [181373] [/signal/signal08/prod/2024/0822/earnings_frame_div_unweighted_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:48 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_operating_cash_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:50 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:37:50 [INFO] Writing [49235] [/signal/signal08/prod/2024/0822/consensus_frame_nav_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:54 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_operating_cash_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:54 [INFO] 
(prod:  17568 ) 2024-08-23 14:37:54 [INFO] Updating signal depth 9 / 45
(prod:  17568 ) 2024-08-23 14:37:54 [INFO] 
(prod:  17568 ) 2024-08-23 14:37:55 [INFO] Writing [7271] [/signal/signal08/prod/2024/0822/revision_score_frame_dps_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:37:55 [INFO] Writing [115680] [/signal/signal08/prod/2024/0822/earnings_frame_adj_cfo_weighted_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:55 [INFO] Writing [125044] [/signal/signal08/prod/2024/0822/earnings_frame_net_weighted_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:55 [INFO] Writing [115746] [/signal/signal08/prod/2024/0822/earnings_frame_cfo_weighted_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:55 [INFO] Writing [32128] [/signal/signal08/prod/2024/0822/earnings_frame_bvl_weighted_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:56 [INFO] Writing [152986] [/signal/signal08/prod/2024/0822/earnings_frame_div_weighted_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:56 [INFO] Writing [4240] [/signal/signal08/prod/2024/0822/revision_score_frame_cps_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:37:56 [INFO] Writing [5826] [/signal/signal08/prod/2024/0822/revision_score_frame_bps_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:37:56 [INFO] Writing [8137] [/signal/signal08/prod/2024/0822/revision_score_frame_eps_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:37:56 [INFO] Writing [45368] [/signal/signal08/prod/2024/0822/earnings_frame_nav_unweighted_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:37:56 [INFO] Writing [5171] [/signal/signal08/prod/2024/0822/revision_score_frame_tps_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:38:02 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:38:02 [INFO] Writing [1299] [/signal/signal08/prod/2024/0822/fncl_ppip_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:38:10 [INFO] Writing [19632] [/signal/signal08/prod/2024/0822/fcfmom_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:02 [INFO] Writing [130778] [/signal/signal08/prod/2024/0822/estchg_frame_nav_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:03 [INFO] 
(prod:  17568 ) 2024-08-23 14:39:03 [INFO] Updating signal depth 10 / 45
(prod:  17568 ) 2024-08-23 14:39:03 [INFO] 
(prod:  17568 ) 2024-08-23 14:39:03 [INFO] Writing [33468] [/signal/signal08/prod/2024/0822/earnings_frame_nav_weighted_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:03 [INFO] Writing [8761] [/signal/signal08/prod/2024/0822/blended_earnings_frame_cfo_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:03 [INFO] Writing [8733] [/signal/signal08/prod/2024/0822/blended_earnings_frame_adj_cfo_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:03 [INFO] Writing [15616] [/signal/signal08/prod/2024/0822/blended_earnings_frame_net_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:03 [INFO] Writing [13729] [/signal/signal08/prod/2024/0822/blended_earnings_frame_div_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:04 [INFO] Writing [10948] [/signal/signal08/prod/2024/0822/revision_frame_nav_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:10 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:39:11 [INFO] Writing [22246] [/signal/signal08/prod/2024/0822/consensus_frame_opr_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:12 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_excess_cash_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:12 [INFO] Writing [11444] [/signal/signal08/prod/2024/0822/blended_earnings_frame_bvl_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:13 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_excess_cash_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:16 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_excess_cash_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:34 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:39:34 [INFO] Writing [62006] [/signal/signal08/prod/2024/0822/consensus_frame_pre_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:39 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:39:39 [INFO] Writing [67274] [/signal/signal08/prod/2024/0822/consensus_frame_sal_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:40 [INFO] Writing [53266] [/signal/signal08/prod/2024/0822/consensus_frame_ebt_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:43 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:39:43 [INFO] Writing [55548] [/signal/signal08/prod/2024/0822/consensus_frame_eda_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:43 [INFO] 
(prod:  17568 ) 2024-08-23 14:39:43 [INFO] Updating signal depth 11 / 45
(prod:  17568 ) 2024-08-23 14:39:43 [INFO] 
(prod:  17568 ) 2024-08-23 14:39:44 [INFO] Writing [15616] [/signal/signal08/prod/2024/0822/nip_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:45 [INFO] Writing [29846] [/signal/signal08/prod/2024/0822/logretw_reversal_4W_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:45 [INFO] Writing [19247] [/signal/signal08/prod/2024/0822/trading_default_pb_cost_frame_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:39:46 [INFO] Writing [29837] [/signal/signal08/prod/2024/0822/logretd_reversal_5D_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:47 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:39:47 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:39:50 [INFO] Writing [15371] [/signal/signal08/prod/2024/0822/consensus_ratio_frame_pre_4W_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:50 [INFO] Writing [170231] [/signal/signal08/prod/2024/0822/earnings_frame_sal_unweighted_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:50 [INFO] Writing [136881] [/signal/signal08/prod/2024/0822/earnings_frame_eda_unweighted_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:51 [INFO] Writing [11444] [/signal/signal08/prod/2024/0822/forward_bp_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:56 [INFO] Writing [15099] [/signal/signal08/prod/2024/0822/consensus_ratio_frame_pre_13W_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:57 [INFO] Writing [8749] [/signal/signal08/prod/2024/0822/cfp_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:58 [INFO] Writing [5279] [/signal/signal08/prod/2024/0822/revision_score_frame_nav_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:39:58 [INFO] Writing [13729] [/signal/signal08/prod/2024/0822/dp_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:39:58 [INFO] Writing [11799] [/signal/signal08/prod/2024/0822/blended_earnings_frame_nav_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:40:04 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:40:11 [INFO] Writing [166990] [/signal/signal08/prod/2024/0822/earnings_frame_pre_unweighted_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:41:32 [INFO] Writing [232696] [/signal/signal08/prod/2024/0822/estchg_frame_ebt_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:41:34 [INFO] Writing [252350] [/signal/signal08/prod/2024/0822/estchg_frame_pre_20240822_global.plz4]...
dch::SignalDefinition_trading_default_pb_cost_frame.compute :: result
      assetKey    univwt  ... size_MICRO longFinancingCost
0      @AAAAA1  0.225211  ...       1.00           0.00900
1      @AACAC1  1.000000  ...       0.00           0.00375
2      @AADHA1  0.997446  ...       0.18           0.01000
3      @AAEON2  0.500656  ...       0.99           0.00475
4      @AAIND1  0.000000  ...       1.00           0.00775
...        ...       ...  ...        ...               ...
19242  @ZYLOT2  0.000000  ...       1.00           0.00350
19243  @ZYLOX1  0.000000  ...       0.98           0.00375
19244  @ZYNPC1  0.000000  ...       0.11           0.00775
19245  @ZYXEL1  0.947112  ...       0.05           0.00475
19246  @ZZNOD1  0.000000  ...       1.00           0.00375

[19247 rows x 9 columns]
        assetKey    univwt  ... longFinancingCost baseBCost
0        @AAAAA1  0.225211  ...             0.009  0.120000
1      @ADVAN297  0.000000  ...             0.009  0.120000
2       @ADVAN57  0.000000  ...             0.009  0.120000
3       @ADVEN16  0.000000  ...             0.009  0.120000
4       @AEONC11  0.000000  ...             0.009  0.120000
...          ...       ...  ...               ...       ...
19242    @TURNE4  0.000000  ...             0.004  0.092500
19243    @VECTO6  0.000000  ...             0.004  0.036675
19244   @VISTA20  0.000000  ...             0.004  0.092500
19245    @WAREH5  0.000000  ...             0.004  0.092500
19246   @WELLI12  0.000000  ...             0.004  0.092500

