philly_frb_as_dataframe
Advanced tools
Up to date remote economic data access for ruby, using Polars dataframes.
This package will fetch economic and financial information from the Federal Reserve Bank of Philadelphia, and return the results as a Polars dataframe. For details regarding the data available from the Philadelphia FRB, see https://www.philadelphiafed.org/surveys-and-data . This gem exposes the Partisan Conflict Index (see https://www.philadelphiafed.org/surveys-and-data/macroeconomic-data/partisan-conflict-index) and the Survey of Professional Forecasters (see https://www.philadelphiafed.org/-/media/frbp/assets/surveys-and-data/survey-of-professional-forecasters/spf-documentation.pdf).
Add this line to your application's Gemfile:
gem 'philly_frb_as_dataframe'
And then execute:
$ bundle install
Or install it yourself as:
$ gem install philly_frb_as_dataframe
3.1.2 :001 > PhillyFrbAsDataframe::PartisanConflict.new.fetch
=>
shape: (522, 2)
┌────────────┬───────────────────┐
│ Timestamps ┆ Partisan Conflict │
│ --- ┆ --- │
│ date ┆ f64 │
╞════════════╪═══════════════════╡
│ 1981-01-01 ┆ 68.944808 │
│ 1981-02-01 ┆ 64.907109 │
│ 1981-03-01 ┆ 79.058476 │
│ 1981-04-01 ┆ 69.324041 │
│ 1981-05-01 ┆ 88.194466 │
│ … ┆ … │
│ 2024-02-01 ┆ 131.52 │
│ 2024-03-01 ┆ 141.55 │
│ 2024-04-01 ┆ 119.98 │
│ 2024-05-01 ┆ 113.41 │
│ 2024-06-01 ┆ 103.95 │
└────────────┴───────────────────┘
3.1.2 :002 > PhillyFrbAsDataframe::PartisanConflict.new.fetch(start: Date.new(2000,01,01), fin: Date.new(2020,12,31))
=>
shape: (252, 2)
┌────────────┬───────────────────┐
│ Timestamps ┆ Partisan Conflict │
│ --- ┆ --- │
│ date ┆ f64 │
╞════════════╪═══════════════════╡
│ 2000-01-01 ┆ 77.280948 │
│ 2000-02-01 ┆ 86.638723 │
│ 2000-03-01 ┆ 94.667911 │
│ 2000-04-01 ┆ 80.756581 │
│ 2000-05-01 ┆ 79.505339 │
│ … ┆ … │
│ 2020-08-01 ┆ 98.07 │
│ 2020-09-01 ┆ 116.31 │
│ 2020-10-01 ┆ 137.03 │
│ 2020-11-01 ┆ 156.84 │
│ 2020-12-01 ┆ 117.87 │
└────────────┴───────────────────┘
and
3.1.2 :001 > a = PhillyFrbAsDataframe::SurveyProfForecasters.new
=> #<PhillyFrbAsDataframe::SurveyProfForecasters:0x0000000106e18640>
3.1.2 :002 > a.fetch
=>
shape: (223, 308)
┌────────────┬────────────┬────────────┬────────────┬───┬──────────────────┬──────────────────┬──────────────────┬──────────────────┐
