From ff0fd2cc0ee5f266198a00b653ff9d1fde0b8259 Mon Sep 17 00:00:00 2001 From: Lewis Chambers Date: Mon, 23 Dec 2024 15:14:56 +0000 Subject: [PATCH] Started building a file processor for cosmos data --- pyproject.toml | 1 + .../TOA5_ALIC1_Precip_2024_12_19_0001.dat | 847 +++++++++++++++++ .../TOA5_BALRD_Precip_2024_12_19_0001.dat | 847 +++++++++++++++++ .../TOA5_BICKL_Precip_2024_12_19_0001.dat | 847 +++++++++++++++++ .../TOA5_BUNNY_Precip_2024_12_19_0001.dat | 847 +++++++++++++++++ .../TOA5_SPENF_Precip_2024_12_19_0001.dat | 847 +++++++++++++++++ .../TOA5_STGHT_Precip_2024_12_19_0001.dat | 847 +++++++++++++++++ .../TOA5_STIPS_Precip_2024_12_19_0001.dat | 847 +++++++++++++++++ .../TOA5_SYDLG_Precip_2024_12_19_0001.dat | 848 ++++++++++++++++++ .../TOA5_TADHM_Precip_2024_12_19_0001.dat | 847 +++++++++++++++++ .../TOA5_WADDN_Precip_2024_12_19_0001.dat | 848 ++++++++++++++++++ .../TOA5_WIMPL_Precip_2024_12_19_0001.dat | 847 +++++++++++++++++ .../TOA5_WRTTL_Precip_2024_12_19_0001.dat | 847 +++++++++++++++++ .../TOA5_GISBN_SoilMet_2024_12_19_0030.dat | 32 + .../TOA5_GLENS_SoilMet_2024_12_19_0030.dat | 32 + .../TOA5_GLENW_SoilMet_2024_12_19_0030.dat | 32 + .../TOA5_HADLW_SoilMet_2024_12_19_0030.dat | 32 + .../TOA5_HARTW_SoilMet_2024_12_19_0030.dat | 32 + .../TOA5_HENFS_SoilMet_2024_12_19_0030.dat | 32 + .../TOA5_HILLB_SoilMet_2024_12_19_0030.dat | 32 + .../TOA5_HLACY_SoilMet_2024_12_19_0030.dat | 32 + .../TOA5_HOLLN_SoilMet_2024_12_19_0030.dat | 32 + .../TOA5_HYBRY_SoilMet_2024_12_19_0030.dat | 32 + .../TOA5_LIZRD_SoilMet_2024_12_19_0030.dat | 32 + .../TOA5_LODTN_SoilMet_2024_12_19_0030.dat | 32 + .../TOA5_LULLN_SoilMet_2024_12_19_0030.dat | 32 + src/iotswarm/formatters.py | 42 + src/iotswarm/readers.py | 81 ++ 28 files changed, 10706 insertions(+) create mode 100644 src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_ALIC1_Precip_2024_12_19_0001.dat create mode 100644 src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_BALRD_Precip_2024_12_19_0001.dat create mode 100644 src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_BICKL_Precip_2024_12_19_0001.dat create mode 100644 src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_BUNNY_Precip_2024_12_19_0001.dat create mode 100644 src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_SPENF_Precip_2024_12_19_0001.dat create mode 100644 src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_STGHT_Precip_2024_12_19_0001.dat create mode 100644 src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_STIPS_Precip_2024_12_19_0001.dat create mode 100644 src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_SYDLG_Precip_2024_12_19_0001.dat