[19247 rows x 10 columns]
(prod:  17568 ) 2024-08-23 14:41:35 [INFO] 
(prod:  17568 ) 2024-08-23 14:41:35 [INFO] Updating signal depth 12 / 45
(prod:  17568 ) 2024-08-23 14:41:35 [INFO] 
(prod:  17568 ) 2024-08-23 14:41:38 [INFO] Writing [11378] [/signal/signal08/prod/2024/0822/revision_frame_ebt_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:41:38 [INFO] Writing [14734] [/signal/signal08/prod/2024/0822/revision_frame_pre_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:41:41 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_noa_frame_A_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:41:42 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_noa_frame_S_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:41:42 [INFO] Writing [112503] [/signal/signal08/prod/2024/0822/earnings_frame_eda_weighted_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:41:42 [INFO] Writing [142044] [/signal/signal08/prod/2024/0822/earnings_frame_sal_weighted_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:41:42 [INFO] Writing [138841] [/signal/signal08/prod/2024/0822/earnings_frame_pre_weighted_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:41:43 [INFO] Writing [11799] [/signal/signal08/prod/2024/0822/forward_navp_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:41:45 [INFO] Writing [22207] [/signal/signal08/prod/2024/0822/trading_bcost_backfilled_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:41:47 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:41:48 [INFO] Writing [27937] [/signal/signal08/prod/2024/0822/ev_usdm_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:41:51 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/fiscal_noa_frame_Q_delta_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:41:51 [INFO] 
(prod:  17568 ) 2024-08-23 14:41:51 [INFO] Updating signal depth 13 / 45
(prod:  17568 ) 2024-08-23 14:41:51 [INFO] 
(prod:  17568 ) 2024-08-23 14:41:51 [INFO] Writing [7981] [/signal/signal08/prod/2024/0822/revision_score_frame_pre_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:41:52 [INFO] Writing [19247] [/signal/signal08/prod/2024/0822/trading_position_bounds_frame_20240822_strat_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:41:52 [INFO] Writing [15306] [/signal/signal08/prod/2024/0822/blended_earnings_frame_pre_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:41:53 [INFO] Writing [8506] [/signal/signal08/prod/2024/0822/cfoev_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:41:53 [INFO] Writing [12254] [/signal/signal08/prod/2024/0822/blended_earnings_frame_eda_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:41:58 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:41:58 [INFO] Writing [14559] [/signal/signal08/prod/2024/0822/consensus_ratio_frame_sal_4W_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:41:59 [INFO] Writing [25221] [/signal/signal08/prod/2024/0822/fcfev_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:41:59 [INFO] Writing [11022] [/signal/signal08/prod/2024/0822/salgev_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:42:05 [INFO] Writing [8469] [/signal/signal08/prod/2024/0822/consensus_ratio_frame_cps_13W_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:42:07 [INFO] Writing [27595] [/signal/signal08/prod/2024/0822/trailing_ebitdaev_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:42:12 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:42:13 [INFO] Writing [14327] [/signal/signal08/prod/2024/0822/consensus_ratio_frame_sal_13W_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:42:13 [INFO] Writing [26883] [/signal/signal08/prod/2024/0822/gpev_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:42:18 [INFO] Writing [8604] [/signal/signal08/prod/2024/0822/consensus_ratio_frame_cps_4W_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:42:23 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:42:24 [INFO] Writing [23719] [/signal/signal08/prod/2024/0822/normeev_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:42:25 [INFO] Writing [11396] [/signal/signal08/prod/2024/0822/pregp_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:42:25 [INFO] Writing [15707] [/signal/signal08/prod/2024/0822/blended_earnings_frame_sal_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:42:25 [INFO] Writing [4544] [/signal/signal08/prod/2024/0822/revision_score_frame_ebt_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:43:11 [INFO] Writing [50145] [/signal/signal08/prod/2024/0822/estchg_frame_opr_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:43:37 [INFO] Writing [229593] [/signal/signal08/prod/2024/0822/estchg_frame_eda_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:44:03 [INFO] Writing [277226] [/signal/signal08/prod/2024/0822/estchg_frame_sal_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:44:04 [INFO] 
(prod:  17568 ) 2024-08-23 14:44:04 [INFO] Updating signal depth 14 / 45
(prod:  17568 ) 2024-08-23 14:44:04 [INFO] 
(prod:  17568 ) 2024-08-23 14:44:04 [INFO] Writing [5936] [/signal/signal08/prod/2024/0822/revision_frame_opr_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:44:05 [INFO] Writing [11767] [/signal/signal08/prod/2024/0822/ebitdaev_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:44:05 [INFO] Writing [14500] [/signal/signal08/prod/2024/0822/sev_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:44:05 [INFO] Writing [15281] [/signal/signal08/prod/2024/0822/ep_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:44:06 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/regression_design_mcisb_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:07 [INFO] Writing [5385] [/signal/signal08/prod/2024/0822/composite_cratio_frame_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:07 [INFO] Writing [14005] [/signal/signal08/prod/2024/0822/revision_frame_sal_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:44:07 [INFO] Writing [11490] [/signal/signal08/prod/2024/0822/revision_frame_eda_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:44:08 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:44:08 [INFO] Writing [27916] [/signal/signal08/prod/2024/0822/noaev_frame_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:44:09 [INFO] 
(prod:  17568 ) 2024-08-23 14:44:09 [INFO] Updating signal depth 15 / 45
(prod:  17568 ) 2024-08-23 14:44:09 [INFO] 
(prod:  17568 ) 2024-08-23 14:44:09 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:09 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:44:09 [INFO] Writing [5536] [/signal/signal08/prod/2024/0822/revision_score_frame_eda_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:09 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:09 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:09 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:09 [INFO] Writing [7715] [/signal/signal08/prod/2024/0822/revision_score_frame_sal_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:09 [INFO] Found [272] outliers in [4624] observations
(prod:  17568 ) 2024-08-23 14:44:09 [INFO] Found [359] outliers in [7466] observations
(prod:  17568 ) 2024-08-23 14:44:10 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/forward_bp_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:10 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:10 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:10 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:10 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/logretw_reversal_4W_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:10 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:10 [INFO] Found [443] outliers in [7390] observations
(prod:  17568 ) 2024-08-23 14:44:10 [INFO] Found [318] outliers in [7466] observations
(prod:  17568 ) 2024-08-23 14:44:10 [INFO] Writing [5140] [/signal/signal08/prod/2024/0822/revision_score_frame_opr_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/bp_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/logretd_reversal_5D_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/rollup_weights_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable country_SG
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable country_NZ
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable country_PH
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable country_HK
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_renewable_energy
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_specialty_reatil
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_aerospace_defense
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_homebuilding_building_products
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_machinery
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_healthcare_providers_services
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_passenger_transportation
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_oil_gas_equipment_services
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_food_drug_retail
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_household_products_services
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_paper_forestry
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_construction_engineering
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_household_goods
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_containers_packaging
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_computers_phones_household_electronics
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_industrial_distribution
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_metals_mining
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_textiles_apparel
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_software_it_services
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_construction_materials
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_coal
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_leisure_products
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_water_utilities
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_investment_services
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_automobile
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_communications_equipment
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_biotechnology
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Found [245] outliers in [4352] observations
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_pharmaceuticals
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_healthcare_equipment_supplies
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_diversified_retail
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_electronic_equipment
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_hotels_entertainment
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_semiconductors
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_transportation_infrastructure
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_freight_logistics
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_telecommunications_serices
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_fintech
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_media_publishing
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_multiline_utilities
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_oil_gas
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_beverages
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_commercial_services_supplies
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_chemicals
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_food_tobacco
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_office_equipment
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_consumer_goods_conglomerates
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_integrated_hardware_software
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_natural_gas_utilities
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_electric_utilities_ipps
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Found [17] outliers in [209] observations
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/bank_depp_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/tpp_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:11 [INFO] Found [382] outliers in [6206] observations
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Found [304] outliers in [5024] observations
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/intp_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Found [230] outliers in [4719] observations
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/fcfmom_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Found [195] outliers in [3489] observations
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/dp_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable country_SG
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable country_NZ
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable country_PH
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_renewable_energy
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_specialty_reatil
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_aerospace_defense
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_homebuilding_building_products
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_machinery
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_healthcare_providers_services
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_passenger_transportation
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_oil_gas_equipment_services
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_food_drug_retail
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_household_products_services
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_paper_forestry
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_construction_engineering
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_household_goods
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_containers_packaging
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_computers_phones_household_electronics
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_industrial_distribution
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_metals_mining
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_textiles_apparel
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_software_it_services
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_construction_materials
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_coal
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_leisure_products
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_water_utilities
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_investment_services
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_automobile
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_communications_equipment
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_biotechnology
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_pharmaceuticals
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_healthcare_equipment_supplies
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_diversified_retail
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_electronic_equipment
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_hotels_entertainment
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_semiconductors
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_transportation_infrastructure
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_freight_logistics
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_telecommunications_serices
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_fintech
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_media_publishing
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_multiline_utilities
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_oil_gas
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_beverages
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_commercial_services_supplies
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_chemicals
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_food_tobacco
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_office_equipment
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_consumer_goods_conglomerates
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_integrated_hardware_software
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_natural_gas_utilities
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:12 [INFO] Removing category  variable ind_electric_utilities_ipps
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Found [14] outliers in [264] observations
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/fncl_atp_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/cfp_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable country_SG
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable country_NZ
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable country_PH
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_renewable_energy
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_specialty_reatil
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_aerospace_defense
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_homebuilding_building_products
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_machinery
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_healthcare_providers_services
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_passenger_transportation
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_oil_gas_equipment_services
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_food_drug_retail
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_household_products_services
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_paper_forestry
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_construction_engineering
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_household_goods
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_containers_packaging
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_computers_phones_household_electronics
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_industrial_distribution
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_metals_mining
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_textiles_apparel
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_software_it_services
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_construction_materials
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_coal
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_leisure_products
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_water_utilities
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_investment_services
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_automobile
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_communications_equipment
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_biotechnology
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_pharmaceuticals
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_healthcare_equipment_supplies
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_diversified_retail
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_electronic_equipment
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_hotels_entertainment
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_semiconductors
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_transportation_infrastructure
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_freight_logistics
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_telecommunications_serices
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_fintech
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_media_publishing
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_multiline_utilities
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_oil_gas
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_beverages
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_commercial_services_supplies
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_chemicals
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_food_tobacco
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_office_equipment
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_consumer_goods_conglomerates
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_integrated_hardware_software
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_natural_gas_utilities
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_electric_utilities_ipps
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Found [13] outliers in [268] observations
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/fncl_ppip_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Found [1008] outliers in [18770] observations
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:44:13 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:14 [INFO] Found [269] outliers in [5093] observations
(prod:  17568 ) 2024-08-23 14:44:14 [INFO] Found [259] outliers in [4239] observations
(prod:  17568 ) 2024-08-23 14:44:14 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/resretw_regression_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:14 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/nip_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:14 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/forward_navp_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:14 [INFO] 
(prod:  17568 ) 2024-08-23 14:44:14 [INFO] Updating signal depth 16 / 45
(prod:  17568 ) 2024-08-23 14:44:14 [INFO] 
(prod:  17568 ) 2024-08-23 14:44:14 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/cfp_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:14 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/fcfmom_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:14 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/logretd_reversal_5D_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:14 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/nip_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:14 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/dp_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:14 [INFO] Writing [19] [/signal/signal08/prod/2024/0822/fncl_atp_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:14 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/bp_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:14 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:14 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:44:14 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 14:44:14 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:44:14 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:15 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:15 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:15 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:15 [INFO] Found [173] outliers in [3490] observations
(prod:  17568 ) 2024-08-23 14:44:15 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:44:15 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:44:15 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:15 [INFO] Found [221] outliers in [4223] observations
(prod:  17568 ) 2024-08-23 14:44:15 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/cfoev_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:15 [INFO] Found [379] outliers in [7038] observations
(prod:  17568 ) 2024-08-23 14:44:15 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/salgev_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:16 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/trailing_ebitdaev_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:16 [INFO] Writing [71] [/signal/signal08/prod/2024/0822/intp_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:16 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:16 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:44:16 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:16 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:16 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:44:16 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:16 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:16 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:44:16 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 14:44:16 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:44:16 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:16 [INFO] Found [432] outliers in [6915] observations
(prod:  17568 ) 2024-08-23 14:44:16 [INFO] Found [227] outliers in [4459] observations
(prod:  17568 ) 2024-08-23 14:44:16 [INFO] Found [359] outliers in [6549] observations
(prod:  17568 ) 2024-08-23 14:44:16 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/gpev_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:17 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/pregp_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:17 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/forward_navp_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:17 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/logretw_reversal_4W_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:17 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/normeev_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:17 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:17 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:44:17 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:17 [INFO] Found [391] outliers in [6637] observations
(prod:  17568 ) 2024-08-23 14:44:17 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/fcfev_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:22 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:44:22 [INFO] Writing [11838] [/signal/signal08/prod/2024/0821/consensus_frame_rec_20240821_global.plz4]...
(prod:  17568 ) 2024-08-23 14:44:32 [INFO] Writing [35644] [/signal/signal08/prod/2024/0822/estchg_frame_rec_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:44:32 [INFO] Writing [9883] [/signal/signal08/prod/2024/0822/revision_frame_rec_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 14:44:32 [INFO] Writing [4931] [/signal/signal08/prod/2024/0822/revision_score_frame_rec_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:32 [INFO] Writing [8371] [/signal/signal08/prod/2024/0822/revision_frame_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:32 [INFO] 
(prod:  17568 ) 2024-08-23 14:44:32 [INFO] Updating signal depth 17 / 45
(prod:  17568 ) 2024-08-23 14:44:32 [INFO] 
(prod:  17568 ) 2024-08-23 14:44:33 [INFO] Writing [3489] [/signal/signal08/prod/2024/0822/cfp_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:33 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:33 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:33 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:44:33 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:44:33 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:33 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:33 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:33 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:44:33 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:33 [INFO] Found [220] outliers in [4216] observations
(prod:  17568 ) 2024-08-23 14:44:33 [INFO] Found [314] outliers in [5384] observations
(prod:  17568 ) 2024-08-23 14:44:33 [INFO] Found [266] outliers in [5125] observations
(prod:  17568 ) 2024-08-23 14:44:34 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/composite_cratio_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:34 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/ebitdaev_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:34 [INFO] Writing [71] [/signal/signal08/prod/2024/0822/normeev_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:34 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/ep_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:34 [INFO] Writing [8727] [/signal/signal08/prod/2024/0822/wtd_revision_frame_13W_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:34 [INFO] Writing [7466] [/signal/signal08/prod/2024/0822/logretd_reversal_5D_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:34 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/trailing_ebitdaev_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:34 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/fcfev_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:34 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:34 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:35 [INFO] Found [396] outliers in [7062] observations
(prod:  17568 ) 2024-08-23 14:44:35 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/noaev_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:35 [INFO] Writing [4624] [/signal/signal08/prod/2024/0822/forward_bp_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:35 [INFO] Writing [264] [/signal/signal08/prod/2024/0822/fncl_atp_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:35 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/pregp_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:35 [INFO] Writing [4239] [/signal/signal08/prod/2024/0822/forward_navp_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:35 [INFO] Writing [4352] [/signal/signal08/prod/2024/0822/tpp_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:36 [INFO] Writing [5093] [/signal/signal08/prod/2024/0822/nip_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:36 [INFO] Writing [7390] [/signal/signal08/prod/2024/0822/bp_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:37 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/logretw_reversal_4W_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:37 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/gpev_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:38 [INFO] Writing [19] [/signal/signal08/prod/2024/0822/fncl_atp_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:38 [INFO] Writing [268] [/signal/signal08/prod/2024/0822/fncl_ppip_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:38 [INFO] Writing [209] [/signal/signal08/prod/2024/0822/bank_depp_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:38 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:38 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 14:44:38 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:44:38 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:38 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/cfp_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:38 [INFO] Found [291] outliers in [5035] observations