│ Timestamps ┆ NGDP1 ┆ NGDP2 ┆ NGDP3 ┆ … ┆ RR3_TBILL_CPCE_2 ┆ RR3_TBILL_CPCE_3 ┆ RR3_TBILL_CPCE_4 ┆ RR3_TBILL_CPCE_5 │
│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ --- │
│ date ┆ f64 ┆ f64 ┆ f64 ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 │
╞════════════╪════════════╪════════════╪════════════╪═══╪══════════════════╪══════════════════╪══════════════════╪══════════════════╡
│ 1968-10-01 ┆ 870.931 ┆ 884.7816 ┆ 896.5402 ┆ … ┆ null ┆ null ┆ null ┆ null │
│ 1969-01-01 ┆ 887.8413 ┆ 900.6667 ┆ 912.0476 ┆ … ┆ null ┆ null ┆ null ┆ null │
│ 1969-04-01 ┆ 903.0169 ┆ 916.8814 ┆ 930.0 ┆ … ┆ null ┆ null ┆ null ┆ null │
│ 1969-07-01 ┆ 924.9322 ┆ 938.7288 ┆ 950.678 ┆ … ┆ null ┆ null ┆ null ┆ null │
│ 1969-10-01 ┆ 942.8596 ┆ 954.2632 ┆ 963.7895 ┆ … ┆ null ┆ null ┆ null ┆ null │
│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │
│ 2023-04-01 ┆ 26465.8911 ┆ 26717.284 ┆ 26920.0377 ┆ … ┆ 1.4984 ┆ 1.9012 ┆ 2.0303 ┆ 1.9329 │
│ 2023-07-01 ┆ 26834.9959 ┆ 27140.6493 ┆ 27397.6401 ┆ … ┆ 2.3394 ┆ 2.5546 ┆ 2.5933 ┆ 2.4247 │
│ 2023-10-01 ┆ 27623.5055 ┆ 27917.2634 ┆ 28184.9915 ┆ … ┆ 2.7834 ┆ 2.8424 ┆ 2.795 ┆ 2.5619 │
│ 2024-01-01 ┆ 27938.8105 ┆ 28234.0069 ┆ 28497.6187 ┆ … ┆ 3.1199 ┆ 2.983 ┆ 2.692 ┆ 2.4174 │
│ 2024-04-01 ┆ 28284.4998 ┆ 28625.8758 ┆ 28944.1106 ┆ … ┆ 2.5017 ┆ 2.6019 ┆ 2.4432 ┆ 2.1863 │
└────────────┴────────────┴────────────┴────────────┴───┴──────────────────┴──────────────────┴──────────────────┴──────────────────┘
3.1.2 :003 > Polars::Config.set_tbl_rows(-1)
=> Polars::Config
3.1.2 :004 > Polars::Config.set_tbl_cols(-1)
=> Polars::Config
3.1.2 :005 > a.fetch
=>
shape: (223, 308)
┌─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┬─────┐
│ Tim ┆ NGD ┆ NGD ┆ NGD ┆ NGD ┆ NGD ┆ NGD ┆ NGD ┆ NGD ┆ PGD ┆ PGD ┆ PGD ┆ PGD ┆ PGD ┆ PGD ┆ PGD ┆ PGD ┆ CPR ┆ CPR ┆ CPR ┆ CPR ┆ CPR ┆ CPR ┆ CPR ┆ CPR ┆ UNE ┆ UNE ┆ UNE ┆ UNE ┆ UNE ┆ UNE ┆ UNE ┆ UNE ┆ UNE ┆ UNE ┆ EMP ┆ EMP ┆ EMP ┆ EMP ┆ EMP ┆ EMP ┆ EMP ┆ EMP ┆ IND ┆ IND ┆ IND ┆ IND ┆ IND ┆ IND ┆ IND ┆ IND ┆ HOU ┆ HOU ┆ HOU ┆ HOU ┆ HOU ┆ HOU ┆ HOU ┆ HOU ┆ TBI ┆ TBI ┆ TBI ┆ TBI ┆ TBI ┆ TBI ┆ TBI ┆ TBI ┆ TBI ┆ TBI ┆ BON ┆ BON ┆ BON ┆ BON ┆ BON ┆ BON ┆ BON ┆ BON ┆ BAA ┆ BAA ┆ BAA ┆ BAA ┆ BAA ┆ BAA ┆ BAA ┆ BAA ┆ TBO ┆ TBO ┆ TBO ┆ TBO ┆ TBO ┆ TBO ┆ TBO ┆ TBO ┆ TBO ┆ TBO ┆ RGD ┆ RGD ┆ RGD ┆ RGD ┆ RGD ┆ RGD ┆ RGD ┆ RGD ┆ RGD ┆ RGD ┆ RCO ┆ RCO ┆ RCO ┆ RCO ┆ RCO ┆ RCO ┆ RCO ┆ RCO ┆ RNR ┆ RNR ┆ RNR ┆ RNR ┆ RNR ┆ RNR ┆ RNR ┆ RNR ┆ RRE ┆ RRE ┆ RRE ┆ RRE ┆ RRE ┆ RRE ┆ RRE ┆ RRE ┆ RFE ┆ RFE ┆ RFE ┆ RFE ┆ RFE ┆ RFE ┆ RFE ┆ RFE ┆ RSL ┆ RSL ┆ RSL ┆ RSL ┆ RSL ┆ RSL ┆ RSL ┆ RSL ┆ RCB ┆ RCB ┆ RCB ┆ RCB ┆ RCB ┆ RCB ┆ RCB ┆ RCB ┆ REX ┆ REX ┆ REX ┆ REX ┆ REX ┆ REX ┆ REX ┆ REX ┆ CPI ┆ PCE ┆ CPI ┆ PCE ┆ RGD ┆ PRO ┆ STO ┆ BON ┆ BIL ┆ CPI ┆ CPI ┆ CPI ┆ CPI ┆ CPI ┆ CPI ┆ CPI ┆ CPI ┆ CPI ┆ COR ┆ COR ┆ COR ┆ COR ┆ COR ┆ COR ┆ COR ┆ COR ┆ COR ┆ PCE ┆ PCE ┆ PCE ┆ PCE ┆ PCE ┆ PCE ┆ PCE ┆ PCE ┆ PCE ┆ COR ┆ COR ┆ COR ┆ COR ┆ COR ┆ COR ┆ COR ┆ COR ┆ COR ┆ UBA ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ SPR ┆ cpi ┆ pce ┆ RR1 ┆ RR1 ┆ RR1 ┆ RR1 ┆ RR1 ┆ RR2 ┆ RR2 ┆ RR2 ┆ RR2 ┆ RR3 ┆ RR3 ┆ RR3 ┆ RR3 ┆ RR1 ┆ RR1 ┆ RR1 ┆ RR1 ┆ RR1 ┆ RR2 ┆ RR2 ┆ RR2 ┆ RR2 ┆ RR3 ┆ RR3 ┆ RR3 ┆ RR3 ┆ RR1 ┆ RR1 ┆ RR1 ┆ RR1 ┆ RR1 ┆ RR2 ┆ RR2 ┆ RR2 ┆ RR2 ┆ RR3 ┆ RR3 ┆ RR3 ┆ RR3 ┆ RR1 ┆ RR1 ┆ RR1 ┆ RR1 ┆ RR1 ┆ RR2 ┆ RR2 ┆ RR2 ┆ RR2 ┆ RR3 ┆ RR3 ┆ RR3 ┆ RR3 ┆ RR1 ┆ RR1 ┆ RR1 ┆ RR1 ┆ RR1 ┆ RR2 ┆ RR2 ┆ RR2 ┆ RR2 ┆ RR3 ┆ RR3 ┆ RR3 ┆ RR3 │
│ est ┆ P1 ┆ P2 ┆ P3 ┆ P4 ┆ P5 ┆ P6 ┆ PA ┆ PB ┆ P1 ┆ P2 ┆ P3 ┆ P4 ┆ P5 ┆ P6 ┆ PA ┆ PB ┆ OF1 ┆ OF2 ┆ OF3 ┆ OF4 ┆ OF5 ┆ OF6 ┆ OFA ┆ OFB ┆ MP1 ┆ MP2 ┆ MP3 ┆ MP4 ┆ MP5 ┆ MP6 ┆ MPA ┆ MPB ┆ MPC ┆ MPD ┆ 1 ┆ 2 ┆ 3 ┆ 4 ┆ 5 ┆ 6 ┆ A ┆ B ┆ PRO ┆ PRO ┆ PRO ┆ PRO ┆ PRO ┆ PRO ┆ PRO ┆ PRO ┆ SIN ┆ SIN ┆ SIN ┆ SIN ┆ SIN ┆ SIN ┆ SIN ┆ SIN ┆ LL1 ┆ LL2 ┆ LL3 ┆ LL4 ┆ LL5 ┆ LL6 ┆ LLA ┆ LLB ┆ LLC ┆ LLD ┆ D1 ┆ D2 ┆ D3 ┆ D4 ┆ D5 ┆ D6 ┆ DA ┆ DB ┆ BON ┆ BON ┆ BON ┆ BON ┆ BON ┆ BON ┆ BON ┆ BON ┆ ND1 ┆ ND2 ┆ ND3 ┆ ND4 ┆ ND5 ┆ ND6 ┆ NDA ┆ NDB ┆ NDC ┆ NDD ┆ P1 ┆ P2 ┆ P3 ┆ P4 ┆ P5 ┆ P6 ┆ PA ┆ PB ┆ PC ┆ PD ┆ NSU ┆ NSU ┆ NSU ┆ NSU ┆ NSU ┆ NSU ┆ NSU ┆ NSU ┆ ESI ┆ ESI ┆ ESI ┆ ESI ┆ ESI ┆ ESI ┆ ESI ┆ ESI ┆ SIN ┆ SIN ┆ SIN ┆ SIN ┆ SIN ┆ SIN ┆ SIN ┆ SIN ┆ DGO ┆ DGO ┆ DGO ┆ DGO ┆ DGO ┆ DGO ┆ DGO ┆ DGO ┆ GOV ┆ GOV ┆ GOV ┆ GOV ┆ GOV ┆ GOV ┆ GOV ┆ GOV ┆ I1 ┆ I2 ┆ I3 ┆ I4 ┆ I5 ┆ I6 ┆ IA ┆ IB ┆ POR ┆ POR ┆ POR ┆ POR ┆ POR ┆ POR ┆ POR ┆ POR ┆ 5YR ┆ 5YR ┆ 10 ┆ 10 ┆ P10 ┆ D10 ┆ CK1 ┆ D10 ┆ L10 ┆ 1 ┆ 2 ┆ 3 ┆ 4 ┆ 5 ┆ 6 ┆ A ┆ B ┆ C ┆ ECP ┆ ECP ┆ ECP ┆ ECP ┆ ECP ┆ ECP ┆ ECP ┆ ECP ┆ ECP ┆ 1 ┆ 2 ┆ 3 ┆ 4 ┆ 5 ┆ 6 ┆ A ┆ B ┆ C ┆ EPC ┆ EPC ┆ EPC ┆ EPC ┆ EPC ┆ EPC ┆ EPC ┆ EPC ┆ EPC ┆ R ┆ _Tb ┆ _Tb ┆ _Tb ┆ _Tb ┆ _Tb ┆ _Tb ┆ _Tb ┆ _Tb ┆ _Tb ┆ _Tb ┆ _BA ┆ _BA ┆ _BA ┆ _BA ┆ _BA ┆ _BA ┆ _BA ┆ _BA ┆ _BA ┆ _BA ┆ _BA ┆ _BA ┆ _BA ┆ _BA ┆ _BA ┆ _BA ┆ _AA ┆ _AA ┆ _AA ┆ _AA ┆ _AA ┆ _AA ┆ _AA ┆ _AA ┆ f5 ┆ f5 ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB ┆ _TB │