create mode 100644 src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_TADHM_Precip_2024_12_19_0001.dat create mode 100644 src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_WADDN_Precip_2024_12_19_0001.dat create mode 100644 src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_WIMPL_Precip_2024_12_19_0001.dat create mode 100644 src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_WRTTL_Precip_2024_12_19_0001.dat create mode 100644 src/iotswarm/__assets__/sensor_data/SOILMET/TOA5_GISBN_SoilMet_2024_12_19_0030.dat create mode 100644 src/iotswarm/__assets__/sensor_data/SOILMET/TOA5_GLENS_SoilMet_2024_12_19_0030.dat create mode 100644 src/iotswarm/__assets__/sensor_data/SOILMET/TOA5_GLENW_SoilMet_2024_12_19_0030.dat create mode 100644 src/iotswarm/__assets__/sensor_data/SOILMET/TOA5_HADLW_SoilMet_2024_12_19_0030.dat create mode 100644 src/iotswarm/__assets__/sensor_data/SOILMET/TOA5_HARTW_SoilMet_2024_12_19_0030.dat create mode 100644 src/iotswarm/__assets__/sensor_data/SOILMET/TOA5_HENFS_SoilMet_2024_12_19_0030.dat create mode 100644 src/iotswarm/__assets__/sensor_data/SOILMET/TOA5_HILLB_SoilMet_2024_12_19_0030.dat create mode 100644 src/iotswarm/__assets__/sensor_data/SOILMET/TOA5_HLACY_SoilMet_2024_12_19_0030.dat create mode 100644 src/iotswarm/__assets__/sensor_data/SOILMET/TOA5_HOLLN_SoilMet_2024_12_19_0030.dat create mode 100644 src/iotswarm/__assets__/sensor_data/SOILMET/TOA5_HYBRY_SoilMet_2024_12_19_0030.dat create mode 100644 src/iotswarm/__assets__/sensor_data/SOILMET/TOA5_LIZRD_SoilMet_2024_12_19_0030.dat create mode 100644 src/iotswarm/__assets__/sensor_data/SOILMET/TOA5_LODTN_SoilMet_2024_12_19_0030.dat create mode 100644 src/iotswarm/__assets__/sensor_data/SOILMET/TOA5_LULLN_SoilMet_2024_12_19_0030.dat create mode 100644 src/iotswarm/formatters.py create mode 100644 src/iotswarm/readers.py diff --git a/pyproject.toml b/pyproject.toml index b928bad..c51e9bb 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -17,6 +17,7 @@ dependencies = [ "oracledb", "pandas", "platformdirs", + "pydantic", "setuptools", ] name = "iot-swarm" diff --git a/src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_ALIC1_Precip_2024_12_19_0001.dat b/src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_ALIC1_Precip_2024_12_19_0001.dat new file mode 100644 index 0000000..ab8fc0b --- /dev/null +++ b/src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_ALIC1_Precip_2024_12_19_0001.dat @@ -0,0 +1,847 @@ 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05:52:00",142003,0,0,0,89.4,740.16,740.09,5.8,255,0,"NAN","NAN" +"2024-12-19 