(prod:  17568 ) 2024-08-23 14:44:39 [INFO] Writing [4719] [/signal/signal08/prod/2024/0822/dp_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:39 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/sev_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:40 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/bp_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:40 [INFO] Writing [5024] [/signal/signal08/prod/2024/0822/fcfmom_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:42 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/nip_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:42 [INFO] Writing [7466] [/signal/signal08/prod/2024/0822/logretw_reversal_4W_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:42 [INFO] Writing [71] [/signal/signal08/prod/2024/0822/cfoev_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:42 [INFO] Writing [6206] [/signal/signal08/prod/2024/0822/intp_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:43 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/dp_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:43 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/logretd_reversal_5D_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:44 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/fcfmom_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:45 [INFO] Writing [71] [/signal/signal08/prod/2024/0822/intp_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:45 [INFO] 
(prod:  17568 ) 2024-08-23 14:44:45 [INFO] Updating signal depth 18 / 45
(prod:  17568 ) 2024-08-23 14:44:45 [INFO] 
(prod:  17568 ) 2024-08-23 14:44:45 [INFO] Writing [6549] [/signal/signal08/prod/2024/0822/normeev_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:45 [INFO] Writing [7229] [/signal/signal08/prod/2024/0822/fmom_composite_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:46 [INFO] Writing [6915] [/signal/signal08/prod/2024/0822/gpev_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:46 [INFO] Writing [72] [/signal/signal08/prod/2024/0822/sev_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:46 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/ebitdaev_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:46 [INFO] Writing [18770] [/signal/signal08/prod/2024/0822/resretw_reversal_4W_frame_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:47 [INFO] Writing [7038] [/signal/signal08/prod/2024/0822/trailing_ebitdaev_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:47 [INFO] Writing [3490] [/signal/signal08/prod/2024/0822/cfoev_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:47 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/composite_cratio_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:47 [INFO] Writing [6637] [/signal/signal08/prod/2024/0822/fcfev_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:47 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/noaev_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:49 [INFO] Writing [71] [/signal/signal08/prod/2024/0822/normeev_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:49 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/ep_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:50 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/gpev_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:50 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/trailing_ebitdaev_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:50 [INFO] Writing [4223] [/signal/signal08/prod/2024/0822/salgev_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:50 [INFO] Writing [4459] [/signal/signal08/prod/2024/0822/pregp_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:51 [INFO] Writing [71] [/signal/signal08/prod/2024/0822/cfoev_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:52 [INFO] Writing [29634] [/signal/signal08/prod/2024/0822/linked_rev_pct_frame_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:53 [INFO] Writing [29634] [/signal/signal08/prod/2024/0822/linked_rev_ud_frame_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:53 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/fcfev_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:54 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/pregp_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:54 [INFO] 
(prod:  17568 ) 2024-08-23 14:44:54 [INFO] Updating signal depth 19 / 45
(prod:  17568 ) 2024-08-23 14:44:54 [INFO] 
(prod:  17568 ) 2024-08-23 14:44:54 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:54 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:54 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:44:54 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:44:54 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:54 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:54 [INFO] Found [353] outliers in [5241] observations
(prod:  17568 ) 2024-08-23 14:44:54 [INFO] Found [349] outliers in [5242] observations
(prod:  17568 ) 2024-08-23 14:44:55 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/rev_ud_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:55 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/rev_pct_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:55 [INFO] Writing [5384] [/signal/signal08/prod/2024/0822/composite_cratio_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:55 [INFO] Writing [5035] [/signal/signal08/prod/2024/0822/sev_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:55 [INFO] Writing [4216] [/signal/signal08/prod/2024/0822/ebitdaev_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:55 [INFO] Writing [7062] [/signal/signal08/prod/2024/0822/noaev_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:58 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/ebitdaev_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:58 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/noaev_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:58 [INFO] Writing [5125] [/signal/signal08/prod/2024/0822/ep_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:58 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:44:59 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:44:59 [INFO] Found [386] outliers in [7229] observations
(prod:  17568 ) 2024-08-23 14:44:59 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/fmom_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:44:59 [INFO] Writing [72] [/signal/signal08/prod/2024/0822/sev_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:00 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/ep_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:02 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/composite_cratio_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:02 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:02 [INFO] Updating signal depth 20 / 45
(prod:  17568 ) 2024-08-23 14:45:02 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:02 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/rev_pct_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:02 [INFO] Writing [7458] [/signal/signal08/prod/2024/0822/value_liq_composite_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:02 [INFO] Writing [7458] [/signal/signal08/prod/2024/0822/value_gc_composite_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:02 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/fmom_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:02 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:45:02 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/rev_ud_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:02 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:45:02 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:45:02 [INFO] Writing [7456] [/signal/signal08/prod/2024/0822/quality_composite_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:02 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:45:02 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:45:02 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:45:02 [INFO] Found [355] outliers in [5346] observations
(prod:  17568 ) 2024-08-23 14:45:02 [INFO] Writing [7358] [/signal/signal08/prod/2024/0822/stability_composite_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:02 [INFO] Found [336] outliers in [5346] observations
(prod:  17568 ) 2024-08-23 14:45:03 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/wtd_rev_ud_13W_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:03 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/wtd_rev_pct_13W_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:03 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:03 [INFO] Updating signal depth 21 / 45
(prod:  17568 ) 2024-08-23 14:45:03 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:03 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/wtd_rev_pct_13W_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:03 [INFO] Writing [5242] [/signal/signal08/prod/2024/0822/rev_ud_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:03 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:45:03 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:45:03 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:45:03 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:45:03 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:45:03 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:45:03 [INFO] Found [426] outliers in [7456] observations
(prod:  17568 ) 2024-08-23 14:45:04 [INFO] Found [426] outliers in [7358] observations
(prod:  17568 ) 2024-08-23 14:45:04 [INFO] Found [354] outliers in [7466] observations
(prod:  17568 ) 2024-08-23 14:45:04 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/stability_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:04 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/quality_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:04 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/wtd_rev_ud_13W_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:04 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/resretw_reversal_4W_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:04 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:45:04 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:45:04 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:45:04 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:45:05 [INFO] Found [457] outliers in [7458] observations
(prod:  17568 ) 2024-08-23 14:45:05 [INFO] Found [356] outliers in [6057] observations
(prod:  17568 ) 2024-08-23 14:45:05 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/value_liq_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:05 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/linked_rev_pct_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:06 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:45:06 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:45:06 [INFO] Found [375] outliers in [6072] observations
(prod:  17568 ) 2024-08-23 14:45:06 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/linked_rev_ud_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:07 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:45:07 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:45:07 [INFO] Found [434] outliers in [7458] observations
(prod:  17568 ) 2024-08-23 14:45:07 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/value_gc_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:07 [INFO] Writing [7229] [/signal/signal08/prod/2024/0822/fmom_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:07 [INFO] Writing [5241] [/signal/signal08/prod/2024/0822/rev_pct_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:08 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/rev_ud_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:09 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/fmom_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:09 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/rev_pct_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:09 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:09 [INFO] Updating signal depth 22 / 45
(prod:  17568 ) 2024-08-23 14:45:09 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:09 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/resretw_reversal_4W_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:09 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/value_gc_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:09 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/linked_rev_ud_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:09 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/value_liq_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:09 [INFO] Writing [5346] [/signal/signal08/prod/2024/0822/wtd_rev_ud_13W_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:09 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/quality_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:09 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/stability_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:09 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/linked_rev_pct_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:10 [INFO] Writing [5346] [/signal/signal08/prod/2024/0822/wtd_rev_pct_13W_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:12 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/wtd_rev_ud_13W_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:12 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/wtd_rev_pct_13W_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:12 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:12 [INFO] Updating signal depth 23 / 45
(prod:  17568 ) 2024-08-23 14:45:12 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:12 [INFO] Writing [7458] [/signal/signal08/prod/2024/0822/value_liq_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:12 [INFO] Writing [6072] [/signal/signal08/prod/2024/0822/linked_rev_ud_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:16 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/value_gc_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:16 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/stability_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:16 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/linked_rev_ud_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:16 [INFO] Writing [7458] [/signal/signal08/prod/2024/0822/value_gc_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:16 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/linked_rev_pct_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:16 [INFO] Writing [5466] [/signal/signal08/prod/2024/0822/revision_composite_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:16 [INFO] Writing [6057] [/signal/signal08/prod/2024/0822/linked_rev_pct_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:16 [INFO] Writing [7456] [/signal/signal08/prod/2024/0822/quality_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:16 [INFO] Writing [7358] [/signal/signal08/prod/2024/0822/stability_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:16 [INFO] Writing [7466] [/signal/signal08/prod/2024/0822/resretw_reversal_4W_score_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:19 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/quality_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:20 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/resretw_reversal_4W_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:20 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/value_liq_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:20 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:20 [INFO] Updating signal depth 24 / 45
(prod:  17568 ) 2024-08-23 14:45:20 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:20 [INFO] Writing [7466] [/signal/signal08/prod/2024/0822/reversal_composite_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:20 [INFO] Writing [6176] [/signal/signal08/prod/2024/0822/linkage_composite_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:20 [INFO] Writing [7408] [/signal/signal08/prod/2024/0822/momentum_composite_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:20 [INFO] Writing [7317] [/signal/signal08/prod/2024/0822/neglect_composite_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:20 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:45:20 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 14:45:20 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:45:20 [INFO] Found [343] outliers in [5466] observations
(prod:  17568 ) 2024-08-23 14:45:21 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/revision_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:21 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:21 [INFO] Updating signal depth 25 / 45
(prod:  17568 ) 2024-08-23 14:45:21 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:21 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:45:21 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:45:21 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:45:21 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:45:21 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:45:21 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:45:21 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:45:21 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 14:45:21 [INFO] Found [469] outliers in [7408] observations
(prod:  17568 ) 2024-08-23 14:45:21 [INFO] Found [329] outliers in [6176] observations
(prod:  17568 ) 2024-08-23 14:45:21 [INFO] Found [424] outliers in [7317] observations
(prod:  17568 ) 2024-08-23 14:45:21 [INFO] Found [268] outliers in [7466] observations
(prod:  17568 ) 2024-08-23 14:45:22 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/linkage_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:22 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/momentum_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:22 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/neglect_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:22 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/reversal_neut_model_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:22 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/revision_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:22 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:22 [INFO] Updating signal depth 26 / 45
(prod:  17568 ) 2024-08-23 14:45:22 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:22 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/reversal_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:22 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/momentum_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:22 [INFO] Writing [5466] [/signal/signal08/prod/2024/0822/revision_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:22 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/linkage_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:22 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/neglect_rollup_level_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:24 [INFO] Writing [73] [/signal/signal08/prod/2024/0822/revision_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:24 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:24 [INFO] Updating signal depth 27 / 45
(prod:  17568 ) 2024-08-23 14:45:24 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:25 [INFO] Writing [7317] [/signal/signal08/prod/2024/0822/neglect_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:25 [INFO] Writing [7466] [/signal/signal08/prod/2024/0822/reversal_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:25 [INFO] Writing [6176] [/signal/signal08/prod/2024/0822/linkage_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:25 [INFO] Writing [7408] [/signal/signal08/prod/2024/0822/momentum_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:28 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/neglect_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:28 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/linkage_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:28 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/reversal_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:28 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/momentum_rollup_tss_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:28 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:28 [INFO] Updating signal depth 28 / 45
(prod:  17568 ) 2024-08-23 14:45:28 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:29 [INFO] Writing [7466] [/signal/signal08/prod/2024/0822/alpha_theme_frame_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:29 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:29 [INFO] Updating signal depth 29 / 45
(prod:  17568 ) 2024-08-23 14:45:29 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:29 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/regression_design_facret_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:29 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:29 [INFO] Updating signal depth 30 / 45
(prod:  17568 ) 2024-08-23 14:45:29 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:29 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:45:29 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 14:45:30 [INFO] Found [410] outliers in [7458] observations
(prod:  17568 ) 2024-08-23 14:45:30 [INFO] Found [334] outliers in [7466] observations
(prod:  17568 ) 2024-08-23 14:45:30 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/regression_model_facretw_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:30 [INFO] Writing [6] [/signal/signal08/prod/2024/0822/regression_model_facretd_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:31 [INFO] Writing [18864] [/signal/signal08/prod/2024/0822/country_rollup_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:31 [INFO] Writing [18864] [/signal/signal08/prod/2024/0822/size_rollup_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:31 [INFO] Writing [18864] [/signal/signal08/prod/2024/0822/industry_rollup_20240822_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:31 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:31 [INFO] Updating signal depth 32 / 45
(prod:  17568 ) 2024-08-23 14:45:31 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:35 [INFO] Writing [2] [/signal/signal08/prod/2024/0822/specific_risk_empirical_facretw_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:35 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:35 [INFO] Updating signal depth 35 / 45
(prod:  17568 ) 2024-08-23 14:45:35 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:42 [INFO] Writing [7] [/signal/signal08/prod/2024/0822/risk_model_facretw_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:42 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:42 [INFO] Updating signal depth 36 / 45
(prod:  17568 ) 2024-08-23 14:45:42 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:44 [INFO] Writing [10] [/signal/signal08/prod/2024/0822/optimal_theme_weights_facretw_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:44 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:44 [INFO] Updating signal depth 38 / 45
(prod:  17568 ) 2024-08-23 14:45:44 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:44 [INFO] Writing [7466] [/signal/signal08/prod/2024/0822/alpha_frame_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:45 [INFO] Writing [1] [/signal/signal08/prod/2024/0822/size_alpha_scale_raw_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:45 [INFO] Writing [1] [/signal/signal08/prod/2024/0822/country_alpha_scale_raw_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:45 [INFO] Writing [1] [/signal/signal08/prod/2024/0822/industry_alpha_scale_raw_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:45 [INFO] Writing [10] [/signal/signal08/prod/2024/0822/trading_alpha_theme_exposure_bounds_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:45 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:45 [INFO] Updating signal depth 39 / 45
(prod:  17568 ) 2024-08-23 14:45:45 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:45 [INFO] Writing [1] [/signal/signal08/prod/2024/0822/industry_alpha_scale_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:45 [INFO] Writing [1] [/signal/signal08/prod/2024/0822/size_alpha_scale_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:45 [INFO] Writing [1] [/signal/signal08/prod/2024/0822/country_alpha_scale_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:45 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:45 [INFO] Updating signal depth 40 / 45
(prod:  17568 ) 2024-08-23 14:45:45 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:45 [INFO] Writing [18864] [/signal/signal08/prod/2024/0822/industry_alpha_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:45 [INFO] Writing [18864] [/signal/signal08/prod/2024/0822/country_alpha_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:45 [INFO] Writing [18864] [/signal/signal08/prod/2024/0822/size_alpha_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:46 [INFO] Writing [6339] [/signal/signal08/prod/2024/0822/cp_stock_selection_alpha_score_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:46 [INFO] Writing [74] [/signal/signal08/prod/2024/0822/realized_category_alpha_scale_frame_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:47 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:47 [INFO] Updating signal depth 41 / 45
(prod:  17568 ) 2024-08-23 14:45:47 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:47 [INFO] Writing [1] [/signal/signal08/prod/2024/0822/stock_selection_alpha_scale_raw_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:49 [INFO] Writing [75] [/signal/signal08/prod/2024/0822/category_alpha_scale_frame_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:49 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:49 [INFO] Updating signal depth 42 / 45
(prod:  17568 ) 2024-08-23 14:45:49 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:50 [INFO] Writing [19600] [/signal/signal08/prod/2024/0822/category_alpha_scale_cisb_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:50 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:50 [INFO] Updating signal depth 43 / 45
(prod:  17568 ) 2024-08-23 14:45:50 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:50 [INFO] Writing [1] [/signal/signal08/prod/2024/0822/stock_selection_alpha_scale_hybrid_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:50 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:50 [INFO] Updating signal depth 44 / 45
(prod:  17568 ) 2024-08-23 14:45:50 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:50 [INFO] Writing [7466] [/signal/signal08/prod/2024/0822/stock_selection_alpha_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:50 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:50 [INFO] Updating signal depth 45 / 45
(prod:  17568 ) 2024-08-23 14:45:50 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:50 [INFO] Writing [7466] [/signal/signal08/prod/2024/0822/alpha_20240822_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 14:45:53 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:53 [INFO] Updating signal depth 0 / 45
(prod:  17568 ) 2024-08-23 14:45:53 [INFO] 
(prod:  17568 ) 2024-08-23 14:45:53 [INFO]  SELECT CONVERT(DATE, a.tradeDate) AS tradeDate, a.assetKey, a.retIndex FROM vw_Ds2ReturnIndex AS a    INNER JOIN model_universe  AS b  ON b.ID = a.assetKey WHERE a.tradeDate BETWEEN '2024-07-19' AND '2024-08-23'  AND a.retIndex > 0
(prod:  17568 ) 2024-08-23 14:46:03 [INFO] Writing [30155] [/signal/signal08/prod/2024/0823/share_holdings_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:46:22 [INFO] Writing [29843] [/signal/signal08/prod/2024/0823/returns_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:46:22 [INFO] 
(prod:  17568 ) 2024-08-23 14:46:22 [INFO] Updating signal depth 1 / 45
(prod:  17568 ) 2024-08-23 14:46:22 [INFO] 
dch::linear_cost.compute dframe:
        assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
0        @SHNSE1      SHE           CNY           CN      1.087       1.087   
1        @SHANX2      SHE           CNY           CN      1.087       1.087   
2        @HAIKO1      SHE           CNY           CN      1.087       1.087   
3        @NANJI2      SHE           CNY           CN      1.087       1.087   
4        @FAWCA1      SHE           CNY           CN      1.087       1.087   
...          ...      ...           ...          ...        ...         ...   
19510  @ASIAN131      BKK           THB           TH      0.000       0.000   
19511   @THAIC32      BKK           THB           TH      0.000       0.000   
19512    @NEOCO4      BKK           THB           TH      0.000       0.000   
19513  @STONE205      BKK           THB           TH      0.000       0.000   
19514    @MAGUR1      BKK           THB           TH      0.000       0.000   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
0            0.0        10.0     comm         2.5          2.5        17.174   
1            0.0        10.0     comm         2.5          2.5        17.174   
2            0.0        10.0     comm         2.5          2.5        17.174   
3            0.0        10.0     comm         2.5          2.5        17.174   
4            0.0        10.0     comm         2.5          2.5        17.174   
...          ...         ...      ...         ...          ...           ...   
19510        0.0         0.0     comm         5.0          5.0        10.000   
19511        0.0         0.0     comm         5.0          5.0        10.000   
19512        0.0         0.0     comm         5.0          5.0        10.000   
19513        0.0         0.0     comm         5.0          5.0        10.000   
19514        0.0         0.0     comm         5.0          5.0        10.000   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
0            0.000359         0.001359              1.0            0.000859  
1            0.000359         0.001359              1.0            0.000859  
2            0.000359         0.001359              1.0            0.000859  
3            0.000359         0.001359              1.0            0.000859  
4            0.000359         0.001359              1.0            0.000859  
...               ...              ...              ...                 ...  
19510        0.000500         0.000500              1.0            0.000500  
19511        0.000500         0.000500              1.0            0.000500  
19512        0.000500         0.000500              1.0            0.000500  
19513        0.000500         0.000500              1.0            0.000500  
19514        0.000500         0.000500              1.0            0.000500  