│ amp ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ D1 ┆ D2 ┆ D3 ┆ D4 ┆ D5 ┆ D6 ┆ DA ┆ DB ┆ G1 ┆ G2 ┆ G3 ┆ G4 ┆ G5 ┆ G6 ┆ GA ┆ GB ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ D1 ┆ D2 ┆ D3 ┆ D4 ┆ D5 ┆ D6 ┆ DA ┆ DB ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ M1 ┆ M2 ┆ M3 ┆ M4 ┆ M5 ┆ M6 ┆ MA ┆ MB ┆ N1 ┆ N2 ┆ N3 ┆ N4 ┆ N5 ┆ N6 ┆ NA ┆ NB ┆ V1 ┆ V2 ┆ V3 ┆ V4 ┆ V5 ┆ V6 ┆ VA ┆ VB ┆ V1 ┆ V2 ┆ V3 ┆ V4 ┆ V5 ┆ V6 ┆ VA ┆ VB ┆ 1 ┆ 2 ┆ 3 ┆ 4 ┆ 5 ┆ 6 ┆ A ┆ B ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ T1 ┆ T2 ┆ T3 ┆ T4 ┆ T5 ┆ T6 ┆ TA ┆ TB ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ 0 ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ I1 ┆ I2 ┆ I3 ┆ I4 ┆ I5 ┆ I6 ┆ IA ┆ IB ┆ IC ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ E1 ┆ E2 ┆ E3 ┆ E4 ┆ E5 ┆ E6 ┆ EA ┆ EB ┆ EC ┆ --- ┆ ond ┆ ond ┆ ond ┆ ond ┆ ond ┆ ond ┆ ond ┆ ond ┆ ond ┆ ond ┆ A_A ┆ A_A ┆ A_A ┆ A_A ┆ A_A ┆ A_A ┆ A_A ┆ A_A ┆ A_T ┆ A_T ┆ A_T ┆ A_T ┆ A_T ┆ A_T ┆ A_T ┆ A_T ┆ A_T ┆ A_T ┆ A_T ┆ A_T ┆ A_T ┆ A_T ┆ A_T ┆ A_T ┆ --- ┆ --- ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL ┆ ILL │
│ s ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ nul ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ --- ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ f64 ┆ _Tb ┆ _Tb ┆ _Tb ┆ _Tb ┆ _Tb ┆ _Tb ┆ _Tb ┆ _Tb ┆ _Tb ┆ _Tb ┆ AA1 ┆ AA2 ┆ AA3 ┆ AA4 ┆ AA5 ┆ AA6 ┆ AAA ┆ AAB ┆ BON ┆ BON ┆ BON ┆ BON ┆ BON ┆ BON ┆ BON ┆ BON ┆ BON ┆ BON ┆ BON ┆ BON ┆ BON ┆ BON ┆ BON ┆ BON ┆ f64 ┆ f64 ┆ _PG ┆ _PG ┆ _PG ┆ _PG ┆ _PG ┆ _PG ┆ _PG ┆ _PG ┆ _PG ┆ _PG ┆ _PG ┆ _PG ┆ _PG ┆ _CP ┆ _CP ┆ _CP ┆ _CP ┆ _CP ┆ _CP ┆ _CP ┆ _CP ┆ _CP ┆ _CP ┆ _CP ┆ _CP ┆ _CP ┆ _CC ┆ _CC ┆ _CC ┆ _CC ┆ _CC ┆ _CC ┆ _CC ┆ _CC ┆ _CC ┆ _CC ┆ _CC ┆ _CC ┆ _CC ┆ _PC ┆ _PC ┆ _PC ┆ _PC ┆ _PC ┆ _PC ┆ _PC ┆ _PC ┆ _PC ┆ _PC ┆ _PC ┆ _PC ┆ _PC ┆ _CP ┆ _CP ┆ _CP ┆ _CP ┆ _CP ┆ _CP ┆ _CP ┆ _CP ┆ _CP ┆ _CP ┆ _CP ┆ _CP ┆ _CP │