05:53:00",142004,0,0.03,0,89.4,740.16,740.09,5.8,255,0,"NAN","NAN" +"2024-12-19 05:54:00",142005,0,0,0,89.4,740.25,740.11,5.8,255,0,"NAN","NAN" +"2024-12-19 05:55:00",142006,0,0.03,0.05,89.4,740.25,740.11,5.7,255,0,"NAN","NAN" +"2024-12-19 05:56:00",142007,0,0.03,0.05,89.5,740.28,740.12,5.7,255,0,"NAN","NAN" +"2024-12-19 05:57:00",142008,0,0.06,0.06,89.5,740.28,740.15,5.7,255,0,"NAN","NAN" +"2024-12-19 05:58:00",142009,0,0.06,0.06,89.5,740.3,740.22,5.6,255,0,"NAN","NAN" +"2024-12-19 05:59:00",142010,0,0.06,0.06,89.6,740.31,740.26,5.6,255,0,"NAN","NAN" +"2024-12-19 06:00:00",142011,0,0,0,89.6,740.33,740.29,5.6,255,0,"NAN","NAN" +"2024-12-19 06:01:00",142012,0,0,0,89.6,740.33,740.29,5.6,255,0,"NAN","NAN" +"2024-12-19 06:02:00",142013,0,0.04,0.03,89.7,740.35,740.3,5.6,255,0,"NAN","NAN" +"2024-12-19 06:03:00",142014,0,0,0,89.7,740.32,740.31,5.6,255,0,"NAN","NAN" +"2024-12-19 06:04:00",142015,0,0,0,89.7,740.31,740.31,5.5,255,0,"NAN","NAN" +"2024-12-19 06:05:00",142016,0,0,0,89.7,740.31,740.32,5.5,255,0,"NAN","NAN" +"2024-12-19 06:06:00",142017,0,0,0,89.7,740.3,740.32,5.5,255,0,"NAN","NAN" +"2024-12-19 06:07:00",142018,0,0,0,89.7,740.3,740.32,5.5,255,0,"NAN","NAN" +"2024-12-19 06:08:00",142019,0,0,0,89.7,740.31,740.31,5.5,255,0,"NAN","NAN" +"2024-12-19 06:09:00",142020,0,0,0,89.7,740.3,740.31,5.5,255,0,"NAN","NAN" +"2024-12-19 06:10:00",142021,0,0,0,89.7,740.31,740.31,5.4,255,0,"NAN","NAN" +"2024-12-19 06:11:00",142022,0,0,0,89.7,740.3,740.3,5.4,255,0,"NAN","NAN" +"2024-12-19 06:12:00",142023,0,0,0,89.7,740.3,740.3,5.4,255,0,"NAN","NAN" +"2024-12-19 06:13:00",142024,0,0,0,89.7,740.3,740.3,5.4,255,0,"NAN","NAN" +"2024-12-19 06:14:00",142025,0,0,0,89.7,740.29,740.3,5.3,255,0,"NAN","NAN" +"2024-12-19 06:15:00",142026,0,0,0,89.7,740.29,740.3,5.4,255,0,"NAN","NAN" +"2024-12-19 06:16:00",142027,0,0,0,89.7,740.3,740.3,5.4,255,0,"NAN","NAN" +"2024-12-19 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07:47:00",142118,0,0,0,90.1,740.69,740.69,4.7,255,0,"NAN","NAN" +"2024-12-19 07:48:00",142119,0,0,0,90.1,740.69,740.69,4.8,255,0,"NAN","NAN" +"2024-12-19 07:49:00",142120,0,0,0,90.1,740.7,740.69,4.7,255,0,"NAN","NAN" +"2024-12-19 07:50:00",142121,0,0,0,90.1,740.7,740.69,4.7,255,0,"NAN","NAN" +"2024-12-19 07:51:00",142122,0,0,0,90.1,740.68,740.69,4.8,255,0,"NAN","NAN" +"2024-12-19 07:52:00",142123,0,0,0,90.1,740.68,740.69,4.7,255,0,"NAN","NAN" +"2024-12-19 07:53:00",142124,0,0,0,90.1,740.69,740.69,4.8,255,0,"NAN","NAN" +"2024-12-19 07:54:00",142125,0,0,0,90.1,740.68,740.68,4.7,255,0,"NAN","NAN" +"2024-12-19 07:55:00",142126,0,0,0,90.1,740.67,740.68,4.7,255,0,"NAN","NAN" +"2024-12-19 07:56:00",142127,0,0,0,90.1,740.67,740.68,4.8,255,0,"NAN","NAN" +"2024-12-19 