[19515 rows x 16 columns]
---
CN
  assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
0  @SHNSE1      SHE           CNY           CN      1.087       1.087   
1  @SHANX2      SHE           CNY           CN      1.087       1.087   
2  @HAIKO1      SHE           CNY           CN      1.087       1.087   
3  @NANJI2      SHE           CNY           CN      1.087       1.087   
4  @FAWCA1      SHE           CNY           CN      1.087       1.087   

   buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
0        0.0        10.0     comm         2.5          2.5        17.174   
1        0.0        10.0     comm         2.5          2.5        17.174   
2        0.0        10.0     comm         2.5          2.5        17.174   
3        0.0        10.0     comm         2.5          2.5        17.174   
4        0.0        10.0     comm         2.5          2.5        17.174   

   linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
0        0.000359         0.001359              1.0            0.000859  
1        0.000359         0.001359              1.0            0.000859  
2        0.000359         0.001359              1.0            0.000859  
3        0.000359         0.001359              1.0            0.000859  
4        0.000359         0.001359              1.0            0.000859  
---
HK
     assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
5090  @JIANG2      HKG           HKD           HK       0.77        0.77   
5091  @ASMPA2      HKG           HKD           HK       0.77        0.77   
5092  @YEEBO2      HKG           HKD           HK       0.77        0.77   
5093  @ABCCO3      HKG           HKD           HK       0.77        0.77   
5094  @STTRA2      HKG           HKD           HK       0.77        0.77   

      buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
5090       10.0        10.0     comm         2.0          2.0         25.54   
5091       10.0        10.0     comm         2.0          2.0         25.54   
5092       10.0        10.0     comm         2.0          2.0         25.54   
5093       10.0        10.0     comm         2.0          2.0         25.54   
5094       10.0        10.0     comm         2.0          2.0         25.54   

      linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
5090        0.001277         0.001277              1.0            0.001277  
5091        0.001277         0.001277              1.0            0.001277  
5092        0.001277         0.001277              1.0            0.001277  
5093        0.001277         0.001277              1.0            0.001277  
5094        0.001277         0.001277              1.0            0.001277  
---
TW
      assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
7214   @EVERT2      TAI           TWD           TW        0.0         0.0   
7215   @AGVPR1      TAI           TWD           TW        0.0         0.0   
7216   @ABILI2      TAI           TWD           TW        0.0         0.0   
7217   @ACCTO2      TAI           TWD           TW        0.0         0.0   
7218  @ACERI13      TAI           TWD           TW        0.0         0.0   

      buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
7214        0.0        30.0     comm        2.75         2.75          35.5   
7215        0.0        30.0     comm        2.75         2.75          35.5   
7216        0.0        30.0     comm        2.75         2.75          35.5   
7217        0.0        30.0     comm        2.75         2.75          35.5   
7218        0.0        30.0     comm        2.75         2.75          35.5   

      linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
7214        0.000275         0.003275              1.0            0.001775  
7215        0.000275         0.003275              1.0            0.001775  
7216        0.000275         0.003275              1.0            0.001775  
7217        0.000275         0.003275              1.0            0.001775  
7218        0.000275         0.003275              1.0            0.001775  
---
ID
     assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
8879  @INTIK1      IDX           IDR           ID        4.0         4.0   
8880  @BUKIT1      IDX           IDR           ID        4.0         4.0   
8881  @ADESA1      IDX           IDR           ID        4.0         4.0   
8882  @PRASI1      IDX           IDR           ID        4.0         4.0   
8883  @LIPPO5      IDX           IDR           ID        4.0         4.0   

      buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
8879        0.3        10.3     comm         6.0          6.0          30.6   
8880        0.3        10.3     comm         6.0          6.0          30.6   
8881        0.3        10.3     comm         6.0          6.0          30.6   
8882        0.3        10.3     comm         6.0          6.0          30.6   
8883        0.3        10.3     comm         6.0          6.0          30.6   

      linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
8879         0.00103          0.00203              1.0             0.00153  
8880         0.00103          0.00203              1.0             0.00153  
8881         0.00103          0.00203              1.0             0.00153  
8882         0.00103          0.00203              1.0             0.00153  
8883         0.00103          0.00203              1.0             0.00153  
---
PH
     assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
9445  @AGPIN1      PHS           PHP           PH        1.0         1.0   
9446  @ASIAN7      PHS           PHP           PH        1.0         1.0   
9447  @APCGR1      PHS           PHP           PH        1.0         1.0   
9448  @ABSCB1      PHS           PHP           PH        1.0         1.0   
9449  @ABACU9      PHS           PHP           PH        1.0         1.0   

      buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
9445        3.0        63.0                 10.0         10.0          88.0   
9446        3.0        63.0                 10.0         10.0          88.0   
9447        3.0        63.0                 10.0         10.0          88.0   
9448        3.0        63.0                 10.0         10.0          88.0   
9449        3.0        63.0                 10.0         10.0          88.0   

      linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
9445          0.0014           0.0074              1.0              0.0044  
9446          0.0014           0.0074              1.0              0.0044  
9447          0.0014           0.0074              1.0              0.0044  
9448          0.0014           0.0074              1.0              0.0044  
9449          0.0014           0.0074              1.0              0.0044  
---
AU
     assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
9661  @ARBCO1      ASX           AUD           AU        0.0         0.0   
9662  @ADELA4      ASX           AUD           AU        0.0         0.0   
9663  @ALIQU1      ASX           AUD           AU        0.0         0.0   
9664  @CAPRA1      ASX           AUD           AU        0.0         0.0   
9665  @ALKAN2      ASX           AUD           AU        0.0         0.0   

      buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
9661        0.0         0.0     comm        2.25         2.25           4.5   
9662        0.0         0.0     comm        2.25         2.25           4.5   
9663        0.0         0.0     comm        2.25         2.25           4.5   
9664        0.0         0.0     comm        2.25         2.25           4.5   
9665        0.0         0.0     comm        2.25         2.25           4.5   

      linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
9661        0.000225         0.000225              1.0            0.000225  
9662        0.000225         0.000225              1.0            0.000225  
9663        0.000225         0.000225              1.0            0.000225  
9664        0.000225         0.000225              1.0            0.000225  
9665        0.000225         0.000225              1.0            0.000225  
---
IN
        assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
10532    @ABANL1      NSE           INR           IN        0.0         0.0   
10533    @AHMED1      NSE           INR           IN        0.0         0.0   
10534   @AEGIS12      NSE           INR           IN        0.0         0.0   
10535    @ALKYL1      NSE           INR           IN        0.0         0.0   
10536  @BAYER103      NSE           INR           IN        0.0         0.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
10532        0.0         0.0     comm         5.0          5.0          10.0   
10533        0.0         0.0     comm         5.0          5.0          10.0   
10534        0.0         0.0     comm         5.0          5.0          10.0   
10535        0.0         0.0     comm         5.0          5.0          10.0   
10536        0.0         0.0     comm         5.0          5.0          10.0   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
10532          0.0005           0.0005              1.0              0.0005  
10533          0.0005           0.0005              1.0              0.0005  
10534          0.0005           0.0005              1.0              0.0005  
10535          0.0005           0.0005              1.0              0.0005  
10536          0.0005           0.0005              1.0              0.0005  
---
NZ
       assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
12399   @RESTA2      NZE           NZD           NZ        0.0         0.0   
12400  @SCOTT22      NZE           NZD           NZ        0.0         0.0   
12401   @HALLE6      NZE           NZD           NZ        0.0         0.0   
12402   @AMPNZ1      NZE           NZD           NZ        0.0         0.0   
12403   @CONTA3      NZE           NZD           NZ        0.0         0.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
12399        0.0         0.0                  3.0          3.0           6.0   
12400        0.0         0.0                  3.0          3.0           6.0   
12401        0.0         0.0                  3.0          3.0           6.0   
12402        0.0         0.0                  3.0          3.0           6.0   
12403        0.0         0.0                  3.0          3.0           6.0   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
12399          0.0003           0.0003              1.0              0.0003  
12400          0.0003           0.0003              1.0              0.0003  
12401          0.0003           0.0003              1.0              0.0003  
12402          0.0003           0.0003              1.0              0.0003  
12403          0.0003           0.0003              1.0              0.0003  
---
SG
       assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
12476   @ACMAL1      SES           SGD           SG        4.0         4.0   
12477   @ASIAF1      SES           SGD           SG        4.0         4.0   
12478   @AMARA1      SES           SGD           SG        4.0         4.0   
12479  @SINGA31      SES           SGD           SG        4.0         4.0   
12480   @BBRHO1      SES           SGD           SG        4.0         4.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
12476        0.0         0.0     comm        2.75         2.75          13.5   
12477        0.0         0.0     comm        2.75         2.75          13.5   
12478        0.0         0.0     comm        2.75         2.75          13.5   
12479        0.0         0.0     comm        2.75         2.75          13.5   
12480        0.0         0.0     comm        2.75         2.75          13.5   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
12476        0.000675         0.000675              1.0            0.000675  
12477        0.000675         0.000675              1.0            0.000675  
12478        0.000675         0.000675              1.0            0.000675  
12479        0.000675         0.000675              1.0            0.000675  
12480        0.000675         0.000675              1.0            0.000675  
---
KR
       assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
12740   @ACEBE1      KOS           KRW           KR        0.0         0.0   
12741   @WONPU1      KOS           KRW           KR        0.0         0.0   
12742   @EYEVI1      KOS           KRW           KR        0.0         0.0   
12743   @PROCH4      KOS           KRW           KR        0.0         0.0   
12744  @PARAD11      KOS           KRW           KR        0.0         0.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
12740        0.0        30.0     comm        2.75         2.75          35.5   
12741        0.0        30.0     comm        2.75         2.75          35.5   
12742        0.0        30.0     comm        2.75         2.75          35.5   
12743        0.0        30.0     comm        2.75         2.75          35.5   
12744        0.0        30.0     comm        2.75         2.75          35.5   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
12740        0.000275         0.003275              1.0            0.001775  
12741        0.000275         0.003275              1.0            0.001775  
12742        0.000275         0.003275              1.0            0.001775  
12743        0.000275         0.003275              1.0            0.001775  
12744        0.000275         0.003275              1.0            0.001775  (prod:  17568 ) 2024-08-23 14:46:23 [INFO] Writing [19515] [/signal/signal08/prod/2024/0823/tcost_linear_cost_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:46:25 [INFO] Writing [46282] [/signal/signal08/prod/2024/0823/shares_outstanding_latest_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:46:42 [INFO] Writing [31200] [/signal/signal08/prod/2024/0823/fiscal_meta_frame_20240823_global.plz4]...