│ --- ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ l ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ nul ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ ┆ ┆ ┆ ┆ ┆ ┆ f64 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ ┆ ill ┆ ill ┆ ill ┆ ill ┆ ill ┆ ill ┆ ill ┆ ill ┆ ill ┆ ill ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ D1 ┆ D2 ┆ D3 ┆ D4 ┆ D5 ┆ D6 ┆ DA ┆ DB ┆ D1 ┆ D2 ┆ D3 ┆ D4 ┆ D5 ┆ D6 ┆ DA ┆ DB ┆ ┆ ┆ DP_ ┆ DP_ ┆ DP_ ┆ DP_ ┆ DP_ ┆ DP_ ┆ DP_ ┆ DP_ ┆ DP_ ┆ DP_ ┆ DP_ ┆ DP_ ┆ DP_ ┆ I_2 ┆ I_3 ┆ I_4 ┆ I_5 ┆ I_6 ┆ I_2 ┆ I_3 ┆ I_4 ┆ I_5 ┆ I_2 ┆ I_3 ┆ I_4 ┆ I_5 ┆ PI_ ┆ PI_ ┆ PI_ ┆ PI_ ┆ PI_ ┆ PI_ ┆ PI_ ┆ PI_ ┆ PI_ ┆ PI_ ┆ PI_ ┆ PI_ ┆ PI_ ┆ E_2 ┆ E_3 ┆ E_4 ┆ E_5 ┆ E_6 ┆ E_2 ┆ E_3 ┆ E_4 ┆ E_5 ┆ E_2 ┆ E_3 ┆ E_4 ┆ E_5 ┆ CE_ ┆ CE_ ┆ CE_ ┆ CE_ ┆ CE_ ┆ CE_ ┆ CE_ ┆ CE_ ┆ CE_ ┆ CE_ ┆ CE_ ┆ CE_ ┆ CE_ │
│ dat ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ l ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 1 ┆ 2 ┆ 3 ┆ 4 ┆ 5 ┆ 6 ┆ A ┆ B ┆ C ┆ D ┆ nul ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ ┆ ┆ 2 ┆ 3 ┆ 4 ┆ 5 ┆ 6 ┆ 2 ┆ 3 ┆ 4 ┆ 5 ┆ 2 ┆ 3 ┆ 4 ┆ 5 ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ 2 ┆ 3 ┆ 4 ┆ 5 ┆ 6 ┆ 2 ┆ 3 ┆ 4 ┆ 5 ┆ 2 ┆ 3 ┆ 4 ┆ 5 ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ 2 ┆ 3 ┆ 4 ┆ 5 ┆ 6 ┆ 2 ┆ 3 ┆ 4 ┆ 5 ┆ 2 ┆ 3 ┆ 4 ┆ 5 │
│ e ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ l ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ nul ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ nul ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ ┆ ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │
│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ l ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ l ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 │
╞═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╪═════╡
│ 196 ┆ 870 ┆ 884 ┆ 896 ┆ 908 ┆ 923 ┆ 939 ┆ nul ┆ nul ┆ 122 ┆ 123 ┆ 124 ┆ 125 ┆ 126 ┆ 126 ┆ nul ┆ nul ┆ 51. ┆ 51. ┆ 50. ┆ 51. ┆ 51. ┆ 52. ┆ nul ┆ nul ┆ 3.5 ┆ 3.6 ┆ 3.8 ┆ 4.0 ┆ 3.9 ┆ 3.9 ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ 164 ┆ 165 ┆ 166 ┆ 166 ┆ 168 ┆ 170 ┆ nul ┆ nul ┆ 1.5 ┆ 1.5 ┆ 1.5 ┆ 1.5 ┆ 1.6 ┆ 1.6 ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ 713 ┆ 717 ┆ 721 ┆ 726 ┆ 733 ┆ 740 ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul ┆ nul │