07:57:00",142128,0,0,0,90.1,740.66,740.67,4.7,255,0,"NAN","NAN" +"2024-12-19 07:58:00",142129,0,0,0,90.1,740.66,740.67,4.7,255,0,"NAN","NAN" +"2024-12-19 07:59:00",142130,0,0,0,90.1,740.65,740.67,4.7,255,0,"NAN","NAN" +"2024-12-19 08:00:00",142131,0,0,0,90.1,740.66,740.66,4.7,255,0,"NAN","NAN" +"2024-12-19 08:01:00",142132,0,0,0,90.1,740.65,740.66,4.7,255,0,"NAN","NAN" +"2024-12-19 08:02:00",142133,0,0,0,90.1,740.66,740.66,4.7,255,0,"NAN","NAN" +"2024-12-19 08:03:00",142134,0,0,0,90.1,740.66,740.66,4.6,255,0,"NAN","NAN" +"2024-12-19 08:04:00",142135,0,0,0,90.1,740.64,740.65,4.6,255,0,"NAN","NAN" +"2024-12-19 08:05:00",142136,0,0,0,90.1,740.65,740.65,4.6,255,0,"NAN","NAN" +"2024-12-19 08:06:00",142137,0,0,0,90.1,740.64,740.65,4.7,255,0,"NAN","NAN" +"2024-12-19 08:07:00",142138,0,0,0,90.1,740.66,740.65,4.6,255,0,"NAN","NAN" +"2024-12-19 08:08:00",142139,0,0,0,90.1,740.72,740.65,4.7,255,0,"NAN","NAN" +"2024-12-19 08:09:00",142140,0,0,0,90.1,740.73,740.66,4.7,255,0,"NAN","NAN" +"2024-12-19 08:10:00",142141,0,0,0,90.1,740.78,740.66,4.6,255,0,"NAN","NAN" +"2024-12-19 08:11:00",142142,0,0,0,90.1,740.75,740.71,4.7,255,0,"NAN","NAN" +"2024-12-19 08:12:00",142143,0,0.07,0.07,90.1,740.75,740.71,4.7,255,0,"NAN","NAN" 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08:50:00",142181,0,0,0,91,741.57,741.58,4.7,255,0,"NAN","NAN" +"2024-12-19 08:51:00",142182,0,0,0,91,741.59,741.58,4.7,255,0,"NAN","NAN" +"2024-12-19 08:52:00",142183,0,0,0,91,741.59,741.58,4.7,255,0,"NAN","NAN" +"2024-12-19 08:53:00",142184,0,0,0,91,741.61,741.58,4.7,255,0,"NAN","NAN" +"2024-12-19 08:54:00",142185,0,0,0,91,741.61,741.58,4.7,255,0,"NAN","NAN" +"2024-12-19 08:55:00",142186,0,0,0,91,741.63,741.59,4.7,255,0,"NAN","NAN" +"2024-12-19 08:56:00",142187,0,0,0,91,741.63,741.59,4.7,255,0,"NAN","NAN" +"2024-12-19 08:57:00",142188,0,0,0,91,741.68,741.6,4.7,255,0,"NAN","NAN" +"2024-12-19 08:58:00",142189,0,0,0,91,741.74,741.61,4.7,255,0,"NAN","NAN" +"2024-12-19 08:59:00",142190,0,0.01,0,91,741.86,741.63,4.7,255,0,"NAN","NAN" +"2024-12-19 09:00:00",142191,0,0,0,91,741.85,741.68,4.8,255,0,"NAN","NAN" +"2024-12-19 09:01:00",142192,0,0.1,0.12,91,741.85,741.68,4.8,255,0,"NAN","NAN" +"2024-12-19 09:02:00",142193,0,0.1,0.12,91.1,741.85,741.73,4.8,255,0,"NAN","NAN" +"2024-12-19 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-0,0 +1,847 @@ +"TOA5","CR3000_SPENF","CR3000","12803","CR3000.Std.32.03","CPU:P3_v1-05_COSMOS.CR3","35517","Precip" +"TIMESTAMP","RECORD","P_Intensity_RT","P_Accumulated_RT_NRT","P_Accumulated_NRT","P_Accumulated_Total_NRT","P_Bucket_RT","P_Bucket_NRT","P_Loadcell_Temp","P_Heating_Status","P_Status","Precip_TBR1_1min","Precip_TBR2_1min" +"TS","RN","mm