---
JP
      assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
14999  @ASIAS3      TKS           JPY           JP        0.0         0.0   
15000  @KAKIY1      TKS           JPY           JP        0.0         0.0   
15001  @AGROK3      TKS           JPY           JP        0.0         0.0   
15002  @AICAK1      TKS           JPY           JP        0.0         0.0   
15003  @AICHI1      TKS           JPY           JP        0.0         0.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
14999        0.0         0.0     comm        1.25         1.25           2.5   
15000        0.0         0.0     comm        1.25         1.25           2.5   
15001        0.0         0.0     comm        1.25         1.25           2.5   
15002        0.0         0.0     comm        1.25         1.25           2.5   
15003        0.0         0.0     comm        1.25         1.25           2.5   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
14999        0.000125         0.000125              1.0            0.000125  
15000        0.000125         0.000125              1.0            0.000125  
15001        0.000125         0.000125              1.0            0.000125  
15002        0.000125         0.000125              1.0            0.000125  
15003        0.000125         0.000125              1.0            0.000125  
---
MY
      assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
18288  @AFFIN8      KLS           MYR           MY        3.0         3.0   
18289  @AJINO4      KLS           MYR           MY        3.0         3.0   
18290  @AJIYA1      KLS           MYR           MY        3.0         3.0   
18291  @KOBAY2      KLS           MYR           MY        3.0         3.0   
18292  @YLIHL1      KLS           MYR           MY        3.0         3.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
18288       10.0        10.0     comm         5.0          5.0          36.0   
18289       10.0        10.0     comm         5.0          5.0          36.0   
18290       10.0        10.0     comm         5.0          5.0          36.0   
18291       10.0        10.0     comm         5.0          5.0          36.0   
18292       10.0        10.0     comm         5.0          5.0          36.0   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
18288          0.0018           0.0018              1.0              0.0018  
18289          0.0018           0.0018              1.0              0.0018  
18290          0.0018           0.0018              1.0              0.0018  
18291          0.0018           0.0018              1.0              0.0018  
18292          0.0018           0.0018              1.0              0.0018  
---
TH
      assetKey exchange quoteCurrency quoteCountry  buyFeeBps  sellFeeBps  \
18887  @AIKAC2      BKK           THB           TH        0.0         0.0   
18888  @ALUCO1      BKK           THB           TH        0.0         0.0   
18889  @AMARI4      BKK           THB           TH        0.0         0.0   
18890  @AMARI6      BKK           THB           TH        0.0         0.0   
18891  @ASIAF3      BKK           THB           TH        0.0         0.0   

       buyTaxBps  sellTaxBps category  buyCommBps  sellCommBps  roundTripBps  \
18887        0.0         0.0     comm         5.0          5.0          10.0   
18888        0.0         0.0     comm         5.0          5.0          10.0   
18889        0.0         0.0     comm         5.0          5.0          10.0   
18890        0.0         0.0     comm         5.0          5.0          10.0   
18891        0.0         0.0     comm         5.0          5.0          10.0   

       linearBuyCoeff  linearSellCoeff  ticketChargeUSD  linearAverageCoeff  
18887          0.0005           0.0005              1.0              0.0005  
18888          0.0005           0.0005              1.0              0.0005  
18889          0.0005           0.0005              1.0              0.0005  
18890          0.0005           0.0005              1.0              0.0005  
18891          0.0005           0.0005              1.0              0.0005  
---
(prod:  17568 ) 2024-08-23 14:46:42 [INFO] 
(prod:  17568 ) 2024-08-23 14:46:42 [INFO] Updating signal depth 2 / 45
(prod:  17568 ) 2024-08-23 14:46:42 [INFO] 
(prod:  17568 ) 2024-08-23 14:46:42 [INFO]  SELECT a.* FROM vw_Ds2Pricing AS a     INNER JOIN model_universe AS b ON b.ID = a.assetKey WHERE a.tradeDate BETWEEN '2024-08-23' AND '2024-08-23'     AND a.priceClose IS NOT NULL
(prod:  17568 ) 2024-08-23 14:46:43 [INFO] Writing [157] [/signal/signal08/prod/2024/0823/fx_returns_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:46:50 [INFO] Writing [23110] [/signal/signal08/prod/2024/0823/price_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:47:01 [INFO] Writing [30660] [/signal/signal08/prod/2024/0823/total_return_volatility_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:47:02 [INFO] 
(prod:  17568 ) 2024-08-23 14:47:02 [INFO] Updating signal depth 3 / 45
(prod:  17568 ) 2024-08-23 14:47:02 [INFO] 
(prod:  17568 ) 2024-08-23 14:47:02 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:47:02 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:47:02 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:47:03 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:47:03 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_deposits_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:47:03 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_deposits_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:47:03 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_net_loans_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:47:03 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_deposits_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:47:04 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_gross_loans_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:47:04 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_gross_loans_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:47:05 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_net_loans_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:47:06 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_gross_loans_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:47:18 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_operating_cashflow_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:47:23 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_operating_cashflow_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:47:24 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_capital_expenditure_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:47:31 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_capital_expenditure_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:47:34 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_net_loans_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:47:39 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_revenue_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:47:39 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_revenue_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:47:40 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_loan_loss_allowance_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:47:41 [INFO] Writing [29847] [/signal/signal08/prod/2024/0823/auxiliary_returns_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:47:42 [INFO] Writing [29115] [/signal/signal08/prod/2024/0823/parkinson_volatility_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:47:44 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_operating_income_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:48:00 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_equity_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:48:04 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_operating_cashflow_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:48:04 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_equity_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:48:11 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_mnty_bs_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:48:12 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_operating_income_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:48:29 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_assets_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:48:33 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_equity_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:48:33 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_assets_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:48:35 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_assets_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:48:46 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_mnty_bs_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:48:47 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_mnty_bs_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:48:48 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_loan_loss_allowance_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:48:49 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_loan_loss_allowance_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:48:50 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_capital_expenditure_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:04 [INFO] Writing [30047] [/signal/signal08/prod/2024/0823/adv_usdm_60D_median_dxy_adj_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:04 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_operating_income_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:08 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_revenue_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:11 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_amtz_dpac_is_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:11 [INFO] Writing [29532] [/signal/signal08/prod/2024/0823/weekly_median_mktcap_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:14 [INFO] Writing [32225] [/signal/signal08/prod/2024/0823/price_frame_latest_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:17 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_ebitda_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:18 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_inventory_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:19 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_inventory_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:36 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_ebitda_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:37 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_st_borrowings_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:39 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_curr_lt_debts_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:43 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_non_performing_loans_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:44 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_st_borrowings_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:47 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_non_performing_loans_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:48 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_non_performing_loans_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:49 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_insu_reserves_cf_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:49 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_insu_reserves_cf_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:50 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_curr_lt_debts_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:50 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_amtz_dpac_is_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:51 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_insu_reserves_cf_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:52 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_amtz_dpac_is_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:49:53 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_curr_lt_debts_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:50:00 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_st_borrowings_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:50:05 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_effective_taxrate_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:50:07 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_effective_taxrate_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:50:11 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_inventory_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:50:24 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_effective_taxrate_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:50:25 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_net_income_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:50:26 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_cash_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:50:35 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_mnty_is_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:50:37 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_mnty_is_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:50:44 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_net_income_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:50:44 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_mnty_is_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:50:50 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_net_income_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:50:54 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_sgna_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:50:54 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_amtz_dpac_cf_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:51:05 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_sgna_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:51:06 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_amtz_dpac_cf_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:51:07 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_amtz_dpac_cf_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:51:09 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_ebitda_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:51:11 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_cash_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:51:11 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_cash_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:51:28 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_sgna_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:51:29 [INFO] 
(prod:  17568 ) 2024-08-23 14:51:29 [INFO] Updating signal depth 4 / 45
(prod:  17568 ) 2024-08-23 14:51:29 [INFO] 
(prod:  17568 ) 2024-08-23 14:51:30 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:51:32 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_bank_income_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:51:35 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:51:35 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_bank_income_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:51:36 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:51:39 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:52:01 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_interest_expense_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:52:07 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_payables_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:52:11 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_adv_expense_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:52:21 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_interest_expense_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:52:24 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_rnd_expense_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:52:24 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_rnd_expense_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:52:29 [INFO] Writing [935] [/signal/signal08/prod/2024/0823/bank_car_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:52:30 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_adv_expense_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:52:33 [INFO] Writing [861] [/signal/signal08/prod/2024/0823/bank_t1cr_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:52:33 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_bank_income_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:52:33 [INFO] Writing [29307] [/signal/signal08/prod/2024/0823/weekly_dilution_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:52:36 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_interest_expense_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:52:52 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_rnd_expense_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:53:16 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_payables_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:53:18 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_receivables_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:53:18 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_receivables_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:53:27 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_adv_expense_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:53:43 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_receivables_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:53:59 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_payables_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:53:59 [INFO] 
(prod:  17568 ) 2024-08-23 14:53:59 [INFO] Updating signal depth 5 / 45
(prod:  17568 ) 2024-08-23 14:53:59 [INFO] 
(prod:  17568 ) 2024-08-23 14:54:01 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_net_income_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:54:05 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_net_income_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:54:12 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_net_income_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:54:19 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:54:22 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:54:27 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_gross_profit_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:54:27 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:54:40 [INFO] Writing [11404] [/signal/signal08/prod/2024/0823/trading_bcost_multiplier_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:54:58 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 14:55:40 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_dna_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:55:41 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_common_equity_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:55:43 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_fin_adj_assets_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:55:48 [INFO] Writing [30988] [/signal/signal08/prod/2024/0823/median_mktcap_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:56:03 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_common_equity_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:56:06 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_fin_adj_assets_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:56:32 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_gross_profit_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:56:45 [INFO] Writing [28111] [/signal/signal08/prod/2024/0823/ebitda_margin_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:56:52 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_fin_adj_assets_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:56:54 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_minority_is_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:56:56 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_minority_bs_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:56:59 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_minority_is_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:57:06 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_minority_is_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:57:16 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_common_equity_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:57:23 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_minority_bs_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:57:27 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_minority_bs_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:57:47 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:57:47 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:58:00 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_dna_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:58:14 [INFO] Writing [46141] [/signal/signal08/prod/2024/0823/consensus_frame_bps_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:58:15 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 14:58:35 [INFO] Writing [34698] [/signal/signal08/prod/2024/0823/consensus_frame_cps_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:58:37 [INFO] Writing [65821] [/signal/signal08/prod/2024/0823/consensus_frame_eps_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:59:06 [INFO] Writing [12934] [/signal/signal08/prod/2024/0823/consensus_frame_tps_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 14:59:43 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_dna_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:00:12 [INFO] Writing [54366] [/signal/signal08/prod/2024/0823/consensus_frame_dps_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:00:17 [INFO] Writing [892] [/signal/signal08/prod/2024/0823/bank_llpl_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:00:30 [INFO] Writing [19151] [/signal/signal08/prod/2024/0823/op_volatility_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:00:35 [INFO] Writing [873] [/signal/signal08/prod/2024/0823/bank_npl_ratio_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:00:47 [INFO] Writing [26799] [/signal/signal08/prod/2024/0823/capex_growth_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:00:57 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_debt_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:01:10 [INFO] Writing [27150] [/signal/signal08/prod/2024/0823/sgna_growth_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:01:20 [INFO] Writing [31145] [/signal/signal08/prod/2024/0823/fiscal_total_assets_frame_current_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:01:24 [INFO] Writing [872] [/signal/signal08/prod/2024/0823/bank_npl_coverage_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:01:26 [INFO] Writing [24414] [/signal/signal08/prod/2024/0823/ebitda_margin_mom_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:01:36 [INFO] Writing [30642] [/signal/signal08/prod/2024/0823/bp_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:01:41 [INFO] Writing [29850] [/signal/signal08/prod/2024/0823/asset_growth_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:02:16 [INFO] Writing [18979] [/signal/signal08/prod/2024/0823/inventory_to_sales_vol_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:02:44 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_debt_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:02:53 [INFO] Writing [28073] [/signal/signal08/prod/2024/0823/capex_sales_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:02:54 [INFO] Writing [30521] [/signal/signal08/prod/2024/0823/dilution_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:02:58 [INFO] Writing [985] [/signal/signal08/prod/2024/0823/bank_ltd_ratio_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:02:58 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_total_debt_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:03:25 [INFO] Writing [21859] [/signal/signal08/prod/2024/0823/inventory_to_assets_vol_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:03:53 [INFO] Writing [26303] [/signal/signal08/prod/2024/0823/accrual_frame_20240823_global.plz4]...
jwd: signal IO problem /signal/signal08/prod/2024/0823/fiscal_meta_frame_20240823_global.plz4 Compressed file ended before the end-of-stream marker was reached lzis /mnt/nfs/opt/anaconda3/lib/python3.7/site-packages/lz4/__init__.py 3.1.3
(prod:  17568 ) 2024-08-23 15:03:53 [INFO] 
(prod:  17568 ) 2024-08-23 15:03:53 [INFO] Updating signal depth 6 / 45
(prod:  17568 ) 2024-08-23 15:03:53 [INFO] 
(prod:  17568 ) 2024-08-23 15:03:54 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 15:03:58 [INFO] Writing [43659] [/signal/signal08/prod/2024/0823/earnings_frame_bvl_unweighted_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:03:59 [INFO] Writing [142800] [/signal/signal08/prod/2024/0823/earnings_frame_cfo_unweighted_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:04:03 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_adj_cfo_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:04:08 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_net_working_capital_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:04:33 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_net_working_capital_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:04:47 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_sales_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:05:26 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 15:06:28 [INFO] Writing [71277] [/signal/signal08/prod/2024/0823/estchg_frame_tps_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:06:41 [INFO] Writing [15858] [/signal/signal08/prod/2024/0823/consensus_ratio_frame_eps_4W_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:07:04 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_adj_cfo_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:07:04 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 15:07:21 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_net_working_capital_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:07:32 [INFO] Writing [15620] [/signal/signal08/prod/2024/0823/consensus_ratio_frame_eps_13W_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:07:37 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_sales_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:07:38 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 15:07:38 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_sales_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:07:42 [INFO] Writing [12878] [/signal/signal08/prod/2024/0823/tpp_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:07:45 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_adj_cfo_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:08:28 [INFO] Writing [199518] [/signal/signal08/prod/2024/0823/estchg_frame_dps_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:09:04 [INFO] Writing [302332] [/signal/signal08/prod/2024/0823/estchg_frame_eps_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:09:45 [INFO] Writing [25789] [/signal/signal08/prod/2024/0823/interest_coverage_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:09:47 [INFO] Adding item [stock_connect_status_master_frame:global]
(prod:  17568 ) 2024-08-23 15:09:47 [INFO] Writing [19248] [/signal/signal08/prod/2024/0823/univwt_frame_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:10:05 [INFO] Writing [10597] [/signal/signal08/prod/2024/0823/cf_surprise_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:10:23 [INFO] Writing [138043] [/signal/signal08/prod/2024/0823/estchg_frame_bps_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:10:33 [INFO] Writing [83343] [/signal/signal08/prod/2024/0823/estchg_frame_cps_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:10:34 [INFO] 
(prod:  17568 ) 2024-08-23 15:10:34 [INFO] Updating signal depth 7 / 45
(prod:  17568 ) 2024-08-23 15:10:34 [INFO] 
(prod:  17568 ) 2024-08-23 15:10:35 [INFO] Writing [11842] [/signal/signal08/prod/2024/0823/revision_frame_tps_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:10:37 [INFO] Writing [10796] [/signal/signal08/prod/2024/0823/revision_frame_bps_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:10:37 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 15:10:37 [INFO] Writing [8358] [/signal/signal08/prod/2024/0823/revision_frame_cps_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:10:40 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_ppi_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:10:40 [INFO] Writing [15309] [/signal/signal08/prod/2024/0823/revision_frame_eps_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:10:40 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 15:10:41 [INFO] Writing [13074] [/signal/signal08/prod/2024/0823/revision_frame_dps_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:10:46 [INFO] Writing [150993] [/signal/signal08/prod/2024/0823/earnings_frame_net_unweighted_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:10:48 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_ppi_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:10:49 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 15:10:51 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_noplat_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:10:56 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_noplat_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:11:04 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_ppi_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:11:18 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_noplat_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:11:24 [INFO] Writing [891] [/signal/signal08/prod/2024/0823/bank_llpa_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:11:26 [INFO] Writing [27584] [/signal/signal08/prod/2024/0823/interest_expense_book_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:11:27 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 15:11:33 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_fin_adj_equity_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:11:34 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_fin_adj_equity_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:11:55 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_fcf_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:12:11 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_gross_profit_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:12:32 [INFO] Writing [30623] [/signal/signal08/prod/2024/0823/extended_mktcap_usdm_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:12:43 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_fcf_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:12:45 [INFO] Writing [26549] [/signal/signal08/prod/2024/0823/capex_gp_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:12:45 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_fcf_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:12:53 [INFO] Writing [24974] [/signal/signal08/prod/2024/0823/gross_profit_margin_mom_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:12:54 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_fin_adj_equity_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:12:55 [INFO] 
(prod:  17568 ) 2024-08-23 15:12:55 [INFO] Updating signal depth 8 / 45
(prod:  17568 ) 2024-08-23 15:12:55 [INFO] 
(prod:  17568 ) 2024-08-23 15:12:57 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 15:13:02 [INFO] Writing [19268] [/signal/signal08/prod/2024/0823/tcost_model_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:13:11 [INFO] Writing [30731] [/signal/signal08/prod/2024/0823/fiscal_sales_frame_current_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:13:12 [INFO] Writing [142705] [/signal/signal08/prod/2024/0823/earnings_frame_adj_cfo_unweighted_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:13:13 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 15:13:24 [INFO] Writing [1310] [/signal/signal08/prod/2024/0823/fncl_atp_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:13:26 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 15:13:28 [INFO] Writing [20010] [/signal/signal08/prod/2024/0823/intp_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:13:35 [INFO] Writing [181407] [/signal/signal08/prod/2024/0823/earnings_frame_div_unweighted_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:13:45 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_operating_cash_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:14:00 [INFO] Writing [27687] [/signal/signal08/prod/2024/0823/sales_growth_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:14:02 [INFO] Writing [949] [/signal/signal08/prod/2024/0823/bank_depp_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:14:05 [INFO] Writing [29494] [/signal/signal08/prod/2024/0823/net_profit_margin_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:14:07 [INFO] Writing [28593] [/signal/signal08/prod/2024/0823/operating_profit_margin_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:14:16 [INFO] Writing [5665] [/signal/signal08/prod/2024/0823/weighted_cf_surprise_frame_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:14:46 [INFO] Writing [24861] [/signal/signal08/prod/2024/0823/operating_profit_margin_mom_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:14:48 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 15:14:48 [INFO] Writing [49216] [/signal/signal08/prod/2024/0823/consensus_frame_nav_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:14:50 [INFO] Writing [21767] [/signal/signal08/prod/2024/0823/nwcs_vol_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:14:50 [INFO] Writing [28266] [/signal/signal08/prod/2024/0823/asset_turnover_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:14:56 [INFO] Writing [30806] [/signal/signal08/prod/2024/0823/fiscal_year_fraction_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:15:03 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_operating_cash_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:15:27 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_operating_cash_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:15:27 [INFO] Writing [23971] [/signal/signal08/prod/2024/0823/nwcs_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:15:29 [INFO] Writing [25717] [/signal/signal08/prod/2024/0823/net_profit_margin_mom_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:15:30 [INFO] 
(prod:  17568 ) 2024-08-23 15:15:30 [INFO] Updating signal depth 9 / 45
(prod:  17568 ) 2024-08-23 15:15:30 [INFO] 
(prod:  17568 ) 2024-08-23 15:15:30 [INFO] Writing [7249] [/signal/signal08/prod/2024/0823/revision_score_frame_dps_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:15:31 [INFO] Writing [115699] [/signal/signal08/prod/2024/0823/earnings_frame_adj_cfo_weighted_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:15:31 [INFO] Writing [125043] [/signal/signal08/prod/2024/0823/earnings_frame_net_weighted_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:15:31 [INFO] Writing [115765] [/signal/signal08/prod/2024/0823/earnings_frame_cfo_weighted_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:15:32 [INFO] Writing [153014] [/signal/signal08/prod/2024/0823/earnings_frame_div_weighted_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:15:33 [INFO] Writing [32123] [/signal/signal08/prod/2024/0823/earnings_frame_bvl_weighted_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:15:33 [INFO] Writing [4237] [/signal/signal08/prod/2024/0823/revision_score_frame_cps_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:15:34 [INFO] Writing [45353] [/signal/signal08/prod/2024/0823/earnings_frame_nav_unweighted_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:15:46 [INFO] Writing [874] [/signal/signal08/prod/2024/0823/fncl_roa_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:15:47 [INFO] Writing [13432] [/signal/signal08/prod/2024/0823/divmom_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:15:48 [INFO] Writing [5821] [/signal/signal08/prod/2024/0823/revision_score_frame_bps_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:15:49 [INFO] Writing [8113] [/signal/signal08/prod/2024/0823/revision_score_frame_eps_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:15:50 [INFO] Writing [5168] [/signal/signal08/prod/2024/0823/revision_score_frame_tps_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:16:00 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 15:16:02 [INFO] Writing [1299] [/signal/signal08/prod/2024/0823/fncl_ppip_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:16:09 [INFO] Writing [874] [/signal/signal08/prod/2024/0823/fncl_roe_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:16:11 [INFO] Writing [26272] [/signal/signal08/prod/2024/0823/fcfroa_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:16:13 [INFO] Writing [19634] [/signal/signal08/prod/2024/0823/fcfmom_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:17:58 [INFO] Writing [130320] [/signal/signal08/prod/2024/0823/estchg_frame_nav_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:17:59 [INFO] 
(prod:  17568 ) 2024-08-23 15:17:59 [INFO] Updating signal depth 10 / 45
(prod:  17568 ) 2024-08-23 15:17:59 [INFO] 
(prod:  17568 ) 2024-08-23 15:18:00 [INFO] Writing [8761] [/signal/signal08/prod/2024/0823/blended_earnings_frame_cfo_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:18:00 [INFO] Writing [33455] [/signal/signal08/prod/2024/0823/earnings_frame_nav_weighted_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:18:00 [INFO] Writing [8733] [/signal/signal08/prod/2024/0823/blended_earnings_frame_adj_cfo_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:18:00 [INFO] Writing [15615] [/signal/signal08/prod/2024/0823/blended_earnings_frame_net_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:18:00 [INFO] Writing [13730] [/signal/signal08/prod/2024/0823/blended_earnings_frame_div_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:18:02 [INFO] Writing [10941] [/signal/signal08/prod/2024/0823/revision_frame_nav_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:18:16 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 15:18:16 [INFO] Writing [22235] [/signal/signal08/prod/2024/0823/consensus_frame_opr_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:18:19 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_excess_cash_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:18:20 [INFO] Writing [11444] [/signal/signal08/prod/2024/0823/blended_earnings_frame_bvl_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:18:21 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_excess_cash_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:18:27 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_excess_cash_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:18:55 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 15:18:55 [INFO] Writing [62000] [/signal/signal08/prod/2024/0823/consensus_frame_pre_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:19:03 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 15:19:03 [INFO] Writing [67270] [/signal/signal08/prod/2024/0823/consensus_frame_sal_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:19:06 [INFO] Writing [53261] [/signal/signal08/prod/2024/0823/consensus_frame_ebt_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:19:10 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 15:19:11 [INFO] Writing [55538] [/signal/signal08/prod/2024/0823/consensus_frame_eda_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:19:11 [INFO] 
(prod:  17568 ) 2024-08-23 15:19:11 [INFO] Updating signal depth 11 / 45
(prod:  17568 ) 2024-08-23 15:19:11 [INFO] 
(prod:  17568 ) 2024-08-23 15:19:13 [INFO] Writing [15615] [/signal/signal08/prod/2024/0823/nip_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:19:13 [INFO] Writing [29843] [/signal/signal08/prod/2024/0823/logretw_reversal_4W_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:19:14 [INFO] Writing [19248] [/signal/signal08/prod/2024/0823/trading_default_pb_cost_frame_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:19:15 [INFO] Writing [29835] [/signal/signal08/prod/2024/0823/logretd_reversal_5D_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:19:16 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 15:19:17 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 15:19:20 [INFO] Writing [170241] [/signal/signal08/prod/2024/0823/earnings_frame_sal_unweighted_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:19:21 [INFO] Writing [136872] [/signal/signal08/prod/2024/0823/earnings_frame_eda_unweighted_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:19:22 [INFO] Writing [11444] [/signal/signal08/prod/2024/0823/forward_bp_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:19:23 [INFO] Writing [15379] [/signal/signal08/prod/2024/0823/consensus_ratio_frame_pre_4W_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:19:33 [INFO] Writing [15104] [/signal/signal08/prod/2024/0823/consensus_ratio_frame_pre_13W_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:20:05 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 15:20:06 [INFO] Writing [13708] [/signal/signal08/prod/2024/0823/dividend_to_book_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:20:14 [INFO] Writing [30217] [/signal/signal08/prod/2024/0823/logretw_mom_52W_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:20:15 [INFO] Writing [8749] [/signal/signal08/prod/2024/0823/cfp_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:20:16 [INFO] Writing [5275] [/signal/signal08/prod/2024/0823/revision_score_frame_nav_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:20:18 [INFO] Writing [13730] [/signal/signal08/prod/2024/0823/dp_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:20:18 [INFO] Writing [11797] [/signal/signal08/prod/2024/0823/blended_earnings_frame_nav_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:20:19 [INFO] Writing [167002] [/signal/signal08/prod/2024/0823/earnings_frame_pre_unweighted_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:20:28 [INFO] Writing [12344] [/signal/signal08/prod/2024/0823/sales_completion_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:22:15 [INFO] Writing [232035] [/signal/signal08/prod/2024/0823/estchg_frame_ebt_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:22:18 [INFO] Writing [251574] [/signal/signal08/prod/2024/0823/estchg_frame_pre_20240823_global.plz4]...
dch::SignalDefinition_trading_default_pb_cost_frame.compute :: result
      assetKey    univwt  ... size_MICRO longFinancingCost
0      @AAAAA1  0.272813  ...       1.00           0.00900
1      @AACAC1  1.000000  ...       0.00           0.00375
2      @AADHA1  0.995468  ...       0.18           0.01000
3      @AAEON2  0.439614  ...       0.99           0.00475
4      @AAIND1  0.000000  ...       1.00           0.00775
...        ...       ...  ...        ...               ...
19243  @ZYLOT2  0.000000  ...       1.00           0.00350
19244  @ZYLOX1  0.000000  ...       0.98           0.00375
19245  @ZYNPC1  0.000000  ...       0.11           0.00775
19246  @ZYXEL1  0.929141  ...       0.05           0.00475
19247  @ZZNOD1  0.000000  ...       1.00           0.00375