│ 8-1 ┆ .93 ┆ .78 ┆ .54 ┆ .77 ┆ .77 ┆ .79 ┆ l ┆ l ┆ .0 ┆ .32 ┆ .28 ┆ .16 ┆ .01 ┆ .86 ┆ l ┆ l ┆ 023 ┆ 255 ┆ 914 ┆ 059 ┆ 988 ┆ 938 ┆ l ┆ l ┆ 974 ┆ 218 ┆ 359 ┆ 231 ┆ 91 ┆ 397 ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ .80 ┆ .67 ┆ .02 ┆ .56 ┆ .25 ┆ .07 ┆ l ┆ l ┆ 194 ┆ 298 ┆ 442 ┆ 843 ┆ 407 ┆ 819 ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ .87 ┆ .48 ┆ .38 ┆ .14 ┆ .16 ┆ .82 ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l ┆ l │
(...snip...)
3.1.2 :006 > b = a.fetch
=>
shape: (223, 308)
...
3.1.2 :007 > b.columns
=>
["Timestamps",
"NGDP1",
"NGDP2",
"NGDP3",
"NGDP4",
"NGDP5",
"NGDP6",
"NGDPA",
"NGDPB",
"PGDP1",
"PGDP2",
"PGDP3",
"PGDP4",
"PGDP5",
"PGDP6",
"PGDPA",
"PGDPB",
(...snip...)
"RR3_TBILL_CPCE_2",
"RR3_TBILL_CPCE_3",
"RR3_TBILL_CPCE_4",
"RR3_TBILL_CPCE_5"]
3.1.2 :008 > b['Timestamps']
=>
shape: (223,)
Series: 'Timestamps' [date]
[
1968-10-01
1969-01-01
1969-04-01
1969-07-01
1969-10-01
1970-01-01
1970-04-01
1970-07-01
1970-10-01
(...snip...)
2023-07-01
2023-10-01
2024-01-01
2024-04-01
]
After checking out the repo, run bin/setup to install dependencies. You can also run bin/console for an interactive prompt that will allow you to experiment.
To install this gem onto your local machine, run bundle exec rake install. To release a new version, update the version number in version.rb, and then run bundle exec rake release, which will create a git tag for the version, push git commits and the created tag, and push the .gem file to rubygems.org.
Bug reports and pull requests are welcome on GitHub at https://github.com/[USERNAME]/philly_frb_as_dataframe. This project is intended to be a safe, welcoming space for collaboration, and contributors are expected to adhere to the code of conduct.
The gem is available as open source under the terms of the MIT License.
Everyone interacting in the PhillyFrbAsDataframe project's codebases, issue trackers, chat rooms and mailing lists is expected to follow the code of conduct.
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We found that philly_frb_as_dataframe demonstrated a not healthy version release cadence and project activity because the last version was released a year ago. It has 1 open source maintainer collaborating on the project.
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