[19248 rows x 9 columns]
        assetKey    univwt  ... longFinancingCost baseBCost
0        @AAAAA1  0.272813  ...             0.009  0.120000
1      @ADVAN297  0.000000  ...             0.009  0.120000
2       @ADVAN57  0.000000  ...             0.009  0.120000
3       @ADVEN16  0.000000  ...             0.009  0.120000
4       @AEONC11  0.000000  ...             0.009  0.120000
...          ...       ...  ...               ...       ...
19243    @TURNE4  0.000000  ...             0.004  0.092500
19244    @VECTO6  0.000000  ...             0.004  0.036675
19245   @VISTA20  0.000000  ...             0.004  0.092500
19246    @WAREH5  0.000000  ...             0.004  0.092500
19247   @WELLI12  0.000000  ...             0.004  0.092500

[19248 rows x 10 columns]
(prod:  17568 ) 2024-08-23 15:22:20 [INFO] 
(prod:  17568 ) 2024-08-23 15:22:20 [INFO] Updating signal depth 12 / 45
(prod:  17568 ) 2024-08-23 15:22:20 [INFO] 
(prod:  17568 ) 2024-08-23 15:22:24 [INFO] Writing [11374] [/signal/signal08/prod/2024/0823/revision_frame_ebt_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:22:25 [INFO] Writing [14703] [/signal/signal08/prod/2024/0823/revision_frame_pre_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:22:32 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_noa_frame_A_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:22:33 [INFO] Writing [112496] [/signal/signal08/prod/2024/0823/earnings_frame_eda_weighted_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:22:33 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_noa_frame_S_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:22:34 [INFO] Writing [142051] [/signal/signal08/prod/2024/0823/earnings_frame_sal_weighted_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:22:34 [INFO] Writing [138850] [/signal/signal08/prod/2024/0823/earnings_frame_pre_weighted_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:22:36 [INFO] Writing [11797] [/signal/signal08/prod/2024/0823/forward_navp_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:22:40 [INFO] Writing [22207] [/signal/signal08/prod/2024/0823/trading_bcost_backfilled_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:22:43 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 15:22:43 [INFO] Writing [27932] [/signal/signal08/prod/2024/0823/ev_usdm_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:22:48 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/fiscal_noa_frame_Q_delta_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:22:49 [INFO] 
(prod:  17568 ) 2024-08-23 15:22:49 [INFO] Updating signal depth 13 / 45
(prod:  17568 ) 2024-08-23 15:22:49 [INFO] 
(prod:  17568 ) 2024-08-23 15:22:50 [INFO] Writing [7952] [/signal/signal08/prod/2024/0823/revision_score_frame_pre_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:22:50 [INFO] Writing [19248] [/signal/signal08/prod/2024/0823/trading_position_bounds_frame_20240823_strat_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:22:51 [INFO] Writing [15306] [/signal/signal08/prod/2024/0823/blended_earnings_frame_pre_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:22:52 [INFO] Writing [8506] [/signal/signal08/prod/2024/0823/cfoev_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:23:03 [INFO] Writing [34774] [/signal/signal08/prod/2024/0823/linked_price_mom_52W_frame_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:23:03 [INFO] Writing [12253] [/signal/signal08/prod/2024/0823/blended_earnings_frame_eda_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:23:04 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 15:23:05 [INFO] Writing [25215] [/signal/signal08/prod/2024/0823/fcfev_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:23:07 [INFO] Writing [11022] [/signal/signal08/prod/2024/0823/salgev_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:23:15 [INFO] Writing [14562] [/signal/signal08/prod/2024/0823/consensus_ratio_frame_sal_4W_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:23:21 [INFO] Writing [27589] [/signal/signal08/prod/2024/0823/trailing_ebitdaev_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:23:26 [INFO] Writing [8477] [/signal/signal08/prod/2024/0823/consensus_ratio_frame_cps_13W_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:23:35 [INFO] Writing [14331] [/signal/signal08/prod/2024/0823/consensus_ratio_frame_sal_13W_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:23:36 [INFO] Writing [26878] [/signal/signal08/prod/2024/0823/gpev_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:23:44 [INFO] Writing [8607] [/signal/signal08/prod/2024/0823/consensus_ratio_frame_cps_4W_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:23:47 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 15:23:48 [INFO] Writing [23713] [/signal/signal08/prod/2024/0823/normeev_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:23:50 [INFO] Writing [11396] [/signal/signal08/prod/2024/0823/pregp_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:23:50 [INFO] Writing [15707] [/signal/signal08/prod/2024/0823/blended_earnings_frame_sal_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:23:51 [INFO] Writing [4542] [/signal/signal08/prod/2024/0823/revision_score_frame_ebt_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:25:28 [INFO] Writing [50000] [/signal/signal08/prod/2024/0823/estchg_frame_opr_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:25:55 [INFO] Writing [228996] [/signal/signal08/prod/2024/0823/estchg_frame_eda_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:26:32 [INFO] Writing [276432] [/signal/signal08/prod/2024/0823/estchg_frame_sal_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:26:34 [INFO] 
(prod:  17568 ) 2024-08-23 15:26:34 [INFO] Updating signal depth 14 / 45
(prod:  17568 ) 2024-08-23 15:26:34 [INFO] 
(prod:  17568 ) 2024-08-23 15:26:35 [INFO] Writing [5909] [/signal/signal08/prod/2024/0823/revision_frame_opr_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:26:35 [INFO] Writing [14500] [/signal/signal08/prod/2024/0823/sev_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:26:35 [INFO] Writing [11766] [/signal/signal08/prod/2024/0823/ebitdaev_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:26:37 [INFO] Writing [15281] [/signal/signal08/prod/2024/0823/ep_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:26:44 [INFO] Adding item [exchange_rates_master_monthly_frame:global]
(prod:  17568 ) 2024-08-23 15:26:46 [INFO] Writing [27911] [/signal/signal08/prod/2024/0823/noaev_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:26:51 [INFO] Writing [13978] [/signal/signal08/prod/2024/0823/revision_frame_sal_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:27:16 [INFO] Writing [25927] [/signal/signal08/prod/2024/0823/noa_chg_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:27:19 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/regression_design_mcisb_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:22 [INFO] Writing [11483] [/signal/signal08/prod/2024/0823/revision_frame_eda_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:27:23 [INFO] Writing [5392] [/signal/signal08/prod/2024/0823/composite_cratio_frame_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:25 [INFO] Writing [26459] [/signal/signal08/prod/2024/0823/cfrnoa_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:27:27 [INFO] Writing [26226] [/signal/signal08/prod/2024/0823/rnoa_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:27:32 [INFO] Writing [20938] [/signal/signal08/prod/2024/0823/cf_volatility_frame_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:27:32 [INFO] 
(prod:  17568 ) 2024-08-23 15:27:32 [INFO] Updating signal depth 15 / 45
(prod:  17568 ) 2024-08-23 15:27:32 [INFO] 
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable country_SG
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable country_NZ
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable country_PH
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable country_HK
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable country_IN
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_renewable_energy
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_specialty_reatil
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_aerospace_defense
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_homebuilding_building_products
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_machinery
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_healthcare_providers_services
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_passenger_transportation
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_oil_gas_equipment_services
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_food_drug_retail
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_household_products_services
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_paper_forestry
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_construction_engineering
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_household_goods
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_containers_packaging
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_computers_phones_household_electronics
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_industrial_distribution
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_metals_mining
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_textiles_apparel
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_software_it_services
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_construction_materials
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_coal
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_leisure_products
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_water_utilities
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_investment_services
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_automobile
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_communications_equipment
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_biotechnology
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_pharmaceuticals
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_healthcare_equipment_supplies
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_diversified_retail
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_electronic_equipment
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_hotels_entertainment
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_semiconductors
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_transportation_infrastructure
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_freight_logistics
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_telecommunications_serices
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_fintech
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_media_publishing
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_multiline_utilities
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_oil_gas
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_beverages
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_commercial_services_supplies
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_chemicals
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_food_tobacco
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_office_equipment
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_consumer_goods_conglomerates
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_integrated_hardware_software
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_natural_gas_utilities
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_electric_utilities_ipps
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Found [10] outliers in [174] observations
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/bank_llpa_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:33 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:34 [INFO] Found [313] outliers in [5979] observations
(prod:  17568 ) 2024-08-23 15:27:34 [INFO] Found [353] outliers in [7475] observations
(prod:  17568 ) 2024-08-23 15:27:34 [INFO] Found [394] outliers in [6742] observations
(prod:  17568 ) 2024-08-23 15:27:34 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:34 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:34 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:35 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/nwcs_vol_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:35 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/logretw_reversal_4W_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:35 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/fcfroa_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:36 [INFO] Found [418] outliers in [6462] observations
(prod:  17568 ) 2024-08-23 15:27:36 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:36 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:36 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:36 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:36 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:36 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:36 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/operating_profit_margin_mom_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:36 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:37 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:37 [INFO] Found [271] outliers in [4862] observations
(prod:  17568 ) 2024-08-23 15:27:37 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:37 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:37 [INFO] Found [287] outliers in [5129] observations
(prod:  17568 ) 2024-08-23 15:27:37 [INFO] Writing [7692] [/signal/signal08/prod/2024/0823/revision_score_frame_sal_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:38 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/op_volatility_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:38 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/dividend_to_book_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:38 [INFO] Found [367] outliers in [6829] observations
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable country_SG
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable country_NZ
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable country_PH
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable country_HK
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_renewable_energy
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_specialty_reatil
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_aerospace_defense
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_homebuilding_building_products
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_machinery
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_healthcare_providers_services
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_passenger_transportation
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_oil_gas_equipment_services
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_food_drug_retail
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_household_products_services
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_paper_forestry
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_construction_engineering
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_household_goods
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_containers_packaging
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_computers_phones_household_electronics
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_industrial_distribution
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_metals_mining
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_textiles_apparel
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_software_it_services
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_construction_materials
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_coal
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_leisure_products
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_water_utilities
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_investment_services
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_automobile
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_communications_equipment
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_biotechnology
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_pharmaceuticals
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_healthcare_equipment_supplies
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_diversified_retail
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_electronic_equipment
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_hotels_entertainment
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_semiconductors
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_transportation_infrastructure
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_freight_logistics
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_telecommunications_serices
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_fintech
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_media_publishing
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_multiline_utilities
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_oil_gas
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_beverages
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_commercial_services_supplies
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_chemicals
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_food_tobacco
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_office_equipment
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_consumer_goods_conglomerates
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_integrated_hardware_software
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_natural_gas_utilities
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_electric_utilities_ipps
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable size_MICRO
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Found [8] outliers in [165] observations
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/accrual_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/bank_t1cr_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Found [367] outliers in [6309] observations
(prod:  17568 ) 2024-08-23 15:27:39 [INFO] Found [273] outliers in [4629] observations
(prod:  17568 ) 2024-08-23 15:27:40 [INFO] Writing [5533] [/signal/signal08/prod/2024/0823/revision_score_frame_eda_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:40 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/forward_bp_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:40 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/ebitda_margin_mom_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:40 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:40 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable country_SG
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable country_NZ
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable country_PH
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable country_HK
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable country_IN
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_renewable_energy
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_specialty_reatil
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_aerospace_defense
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_homebuilding_building_products
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_machinery
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_healthcare_providers_services
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_passenger_transportation
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_oil_gas_equipment_services
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_food_drug_retail
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_household_products_services
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_paper_forestry
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_construction_engineering
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_household_goods
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_containers_packaging
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_computers_phones_household_electronics
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_industrial_distribution
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_metals_mining
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_textiles_apparel
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_software_it_services
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_construction_materials
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_coal
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_leisure_products
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_water_utilities
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_investment_services
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_automobile
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_communications_equipment
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_biotechnology
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_pharmaceuticals
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_healthcare_equipment_supplies
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_diversified_retail
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_electronic_equipment
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_hotels_entertainment
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_semiconductors
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_transportation_infrastructure
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_freight_logistics
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_telecommunications_serices
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_fintech
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_media_publishing
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_multiline_utilities
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_oil_gas
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_beverages
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_commercial_services_supplies
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_chemicals
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_food_tobacco
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_office_equipment
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_consumer_goods_conglomerates
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_integrated_hardware_software
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_natural_gas_utilities
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_electric_utilities_ipps
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Found [10] outliers in [173] observations
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Found [441] outliers in [7402] observations
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/bank_llpl_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:41 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:42 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/bp_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:42 [INFO] Found [408] outliers in [7248] observations
(prod:  17568 ) 2024-08-23 15:27:42 [INFO] Found [382] outliers in [7023] observations
(prod:  17568 ) 2024-08-23 15:27:42 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:42 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:43 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:43 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:43 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:43 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/capex_growth_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:43 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/asset_growth_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:44 [INFO] Found [384] outliers in [7024] observations
(prod:  17568 ) 2024-08-23 15:27:44 [INFO] Found [311] outliers in [7475] observations
(prod:  17568 ) 2024-08-23 15:27:44 [INFO] Writing [5114] [/signal/signal08/prod/2024/0823/revision_score_frame_opr_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:45 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:45 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:45 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 15:27:45 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:45 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:45 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/sales_growth_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:45 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/logretd_reversal_5D_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:45 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:45 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:45 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:46 [INFO] Found [378] outliers in [6203] observations
(prod:  17568 ) 2024-08-23 15:27:46 [INFO] Found [216] outliers in [4183] observations
(prod:  17568 ) 2024-08-23 15:27:46 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:46 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:46 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:46 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:46 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:46 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:46 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/inventory_to_assets_vol_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Found [325] outliers in [6373] observations
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/cf_surprise_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Found [240] outliers in [4355] observations
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable country_SG
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable country_NZ
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable country_PH
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable country_HK
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable country_IN
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_renewable_energy
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_specialty_reatil
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_aerospace_defense
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_homebuilding_building_products
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_machinery
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_healthcare_providers_services
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_passenger_transportation
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_oil_gas_equipment_services
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_food_drug_retail
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_household_products_services
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_paper_forestry
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_construction_engineering
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_household_goods
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_containers_packaging
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_computers_phones_household_electronics
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_industrial_distribution
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_metals_mining
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_textiles_apparel
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_software_it_services
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_construction_materials
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_coal
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_leisure_products
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_water_utilities
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_investment_services
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_automobile
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_communications_equipment
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_biotechnology
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_pharmaceuticals
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_healthcare_equipment_supplies
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_diversified_retail
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_electronic_equipment
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_hotels_entertainment
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_semiconductors
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_transportation_infrastructure
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_freight_logistics
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_telecommunications_serices
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_fintech
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_media_publishing
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_multiline_utilities
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_oil_gas
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_beverages
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_commercial_services_supplies
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_chemicals
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_food_tobacco
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_office_equipment
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_consumer_goods_conglomerates
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_integrated_hardware_software
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_natural_gas_utilities
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:47 [INFO] Removing category  variable ind_electric_utilities_ipps
(prod:  17568 ) 2024-08-23 15:27:48 [INFO] Found [10] outliers in [173] observations
(prod:  17568 ) 2024-08-23 15:27:48 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/fncl_roe_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:48 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/nwcs_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:48 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/tpp_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:49 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:49 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:49 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:49 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:49 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:49 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:49 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:49 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:49 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 15:27:49 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:49 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:49 [INFO] Found [396] outliers in [6597] observations
(prod:  17568 ) 2024-08-23 15:27:49 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:49 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:50 [INFO] Found [441] outliers in [7205] observations
(prod:  17568 ) 2024-08-23 15:27:50 [INFO] Found [384] outliers in [6215] observations
(prod:  17568 ) 2024-08-23 15:27:51 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/gross_profit_margin_mom_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:51 [INFO] Found [433] outliers in [7170] observations
(prod:  17568 ) 2024-08-23 15:27:51 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/dilution_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:51 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/intp_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:51 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/rollup_weights_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/capex_sales_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable country_SG
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable country_NZ
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable country_PH
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable country_HK
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_renewable_energy
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_specialty_reatil
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_aerospace_defense
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_homebuilding_building_products
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_machinery
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_healthcare_providers_services
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_passenger_transportation
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_oil_gas_equipment_services
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_food_drug_retail
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_household_products_services
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_paper_forestry
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_construction_engineering
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_household_goods
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_containers_packaging
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_computers_phones_household_electronics
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_industrial_distribution
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_metals_mining
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_textiles_apparel
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_software_it_services
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_construction_materials
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_coal
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_leisure_products
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_water_utilities
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_investment_services
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_automobile
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_communications_equipment
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_biotechnology
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_pharmaceuticals
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_healthcare_equipment_supplies
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_diversified_retail
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_electronic_equipment
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_hotels_entertainment
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_semiconductors
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_transportation_infrastructure
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_freight_logistics
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_telecommunications_serices
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_fintech
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_media_publishing
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_multiline_utilities
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_oil_gas
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_beverages
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_commercial_services_supplies
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_chemicals
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_food_tobacco
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_office_equipment
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_consumer_goods_conglomerates
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_integrated_hardware_software
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_natural_gas_utilities
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_electric_utilities_ipps
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Found [17] outliers in [210] observations
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/bank_depp_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:52 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:53 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:53 [INFO] Removing category  variable country_NZ
(prod:  17568 ) 2024-08-23 15:27:53 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:53 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:53 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 15:27:53 [INFO] Removing category  variable ind_multiline_utilities
(prod:  17568 ) 2024-08-23 15:27:53 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:53 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:53 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:53 [INFO] Found [426] outliers in [7222] observations
(prod:  17568 ) 2024-08-23 15:27:53 [INFO] Found [303] outliers in [5032] observations
(prod:  17568 ) 2024-08-23 15:27:53 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:53 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:54 [INFO] Found [247] outliers in [4490] observations
(prod:  17568 ) 2024-08-23 15:27:54 [INFO] Found [273] outliers in [4698] observations
(prod:  17568 ) 2024-08-23 15:27:55 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/fcfmom_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:55 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/asset_turnover_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:55 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/sales_completion_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:55 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/divmom_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable country_SG
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable country_NZ
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable country_PH
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable country_HK
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable country_IN
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_renewable_energy
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_specialty_reatil
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_aerospace_defense
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_homebuilding_building_products
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_machinery
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_healthcare_providers_services
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_passenger_transportation
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_oil_gas_equipment_services
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_food_drug_retail
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_household_products_services
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_paper_forestry
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_construction_engineering
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_household_goods
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_containers_packaging
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_computers_phones_household_electronics
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_industrial_distribution
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_metals_mining
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_textiles_apparel
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_software_it_services
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_construction_materials
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_coal
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_leisure_products
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_water_utilities
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_investment_services
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_automobile
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_communications_equipment
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_biotechnology
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_pharmaceuticals
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_healthcare_equipment_supplies
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_diversified_retail
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_electronic_equipment
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_hotels_entertainment
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_semiconductors
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_transportation_infrastructure
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_freight_logistics
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_telecommunications_serices
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_fintech
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_media_publishing
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_multiline_utilities
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_oil_gas
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_beverages
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_commercial_services_supplies
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_chemicals
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_food_tobacco
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_office_equipment
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_consumer_goods_conglomerates
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_integrated_hardware_software
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_natural_gas_utilities
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_electric_utilities_ipps
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Found [9] outliers in [173] observations
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/bank_npl_coverage_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable country_SG
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable country_NZ
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable country_PH
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable country_HK
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable country_TW
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable country_IN
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_renewable_energy
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_specialty_reatil
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_aerospace_defense
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_homebuilding_building_products
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_machinery
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_healthcare_providers_services
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_passenger_transportation
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_oil_gas_equipment_services
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_food_drug_retail
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_household_products_services
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_paper_forestry
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_construction_engineering
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_household_goods
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_containers_packaging
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_computers_phones_household_electronics
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_industrial_distribution
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_metals_mining
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_textiles_apparel
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_software_it_services
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_construction_materials
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_coal
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_leisure_products
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_water_utilities
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_investment_services
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_automobile
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_communications_equipment
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_biotechnology
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_pharmaceuticals
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_healthcare_equipment_supplies
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_diversified_retail
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_electronic_equipment
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_hotels_entertainment
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_semiconductors
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_transportation_infrastructure
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_freight_logistics
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_telecommunications_serices
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_fintech
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_media_publishing
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_multiline_utilities
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_oil_gas
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_beverages
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_commercial_services_supplies
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_chemicals
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_food_tobacco
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_office_equipment
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_consumer_goods_conglomerates
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_integrated_hardware_software
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_natural_gas_utilities
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_electric_utilities_ipps
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Found [10] outliers in [122] observations
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/bank_npl_ratio_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable country_SG
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable country_NZ
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable country_PH
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable country_HK
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_renewable_energy
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_specialty_reatil
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_aerospace_defense
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_homebuilding_building_products
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_machinery
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_healthcare_providers_services
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_passenger_transportation
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_oil_gas_equipment_services
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_food_drug_retail
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_household_products_services
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_paper_forestry
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_construction_engineering
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_household_goods
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_containers_packaging
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_computers_phones_household_electronics
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_industrial_distribution
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_metals_mining
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_textiles_apparel
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_software_it_services
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_construction_materials
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_coal
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_leisure_products
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_water_utilities
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_investment_services
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_automobile
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_communications_equipment
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_biotechnology
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_pharmaceuticals
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_healthcare_equipment_supplies
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_diversified_retail
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_electronic_equipment
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_hotels_entertainment
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_semiconductors
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_transportation_infrastructure
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_freight_logistics
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_telecommunications_serices
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_fintech
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_media_publishing
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_multiline_utilities
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_oil_gas
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_beverages
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_commercial_services_supplies
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_chemicals
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_food_tobacco
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_office_equipment
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_consumer_goods_conglomerates
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_integrated_hardware_software
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_natural_gas_utilities
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_electric_utilities_ipps
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Found [9] outliers in [208] observations
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/bank_ltd_ratio_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:56 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable country_SG
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable country_NZ
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable country_PH
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable country_HK
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable country_IN
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_renewable_energy
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_specialty_reatil
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_aerospace_defense
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_homebuilding_building_products
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_machinery
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_healthcare_providers_services
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_passenger_transportation
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_oil_gas_equipment_services
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_food_drug_retail
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_household_products_services
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_paper_forestry
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_construction_engineering
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_household_goods
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_containers_packaging
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_computers_phones_household_electronics
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_industrial_distribution
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_metals_mining
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_textiles_apparel
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_software_it_services
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_construction_materials
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_coal
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_leisure_products
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_water_utilities
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_investment_services
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_automobile
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_communications_equipment
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_biotechnology
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_pharmaceuticals
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_healthcare_equipment_supplies
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_diversified_retail
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_electronic_equipment
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_hotels_entertainment
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_semiconductors
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_transportation_infrastructure
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_freight_logistics
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_telecommunications_serices
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_fintech
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_media_publishing
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_multiline_utilities
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_oil_gas
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_beverages
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_commercial_services_supplies
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_chemicals
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_food_tobacco
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_office_equipment
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_consumer_goods_conglomerates
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_integrated_hardware_software
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_natural_gas_utilities
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_electric_utilities_ipps
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Found [8] outliers in [172] observations
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Found [408] outliers in [7027] observations
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/fncl_roa_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:57 [INFO] Found [235] outliers in [4724] observations
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable country_SG
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable country_NZ
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable country_PH
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable country_HK
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_renewable_energy
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_specialty_reatil
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_aerospace_defense
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_homebuilding_building_products
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_machinery
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_healthcare_providers_services
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_passenger_transportation
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_oil_gas_equipment_services
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_food_drug_retail
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_household_products_services
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_paper_forestry
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_construction_engineering
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_household_goods
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_containers_packaging
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_computers_phones_household_electronics
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_industrial_distribution
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_metals_mining
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_textiles_apparel
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_software_it_services
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_construction_materials
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_coal
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_leisure_products
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_water_utilities
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_investment_services
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_automobile
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_communications_equipment
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_biotechnology
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_pharmaceuticals
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_healthcare_equipment_supplies
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_diversified_retail
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/capex_gp_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_electronic_equipment
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_hotels_entertainment
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_semiconductors
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_transportation_infrastructure
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_freight_logistics
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_telecommunications_serices
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_fintech
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_media_publishing
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_multiline_utilities
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_oil_gas
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_beverages
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_commercial_services_supplies
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_chemicals
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_food_tobacco
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_office_equipment
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_consumer_goods_conglomerates
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_integrated_hardware_software
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_natural_gas_utilities
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Found [196] outliers in [3497] observations
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Removing category  variable ind_electric_utilities_ipps
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Found [8] outliers in [201] observations
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/bank_car_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:58 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/dp_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:59 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/cfp_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:27:59 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:27:59 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:27:59 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:28:00 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:28:00 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:00 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:00 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:00 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:00 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:00 [INFO] Found [423] outliers in [7071] observations
(prod:  17568 ) 2024-08-23 15:28:00 [INFO] Found [386] outliers in [6564] observations
(prod:  17568 ) 2024-08-23 15:28:01 [INFO] Found [973] outliers in [18768] observations
(prod:  17568 ) 2024-08-23 15:28:01 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/interest_expense_book_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/net_profit_margin_mom_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Found [380] outliers in [6804] observations
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable country_SG
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable country_NZ
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable country_PH
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_renewable_energy
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_specialty_reatil
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_aerospace_defense
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_homebuilding_building_products
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_machinery
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_healthcare_providers_services
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_passenger_transportation
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_oil_gas_equipment_services
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_food_drug_retail
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_household_products_services
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_paper_forestry
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_construction_engineering
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_household_goods
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_containers_packaging
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_computers_phones_household_electronics
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_industrial_distribution
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_metals_mining
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_textiles_apparel
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_software_it_services
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_construction_materials
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_coal
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_leisure_products
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_water_utilities
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_investment_services
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_automobile
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_communications_equipment
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_biotechnology
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_pharmaceuticals
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_healthcare_equipment_supplies
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_diversified_retail
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_electronic_equipment
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_hotels_entertainment
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_semiconductors
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_transportation_infrastructure
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_freight_logistics
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_telecommunications_serices
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_fintech
(prod:  17568 ) 2024-08-23 15:28:02 [INFO] Removing category  variable ind_media_publishing
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Removing category  variable ind_multiline_utilities
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Removing category  variable ind_oil_gas
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Removing category  variable ind_beverages
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Removing category  variable ind_commercial_services_supplies
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Removing category  variable ind_chemicals
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Removing category  variable ind_food_tobacco
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Removing category  variable ind_office_equipment
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Removing category  variable ind_consumer_goods_conglomerates
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Removing category  variable ind_integrated_hardware_software
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Removing category  variable ind_natural_gas_utilities
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Removing category  variable ind_electric_utilities_ipps
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Found [14] outliers in [265] observations
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/sgna_growth_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/fncl_atp_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:28:03 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:04 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/resretw_regression_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:04 [INFO] Found [328] outliers in [5664] observations
(prod:  17568 ) 2024-08-23 15:28:05 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:05 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/inventory_to_sales_vol_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:05 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:28:05 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:05 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:05 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:28:05 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:28:05 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:05 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:05 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:28:05 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:28:05 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:05 [INFO] Found [418] outliers in [7292] observations
(prod:  17568 ) 2024-08-23 15:28:05 [INFO] Found [375] outliers in [6792] observations
(prod:  17568 ) 2024-08-23 15:28:06 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:06 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:06 [INFO] Found [425] outliers in [7108] observations
(prod:  17568 ) 2024-08-23 15:28:06 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/net_profit_margin_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:06 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/interest_coverage_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:07 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/operating_profit_margin_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:07 [INFO] Found [464] outliers in [7424] observations
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/logretw_mom_52W_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable country_SG
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable country_NZ
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable country_PH
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_renewable_energy
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_specialty_reatil
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_aerospace_defense
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_homebuilding_building_products
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_machinery
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_healthcare_providers_services
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_passenger_transportation
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_oil_gas_equipment_services
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_food_drug_retail
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_household_products_services
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_paper_forestry
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_construction_engineering
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_household_goods
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_containers_packaging
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_computers_phones_household_electronics
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_industrial_distribution
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_metals_mining
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_textiles_apparel
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_software_it_services
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_construction_materials
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_coal
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_leisure_products
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_water_utilities
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_investment_services
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_automobile
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_communications_equipment
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_real_estate_operations
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_biotechnology
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_pharmaceuticals
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_healthcare_equipment_supplies
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_diversified_retail
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_electronic_equipment
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_hotels_entertainment
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_semiconductors
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_transportation_infrastructure
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_freight_logistics
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_telecommunications_serices
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_fintech
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_media_publishing
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_multiline_utilities
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_oil_gas
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_beverages
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_commercial_services_supplies
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_chemicals
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_food_tobacco
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_office_equipment
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_consumer_goods_conglomerates
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_integrated_hardware_software
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_natural_gas_utilities
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Removing category  variable ind_electric_utilities_ipps
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Found [13] outliers in [269] observations
(prod:  17568 ) 2024-08-23 15:28:08 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/fncl_ppip_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:09 [INFO] Found [466] outliers in [7424] observations
(prod:  17568 ) 2024-08-23 15:28:09 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:09 [INFO] Found [398] outliers in [7147] observations
(prod:  17568 ) 2024-08-23 15:28:09 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:28:09 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:09 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:09 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:28:09 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:28:09 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:10 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/logretw_ir_52W_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:10 [INFO] Found [270] outliers in [5101] observations
(prod:  17568 ) 2024-08-23 15:28:10 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/ebitda_margin_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:10 [INFO] Found [232] outliers in [4677] observations
(prod:  17568 ) 2024-08-23 15:28:11 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:11 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:28:11 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:11 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/nip_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:11 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/weighted_cf_surprise_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:11 [INFO] Found [262] outliers in [4246] observations
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/forward_navp_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] 
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] Updating signal depth 16 / 45
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] 
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/cfp_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] Writing [16] [/signal/signal08/prod/2024/0823/bank_llpl_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/logretw_mom_52W_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/dilution_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/capex_sales_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/operating_profit_margin_mom_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/asset_turnover_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] Writing [71] [/signal/signal08/prod/2024/0823/inventory_to_sales_vol_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] Writing [72] [/signal/signal08/prod/2024/0823/nwcs_vol_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] Writing [16] [/signal/signal08/prod/2024/0823/fncl_roa_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] Writing [72] [/signal/signal08/prod/2024/0823/op_volatility_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/fcfroa_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] Writing [16] [/signal/signal08/prod/2024/0823/fncl_roe_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/fcfmom_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] Writing [17] [/signal/signal08/prod/2024/0823/bank_car_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/accrual_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:12 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/dividend_to_book_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:13 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:13 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:28:13 [INFO] Writing [69] [/signal/signal08/prod/2024/0823/sales_completion_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:13 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 15:28:13 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:28:13 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:13 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/logretd_reversal_5D_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:13 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/asset_growth_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:13 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/nip_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:13 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/divmom_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:13 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/nwcs_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:13 [INFO] Found [169] outliers in [3495] observations
(prod:  17568 ) 2024-08-23 15:28:13 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/dp_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:13 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:13 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/sales_growth_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:13 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:13 [INFO] Writing [19] [/signal/signal08/prod/2024/0823/fncl_atp_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:13 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/cf_surprise_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:14 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/cfoev_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:14 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/bp_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:14 [INFO] Found [371] outliers in [7045] observations
(prod:  17568 ) 2024-08-23 15:28:15 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:15 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:28:15 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:28:15 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:15 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:15 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:15 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/trailing_ebitdaev_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:15 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/capex_growth_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:16 [INFO] Found [221] outliers in [4226] observations
(prod:  17568 ) 2024-08-23 15:28:16 [INFO] Found [308] outliers in [6170] observations
(prod:  17568 ) 2024-08-23 15:28:17 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/linked_price_mom_52W_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:17 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/salgev_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:17 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/interest_coverage_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:17 [INFO] Writing [71] [/signal/signal08/prod/2024/0823/intp_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:17 [INFO] Writing [72] [/signal/signal08/prod/2024/0823/net_profit_margin_mom_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:17 [INFO] Writing [72] [/signal/signal08/prod/2024/0823/ebitda_margin_mom_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:17 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:17 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:28:17 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:17 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/sgna_growth_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:17 [INFO] Writing [72] [/signal/signal08/prod/2024/0823/net_profit_margin_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:17 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:18 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:28:18 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:18 [INFO] Found [431] outliers in [6922] observations
(prod:  17568 ) 2024-08-23 15:28:18 [INFO] Found [229] outliers in [4465] observations
(prod:  17568 ) 2024-08-23 15:28:19 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:19 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:28:19 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/gpev_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:19 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 15:28:19 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:28:19 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:19 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/logretw_ir_52W_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:19 [INFO] Writing [16] [/signal/signal08/prod/2024/0823/bank_t1cr_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:19 [INFO] Writing [72] [/signal/signal08/prod/2024/0823/operating_profit_margin_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:19 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/pregp_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:19 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/capex_gp_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:19 [INFO] Writing [71] [/signal/signal08/prod/2024/0823/inventory_to_assets_vol_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:19 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/ebitda_margin_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:20 [INFO] Writing [17] [/signal/signal08/prod/2024/0823/bank_ltd_ratio_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:20 [INFO] Found [356] outliers in [6555] observations
(prod:  17568 ) 2024-08-23 15:28:20 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/interest_expense_book_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:20 [INFO] Writing [16] [/signal/signal08/prod/2024/0823/bank_npl_coverage_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:20 [INFO] Writing [72] [/signal/signal08/prod/2024/0823/weighted_cf_surprise_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:20 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/forward_navp_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:20 [INFO] Writing [15] [/signal/signal08/prod/2024/0823/bank_npl_ratio_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:20 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/logretw_reversal_4W_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:20 [INFO] Writing [72] [/signal/signal08/prod/2024/0823/gross_profit_margin_mom_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:20 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/normeev_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:20 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:21 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:28:21 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:21 [INFO] Found [391] outliers in [6639] observations
(prod:  17568 ) 2024-08-23 15:28:21 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/fcfev_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:33 [INFO] Adding item [adjustment_factor_master_frame:global]
(prod:  17568 ) 2024-08-23 15:28:33 [INFO] Writing [11851] [/signal/signal08/prod/2024/0822/consensus_frame_rec_20240822_global.plz4]...
(prod:  17568 ) 2024-08-23 15:28:46 [INFO] Writing [35523] [/signal/signal08/prod/2024/0823/estchg_frame_rec_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:28:47 [INFO] Writing [9874] [/signal/signal08/prod/2024/0823/revision_frame_rec_20240823_global.plz4]...
(prod:  17568 ) 2024-08-23 15:28:47 [INFO] Writing [4927] [/signal/signal08/prod/2024/0823/revision_score_frame_rec_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:47 [INFO] Writing [8348] [/signal/signal08/prod/2024/0823/revision_frame_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:47 [INFO] 
(prod:  17568 ) 2024-08-23 15:28:47 [INFO] Updating signal depth 17 / 45
(prod:  17568 ) 2024-08-23 15:28:47 [INFO] 
(prod:  17568 ) 2024-08-23 15:28:48 [INFO] Writing [3497] [/signal/signal08/prod/2024/0823/cfp_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:48 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:48 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:48 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:28:48 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:48 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:48 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:28:48 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:48 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:28:48 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:49 [INFO] Found [218] outliers in [4221] observations
(prod:  17568 ) 2024-08-23 15:28:49 [INFO] Found [320] outliers in [5391] observations
(prod:  17568 ) 2024-08-23 15:28:49 [INFO] Found [266] outliers in [5131] observations
(prod:  17568 ) 2024-08-23 15:28:50 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/ebitdaev_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:50 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/composite_cratio_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:50 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/ep_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:50 [INFO] Writing [71] [/signal/signal08/prod/2024/0823/normeev_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:50 [INFO] Writing [17] [/signal/signal08/prod/2024/0823/bank_car_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:50 [INFO] Writing [4490] [/signal/signal08/prod/2024/0823/sales_completion_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:51 [INFO] Writing [8705] [/signal/signal08/prod/2024/0823/wtd_revision_frame_13W_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:51 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/trailing_ebitdaev_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:51 [INFO] Writing [7475] [/signal/signal08/prod/2024/0823/logretd_reversal_5D_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:51 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/fcfev_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:51 [INFO] Writing [7248] [/signal/signal08/prod/2024/0823/asset_growth_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:51 [INFO] Writing [201] [/signal/signal08/prod/2024/0823/bank_car_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:52 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:52 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:52 [INFO] Found [389] outliers in [7071] observations
(prod:  17568 ) 2024-08-23 15:28:53 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/noaev_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:53 [INFO] Writing [7071] [/signal/signal08/prod/2024/0823/interest_expense_book_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:54 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:28:54 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:28:54 [INFO] Removing category  variable ind_insurance
(prod:  17568 ) 2024-08-23 15:28:54 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:28:54 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:28:54 [INFO] Writing [69] [/signal/signal08/prod/2024/0823/sales_completion_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:55 [INFO] Found [294] outliers in [5954] observations
(prod:  17568 ) 2024-08-23 15:28:55 [INFO] Writing [5979] [/signal/signal08/prod/2024/0823/nwcs_vol_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:56 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/cf_volatility_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:56 [INFO] Writing [4677] [/signal/signal08/prod/2024/0823/weighted_cf_surprise_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:58 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/accrual_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:58 [INFO] Writing [5129] [/signal/signal08/prod/2024/0823/op_volatility_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:59 [INFO] Writing [6829] [/signal/signal08/prod/2024/0823/accrual_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:59 [INFO] Writing [4629] [/signal/signal08/prod/2024/0823/forward_bp_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:28:59 [INFO] Writing [265] [/signal/signal08/prod/2024/0823/fncl_atp_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:00 [INFO] Writing [6462] [/signal/signal08/prod/2024/0823/operating_profit_margin_mom_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:00 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/logretw_reversal_4W_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:00 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/pregp_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:00 [INFO] Writing [4246] [/signal/signal08/prod/2024/0823/forward_navp_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:00 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/cfp_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:00 [INFO] Writing [4355] [/signal/signal08/prod/2024/0823/tpp_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:01 [INFO] Writing [5101] [/signal/signal08/prod/2024/0823/nip_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:01 [INFO] Writing [7402] [/signal/signal08/prod/2024/0823/bp_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:02 [INFO] Writing [19] [/signal/signal08/prod/2024/0823/fncl_atp_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:03 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/cf_surprise_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:03 [INFO] Writing [6564] [/signal/signal08/prod/2024/0823/net_profit_margin_mom_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:03 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/gpev_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:03 [INFO] Writing [269] [/signal/signal08/prod/2024/0823/fncl_ppip_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:03 [INFO] Writing [4183] [/signal/signal08/prod/2024/0823/cf_surprise_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:03 [INFO] Writing [210] [/signal/signal08/prod/2024/0823/bank_depp_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:04 [INFO] Writing [72] [/signal/signal08/prod/2024/0823/nwcs_vol_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:04 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:29:04 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:29:04 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:29:04 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:29:05 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:29:05 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:29:05 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:29:05 [INFO] Found [290] outliers in [5041] observations
(prod:  17568 ) 2024-08-23 15:29:06 [INFO] Found [396] outliers in [6769] observations
(prod:  17568 ) 2024-08-23 15:29:06 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/sev_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:06 [INFO] Writing [72] [/signal/signal08/prod/2024/0823/net_profit_margin_mom_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:07 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/noa_chg_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:07 [INFO] Writing [4724] [/signal/signal08/prod/2024/0823/dp_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:09 [INFO] Writing [72] [/signal/signal08/prod/2024/0823/op_volatility_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:11 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/bp_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:13 [INFO] Writing [72] [/signal/signal08/prod/2024/0823/gross_profit_margin_mom_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:14 [INFO] Writing [7222] [/signal/signal08/prod/2024/0823/asset_turnover_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:16 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/nip_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:16 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/dp_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:16 [INFO] Writing [7205] [/signal/signal08/prod/2024/0823/dilution_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:17 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/asset_turnover_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:17 [INFO] Writing [208] [/signal/signal08/prod/2024/0823/bank_ltd_ratio_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:17 [INFO] Writing [7170] [/signal/signal08/prod/2024/0823/capex_sales_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:18 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/logretd_reversal_5D_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:18 [INFO] Writing [4698] [/signal/signal08/prod/2024/0823/divmom_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:18 [INFO] Writing [173] [/signal/signal08/prod/2024/0823/fncl_roe_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:18 [INFO] Writing [172] [/signal/signal08/prod/2024/0823/fncl_roa_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:19 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/dilution_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:19 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/capex_sales_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:20 [INFO] Writing [7108] [/signal/signal08/prod/2024/0823/operating_profit_margin_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:20 [INFO] Writing [16] [/signal/signal08/prod/2024/0823/fncl_roa_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:20 [INFO] Writing [7024] [/signal/signal08/prod/2024/0823/sales_growth_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:20 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/divmom_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:22 [INFO] Writing [72] [/signal/signal08/prod/2024/0823/net_profit_margin_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:22 [INFO] Writing [6742] [/signal/signal08/prod/2024/0823/fcfroa_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:23 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/sgna_growth_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:23 [INFO] Writing [7147] [/signal/signal08/prod/2024/0823/ebitda_margin_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:23 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/fcfroa_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:23 [INFO] Writing [72] [/signal/signal08/prod/2024/0823/operating_profit_margin_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:24 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:29:24 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:29:24 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:29:24 [INFO] Writing [6309] [/signal/signal08/prod/2024/0823/ebitda_margin_mom_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:24 [INFO] Found [415] outliers in [6815] observations
(prod:  17568 ) 2024-08-23 15:29:25 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/rnoa_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:25 [INFO] Writing [5032] [/signal/signal08/prod/2024/0823/fcfmom_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:26 [INFO] Writing [6804] [/signal/signal08/prod/2024/0823/sgna_growth_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:26 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/ebitda_margin_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:26 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/sales_growth_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:26 [INFO] Writing [7292] [/signal/signal08/prod/2024/0823/net_profit_margin_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:26 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/linked_price_mom_52W_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:26 [INFO] Writing [4862] [/signal/signal08/prod/2024/0823/dividend_to_book_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:27 [INFO] Writing [5664] [/signal/signal08/prod/2024/0823/inventory_to_sales_vol_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:27 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/nwcs_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:27 [INFO] Writing [6203] [/signal/signal08/prod/2024/0823/inventory_to_assets_vol_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:29 [INFO] Writing [71] [/signal/signal08/prod/2024/0823/inventory_to_sales_vol_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:29 [INFO] Writing [7475] [/signal/signal08/prod/2024/0823/logretw_reversal_4W_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:29 [INFO] Writing [71] [/signal/signal08/prod/2024/0823/cfoev_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:29 [INFO] Writing [6215] [/signal/signal08/prod/2024/0823/intp_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:30 [INFO] Writing [71] [/signal/signal08/prod/2024/0823/inventory_to_assets_vol_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:30 [INFO] Writing [6792] [/signal/signal08/prod/2024/0823/interest_coverage_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:30 [INFO] Writing [165] [/signal/signal08/prod/2024/0823/bank_t1cr_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:30 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/interest_expense_book_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:32 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/interest_coverage_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:33 [INFO] Writing [174] [/signal/signal08/prod/2024/0823/bank_llpa_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:33 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/logretw_mom_52W_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:34 [INFO] Writing [7424] [/signal/signal08/prod/2024/0823/logretw_ir_52W_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:34 [INFO] Writing [7424] [/signal/signal08/prod/2024/0823/logretw_mom_52W_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:35 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/fcfmom_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:36 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/logretw_ir_52W_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:36 [INFO] Writing [173] [/signal/signal08/prod/2024/0823/bank_llpl_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:37 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/asset_growth_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:38 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/dividend_to_book_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:38 [INFO] Writing [6373] [/signal/signal08/prod/2024/0823/nwcs_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:39 [INFO] Writing [71] [/signal/signal08/prod/2024/0823/intp_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:39 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/capex_growth_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:39 [INFO] Writing [7023] [/signal/signal08/prod/2024/0823/capex_growth_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:39 [INFO] Writing [6597] [/signal/signal08/prod/2024/0823/gross_profit_margin_mom_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:39 [INFO] Writing [7027] [/signal/signal08/prod/2024/0823/capex_gp_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:40 [INFO] Writing [122] [/signal/signal08/prod/2024/0823/bank_npl_ratio_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:40 [INFO] Writing [16] [/signal/signal08/prod/2024/0823/bank_npl_coverage_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:40 [INFO] Writing [72] [/signal/signal08/prod/2024/0823/weighted_cf_surprise_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:40 [INFO] Writing [173] [/signal/signal08/prod/2024/0823/bank_npl_coverage_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:40 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:29:40 [INFO] Removing category  variable ind_uranium
(prod:  17568 ) 2024-08-23 15:29:40 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:29:40 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:29:41 [INFO] Writing [15] [/signal/signal08/prod/2024/0823/bank_npl_ratio_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:41 [INFO] Found [374] outliers in [6884] observations
(prod:  17568 ) 2024-08-23 15:29:41 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/cfrnoa_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:42 [INFO] Writing [72] [/signal/signal08/prod/2024/0823/ebitda_margin_mom_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:42 [INFO] 
(prod:  17568 ) 2024-08-23 15:29:42 [INFO] Updating signal depth 18 / 45
(prod:  17568 ) 2024-08-23 15:29:42 [INFO] 
(prod:  17568 ) 2024-08-23 15:29:42 [INFO] Writing [7244] [/signal/signal08/prod/2024/0823/fmom_composite_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:42 [INFO] Writing [6555] [/signal/signal08/prod/2024/0823/normeev_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:42 [INFO] Writing [6922] [/signal/signal08/prod/2024/0823/gpev_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:43 [INFO] Writing [8745] [/signal/signal08/prod/2024/0823/wtd_revc_pct_frame_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:43 [INFO] Writing [71] [/signal/signal08/prod/2024/0823/cf_volatility_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:43 [INFO] Writing [72] [/signal/signal08/prod/2024/0823/sev_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:43 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/ebitdaev_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:43 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/noa_chg_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:44 [INFO] Writing [18768] [/signal/signal08/prod/2024/0823/resretw_reversal_4W_frame_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:44 [INFO] Writing [7045] [/signal/signal08/prod/2024/0823/trailing_ebitdaev_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:44 [INFO] Writing [3495] [/signal/signal08/prod/2024/0823/cfoev_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:44 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/composite_cratio_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:45 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/linked_price_mom_52W_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:46 [INFO] Writing [6639] [/signal/signal08/prod/2024/0823/fcfev_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:46 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/noaev_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:48 [INFO] Writing [71] [/signal/signal08/prod/2024/0823/normeev_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:48 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/rnoa_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:48 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/ep_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:48 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/gpev_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:49 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/trailing_ebitdaev_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:49 [INFO] Writing [6170] [/signal/signal08/prod/2024/0823/linked_price_mom_52W_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:51 [INFO] Writing [29633] [/signal/signal08/prod/2024/0823/linked_rev_pct_frame_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:52 [INFO] Writing [4226] [/signal/signal08/prod/2024/0823/salgev_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:52 [INFO] Writing [72] [/signal/signal08/prod/2024/0823/cfrnoa_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:52 [INFO] Writing [4465] [/signal/signal08/prod/2024/0823/pregp_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:53 [INFO] Writing [71] [/signal/signal08/prod/2024/0823/cfoev_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:56 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/fcfev_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:57 [INFO] Writing [29633] [/signal/signal08/prod/2024/0823/linked_rev_ud_frame_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:29:59 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/pregp_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:01 [INFO] Writing [18720] [/signal/signal08/prod/2024/0823/resretw_mom_52W_frame_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:02 [INFO] 
(prod:  17568 ) 2024-08-23 15:30:02 [INFO] Updating signal depth 19 / 45
(prod:  17568 ) 2024-08-23 15:30:02 [INFO] 
(prod:  17568 ) 2024-08-23 15:30:02 [INFO] Writing [6769] [/signal/signal08/prod/2024/0823/noa_chg_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:02 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:30:02 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:30:02 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:30:03 [INFO] Found [356] outliers in [5242] observations
(prod:  17568 ) 2024-08-23 15:30:03 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/rev_pct_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:05 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/noa_chg_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:05 [INFO] Writing [72] [/signal/signal08/prod/2024/0823/cfrnoa_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:05 [INFO] Writing [6815] [/signal/signal08/prod/2024/0823/rnoa_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:06 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:30:06 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:30:06 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:30:07 [INFO] Found [350] outliers in [5243] observations
(prod:  17568 ) 2024-08-23 15:30:07 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/rnoa_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:07 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/rev_ud_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:08 [INFO] Writing [6884] [/signal/signal08/prod/2024/0823/cfrnoa_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:08 [INFO] Writing [5391] [/signal/signal08/prod/2024/0823/composite_cratio_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:09 [INFO] Writing [71] [/signal/signal08/prod/2024/0823/cf_volatility_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:09 [INFO] Writing [5041] [/signal/signal08/prod/2024/0823/sev_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:09 [INFO] Writing [4221] [/signal/signal08/prod/2024/0823/ebitdaev_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:10 [INFO] Writing [7071] [/signal/signal08/prod/2024/0823/noaev_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:11 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/ebitdaev_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:11 [INFO] Writing [5954] [/signal/signal08/prod/2024/0823/cf_volatility_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:12 [INFO] Writing [5131] [/signal/signal08/prod/2024/0823/ep_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:12 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:30:12 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:30:13 [INFO] Found [385] outliers in [7244] observations
(prod:  17568 ) 2024-08-23 15:30:14 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/fmom_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:16 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/noaev_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:17 [INFO] Writing [72] [/signal/signal08/prod/2024/0823/sev_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:18 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/ep_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:19 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/composite_cratio_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:19 [INFO] 
(prod:  17568 ) 2024-08-23 15:30:19 [INFO] Updating signal depth 20 / 45
(prod:  17568 ) 2024-08-23 15:30:19 [INFO] 
(prod:  17568 ) 2024-08-23 15:30:19 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/rev_pct_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:20 [INFO] Writing [7468] [/signal/signal08/prod/2024/0823/value_liq_composite_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:20 [INFO] Writing [7468] [/signal/signal08/prod/2024/0823/value_gc_composite_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:20 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/fmom_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:20 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:30:20 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:30:20 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:30:20 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/rev_ud_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:20 [INFO] Writing [7472] [/signal/signal08/prod/2024/0823/quality_composite_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:20 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:30:20 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:30:20 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:30:21 [INFO] Writing [7378] [/signal/signal08/prod/2024/0823/stability_composite_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:21 [INFO] Found [350] outliers in [5346] observations
(prod:  17568 ) 2024-08-23 15:30:21 [INFO] Found [343] outliers in [5346] observations
(prod:  17568 ) 2024-08-23 15:30:21 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/wtd_rev_ud_13W_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:22 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/wtd_rev_pct_13W_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:22 [INFO] 
(prod:  17568 ) 2024-08-23 15:30:22 [INFO] Updating signal depth 21 / 45
(prod:  17568 ) 2024-08-23 15:30:22 [INFO] 
(prod:  17568 ) 2024-08-23 15:30:22 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:30:22 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:30:22 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:30:23 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:30:23 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:30:23 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:30:23 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:30:23 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:30:23 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:30:23 [INFO] Found [304] outliers in [5364] observations
(prod:  17568 ) 2024-08-23 15:30:23 [INFO] Found [453] outliers in [7320] observations
(prod:  17568 ) 2024-08-23 15:30:23 [INFO] Found [426] outliers in [7378] observations
(prod:  17568 ) 2024-08-23 15:30:24 [INFO] Found [356] outliers in [7475] observations
(prod:  17568 ) 2024-08-23 15:30:24 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/stability_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:24 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/wtd_revc_pct_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:25 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/resretw_ir_52W_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:25 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/wtd_rev_pct_13W_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:25 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/resretw_reversal_4W_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:25 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/wtd_rev_ud_13W_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:25 [INFO] Writing [5243] [/signal/signal08/prod/2024/0823/rev_ud_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:25 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:30:25 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:30:25 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:30:26 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:30:26 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:30:26 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:30:26 [INFO] Found [436] outliers in [7472] observations
(prod:  17568 ) 2024-08-23 15:30:27 [INFO] Found [457] outliers in [7468] observations
(prod:  17568 ) 2024-08-23 15:30:27 [INFO] Found [361] outliers in [6061] observations
(prod:  17568 ) 2024-08-23 15:30:27 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/quality_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:28 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/value_liq_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:28 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/linked_rev_pct_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:29 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:30:29 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:30:30 [INFO] Found [374] outliers in [6077] observations
(prod:  17568 ) 2024-08-23 15:30:30 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/linked_rev_ud_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:31 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:30:31 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:30:32 [INFO] Found [462] outliers in [7320] observations
(prod:  17568 ) 2024-08-23 15:30:33 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/resretw_mom_52W_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:33 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:30:33 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:30:34 [INFO] Found [429] outliers in [7468] observations
(prod:  17568 ) 2024-08-23 15:30:35 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/value_gc_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:35 [INFO] Writing [7244] [/signal/signal08/prod/2024/0823/fmom_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:35 [INFO] Writing [5242] [/signal/signal08/prod/2024/0823/rev_pct_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:36 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/rev_ud_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:36 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/fmom_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:37 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/rev_pct_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:37 [INFO] 
(prod:  17568 ) 2024-08-23 15:30:37 [INFO] Updating signal depth 22 / 45
(prod:  17568 ) 2024-08-23 15:30:37 [INFO] 
(prod:  17568 ) 2024-08-23 15:30:37 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/resretw_reversal_4W_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:37 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/value_gc_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:37 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/resretw_ir_52W_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:37 [INFO] Writing [5346] [/signal/signal08/prod/2024/0823/wtd_rev_ud_13W_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:37 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/linked_rev_ud_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:37 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/wtd_revc_pct_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:37 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/value_liq_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:37 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/quality_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:37 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/stability_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:37 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/linked_rev_pct_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:37 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/resretw_mom_52W_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:37 [INFO] Writing [5346] [/signal/signal08/prod/2024/0823/wtd_rev_pct_13W_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:44 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/wtd_rev_ud_13W_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:44 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/wtd_rev_pct_13W_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:44 [INFO] 
(prod:  17568 ) 2024-08-23 15:30:44 [INFO] Updating signal depth 23 / 45
(prod:  17568 ) 2024-08-23 15:30:44 [INFO] 
(prod:  17568 ) 2024-08-23 15:30:44 [INFO] Writing [7468] [/signal/signal08/prod/2024/0823/value_liq_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:44 [INFO] Writing [7320] [/signal/signal08/prod/2024/0823/resretw_ir_52W_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:44 [INFO] Writing [6077] [/signal/signal08/prod/2024/0823/linked_rev_ud_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:47 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/resretw_ir_52W_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:47 [INFO] Writing [7320] [/signal/signal08/prod/2024/0823/resretw_mom_52W_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:50 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/resretw_mom_52W_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:53 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/value_gc_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:54 [INFO] Writing [7468] [/signal/signal08/prod/2024/0823/value_gc_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:54 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/linked_rev_ud_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:54 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/stability_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:54 [INFO] Writing [5468] [/signal/signal08/prod/2024/0823/revision_composite_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:54 [INFO] Writing [6061] [/signal/signal08/prod/2024/0823/linked_rev_pct_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:54 [INFO] Writing [5364] [/signal/signal08/prod/2024/0823/wtd_revc_pct_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:57 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/wtd_revc_pct_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:30:59 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/linked_rev_pct_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:00 [INFO] Writing [7472] [/signal/signal08/prod/2024/0823/quality_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:00 [INFO] Writing [7378] [/signal/signal08/prod/2024/0823/stability_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:00 [INFO] Writing [7475] [/signal/signal08/prod/2024/0823/resretw_reversal_4W_score_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:02 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/quality_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:02 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/value_liq_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:04 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/resretw_reversal_4W_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:04 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:04 [INFO] Updating signal depth 24 / 45
(prod:  17568 ) 2024-08-23 15:31:04 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:04 [INFO] Writing [6185] [/signal/signal08/prod/2024/0823/linkage_composite_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:04 [INFO] Writing [7337] [/signal/signal08/prod/2024/0823/neglect_composite_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:04 [INFO] Writing [7475] [/signal/signal08/prod/2024/0823/reversal_composite_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:04 [INFO] Writing [7424] [/signal/signal08/prod/2024/0823/momentum_composite_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:04 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:31:04 [INFO] Removing category  variable ind_holding_companies
(prod:  17568 ) 2024-08-23 15:31:04 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:31:04 [INFO] Found [343] outliers in [5468] observations
(prod:  17568 ) 2024-08-23 15:31:05 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/revision_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:05 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:05 [INFO] Updating signal depth 25 / 45
(prod:  17568 ) 2024-08-23 15:31:05 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:05 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:31:05 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:31:05 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:31:05 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:31:05 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:31:05 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:31:05 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:31:05 [INFO] Removing category  variable ind_investment_trusts
(prod:  17568 ) 2024-08-23 15:31:06 [INFO] Found [335] outliers in [6185] observations
(prod:  17568 ) 2024-08-23 15:31:06 [INFO] Found [424] outliers in [7337] observations
(prod:  17568 ) 2024-08-23 15:31:06 [INFO] Found [481] outliers in [7424] observations
(prod:  17568 ) 2024-08-23 15:31:06 [INFO] Found [239] outliers in [7475] observations
(prod:  17568 ) 2024-08-23 15:31:07 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/linkage_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:07 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/revision_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:07 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/neglect_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:07 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/momentum_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:07 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/reversal_neut_model_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:07 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:07 [INFO] Updating signal depth 26 / 45
(prod:  17568 ) 2024-08-23 15:31:07 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:07 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/momentum_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:07 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/reversal_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:07 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/linkage_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:07 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/neglect_rollup_level_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:07 [INFO] Writing [5468] [/signal/signal08/prod/2024/0823/revision_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:10 [INFO] Writing [73] [/signal/signal08/prod/2024/0823/revision_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:10 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:10 [INFO] Updating signal depth 27 / 45
(prod:  17568 ) 2024-08-23 15:31:10 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:11 [INFO] Writing [7337] [/signal/signal08/prod/2024/0823/neglect_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:11 [INFO] Writing [7475] [/signal/signal08/prod/2024/0823/reversal_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:11 [INFO] Writing [6185] [/signal/signal08/prod/2024/0823/linkage_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:11 [INFO] Writing [7424] [/signal/signal08/prod/2024/0823/momentum_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:16 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/neglect_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:16 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/reversal_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:16 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/momentum_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:17 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/linkage_rollup_tss_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:17 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:17 [INFO] Updating signal depth 28 / 45
(prod:  17568 ) 2024-08-23 15:31:17 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:17 [INFO] Writing [7475] [/signal/signal08/prod/2024/0823/alpha_theme_frame_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:17 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:17 [INFO] Updating signal depth 29 / 45
(prod:  17568 ) 2024-08-23 15:31:17 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:17 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/regression_design_facret_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:17 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:17 [INFO] Updating signal depth 30 / 45
(prod:  17568 ) 2024-08-23 15:31:17 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:18 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:31:18 [INFO] Removing category  variable ind_reits
(prod:  17568 ) 2024-08-23 15:31:18 [INFO] Found [390] outliers in [7459] observations
(prod:  17568 ) 2024-08-23 15:31:18 [INFO] Found [370] outliers in [7464] observations
(prod:  17568 ) 2024-08-23 15:31:19 [INFO] Writing [18864] [/signal/signal08/prod/2024/0823/country_rollup_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:19 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/regression_model_facretw_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:19 [INFO] Writing [6] [/signal/signal08/prod/2024/0823/regression_model_facretd_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:19 [INFO] Writing [18864] [/signal/signal08/prod/2024/0823/size_rollup_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:20 [INFO] Writing [18864] [/signal/signal08/prod/2024/0823/industry_rollup_20240823_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:20 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:20 [INFO] Updating signal depth 32 / 45
(prod:  17568 ) 2024-08-23 15:31:20 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:24 [INFO] Writing [2] [/signal/signal08/prod/2024/0823/specific_risk_empirical_facretw_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:24 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:24 [INFO] Updating signal depth 35 / 45
(prod:  17568 ) 2024-08-23 15:31:24 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:32 [INFO] Writing [7] [/signal/signal08/prod/2024/0823/risk_model_facretw_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:32 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:32 [INFO] Updating signal depth 36 / 45
(prod:  17568 ) 2024-08-23 15:31:32 [INFO] 
/mnt/nfs/opt/anaconda3/lib/python3.7/site-packages/scipy/optimize/optimize.py:283: RuntimeWarning: Values in x were outside bounds during a minimize step, clipping to bounds
(prod:  17568 ) 2024-08-23 15:31:33 [INFO] Writing [10] [/signal/signal08/prod/2024/0823/optimal_theme_weights_facretw_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:33 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:33 [INFO] Updating signal depth 38 / 45
(prod:  17568 ) 2024-08-23 15:31:33 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:34 [INFO] Writing [7475] [/signal/signal08/prod/2024/0823/alpha_frame_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:35 [INFO] Writing [1] [/signal/signal08/prod/2024/0823/country_alpha_scale_raw_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:35 [INFO] Writing [1] [/signal/signal08/prod/2024/0823/size_alpha_scale_raw_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:35 [INFO] Writing [1] [/signal/signal08/prod/2024/0823/industry_alpha_scale_raw_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:35 [INFO] Writing [10] [/signal/signal08/prod/2024/0823/trading_alpha_theme_exposure_bounds_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:35 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:35 [INFO] Updating signal depth 39 / 45
(prod:  17568 ) 2024-08-23 15:31:35 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:36 [INFO] Writing [1] [/signal/signal08/prod/2024/0823/country_alpha_scale_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:36 [INFO] Writing [1] [/signal/signal08/prod/2024/0823/size_alpha_scale_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:36 [INFO] Writing [1] [/signal/signal08/prod/2024/0823/industry_alpha_scale_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:36 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:36 [INFO] Updating signal depth 40 / 45
(prod:  17568 ) 2024-08-23 15:31:36 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:36 [INFO] Writing [18864] [/signal/signal08/prod/2024/0823/industry_alpha_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:36 [INFO] Writing [18864] [/signal/signal08/prod/2024/0823/size_alpha_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:36 [INFO] Writing [18864] [/signal/signal08/prod/2024/0823/country_alpha_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:36 [INFO] Writing [6332] [/signal/signal08/prod/2024/0823/cp_stock_selection_alpha_score_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:37 [INFO] Writing [74] [/signal/signal08/prod/2024/0823/realized_category_alpha_scale_frame_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:37 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:37 [INFO] Updating signal depth 41 / 45
(prod:  17568 ) 2024-08-23 15:31:37 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:37 [INFO] Writing [1] [/signal/signal08/prod/2024/0823/stock_selection_alpha_scale_raw_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:41 [INFO] Writing [75] [/signal/signal08/prod/2024/0823/category_alpha_scale_frame_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:41 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:41 [INFO] Updating signal depth 42 / 45
(prod:  17568 ) 2024-08-23 15:31:41 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:42 [INFO] Writing [19600] [/signal/signal08/prod/2024/0823/category_alpha_scale_cisb_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:42 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:42 [INFO] Updating signal depth 43 / 45
(prod:  17568 ) 2024-08-23 15:31:42 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:42 [INFO] Writing [1] [/signal/signal08/prod/2024/0823/stock_selection_alpha_scale_hybrid_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:42 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:42 [INFO] Updating signal depth 44 / 45
(prod:  17568 ) 2024-08-23 15:31:42 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:42 [INFO] Writing [7475] [/signal/signal08/prod/2024/0823/stock_selection_alpha_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:42 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:42 [INFO] Updating signal depth 45 / 45
(prod:  17568 ) 2024-08-23 15:31:42 [INFO] 
(prod:  17568 ) 2024-08-23 15:31:42 [INFO] Writing [7475] [/signal/signal08/prod/2024/0823/alpha_20240823_model_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:31:55 [INFO] Writing [103070] [/signal/signal00/prod/univariate_analysis_block_frame_static_static_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:32:16 [INFO] Writing [142541] [/signal/signal04/prod/2024/0430/univariate_analysis_block_frame_monthly_20240430_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:32:43 [INFO] Writing [149607] [/signal/signal05/prod/2024/0531/univariate_analysis_block_frame_monthly_20240531_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:33:03 [INFO] Writing [129566] [/signal/signal06/prod/2024/0628/univariate_analysis_block_frame_monthly_20240628_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:33:29 [INFO] Writing [147564] [/signal/signal07/prod/2024/0731/univariate_analysis_block_frame_monthly_20240731_univ_asia_v1.plz4]...
(prod:  17568 ) 2024-08-23 15:33:33 [INFO] Completed alphagen...