min-1","mm","mm","mm","mm","mm","deg C","","","mm","mm" +"","","Smp","Smp","Smp","Smp","Smp","Smp","Smp","Smp","Smp","Smp","Smp" +"2024-12-19 00:01:00",343680,0,0,0,159.9,635.47,635.43,9.1,255,0,"NAN","NAN" +"2024-12-19 00:02:00",343681,0,0,0,159.9,635.48,635.44,9.1,255,0,"NAN","NAN" +"2024-12-19 00:03:00",343682,0,0,0,159.9,635.49,635.44,9.1,255,0,"NAN","NAN" +"2024-12-19 00:04:00",343683,0,0,0,159.9,635.51,635.45,9.1,255,0,"NAN","NAN" +"2024-12-19 00:05:00",343684,0,0.05,0.05,159.9,635.53,635.47,9.1,255,0,"NAN","NAN" +"2024-12-19 00:06:00",343685,0,0,0,159.9,635.53,635.47,9.1,255,0,"NAN","NAN" +"2024-12-19 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b/src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_TADHM_Precip_2024_12_19_0001.dat @@ -0,0 +1,847 @@ +"TOA5","CR3000_TADHM","CR3000","12799","CR3000.Std.31.03","CPU:P2_v1-05_COSMOS.CR3","14510","Precip" +"TIMESTAMP","RECORD","P_Intensity_RT","P_Accumulated_RT_NRT","P_Accumulated_NRT","P_Accumulated_Total_NRT","P_Bucket_RT","P_Bucket_NRT","P_Loadcell_Temp","P_Heating_Status","P_Status","Precip_TBR1_1min","Precip_TBR2_1min" +"TS","RN","mm min-1","mm","mm","mm","mm","mm","deg C","","","mm","mm" +"","","Smp","Smp","Smp","Smp","Smp","Smp","Smp","Smp","Smp","Smp","Smp" +"2024-12-19 00:01:00",334959,0,0,0,20.37,731.1,731.11,7.6,128,0,"NAN","NAN" +"2024-12-19 00:02:00",334960,0,0,0,20.37,731.12,731.11,7.7,128,0,"NAN","NAN" +"2024-12-19 00:03:00",334961,0,0,0,20.37,731.13,731.11,7.5,128,0,"NAN","NAN" +"2024-12-19 00:04:00",334962,0,0,0,20.37,731.11,731.11,7.7,128,0,"NAN","NAN" +"2024-12-19 00:05:00",334963,0,0,0,20.37,731.11,731.11,7.5,128,0,"NAN","NAN" +"2024-12-19 00:06:00",334964,0,0,0,20.37,731.1,731.11,7.6,128,0,"NAN","NAN" +"2024-12-19 00:07:00",334965,0,0,0,20.37,731.1,731.11,7.8,128,0,"NAN","NAN" +"2024-12-19 00:08:00",334966,0,0,0,20.37,731.1,731.11,7.5,128,0,"NAN","NAN" +"2024-12-19 00:09:00",334967,0,0,0,20.37,731.11,731.11,7.9,128,0,"NAN","NAN" +"2024-12-19 00:10:00",334968,0,0,0,20.37,731.09,731.11,7.8,128,0,"NAN","NAN" +"2024-12-19 00:11:00",334969,0,0,0,20.37,731.08,731.1,7.4,128,0,"NAN","NAN" +"2024-12-19 00:12:00",334970,0,0,0,20.37,731.09,731.1,7.7,128,0,"NAN","NAN" +"2024-12-19 00:13:00",334971,0,0,0,20.37,731.07,731.1,7.8,128,0,"NAN","NAN" +"2024-12-19 00:14:00",334972,0,0,0,20.37,731.09,731.1,7.7,128,0,"NAN","NAN" +"2024-12-19 00:15:00",334973,0,0,0,20.37,731.08,731.09,7.7,128,0,"NAN","NAN" +"2024-12-19 00:16:00",334974,0,0,0,20.37,731.07,731.09,7.6,128,0,"NAN","NAN" +"2024-12-19 00:17:00",334975,0,0,0,20.37,731.06,731.08,7.6,128,0,"NAN","NAN" +"2024-12-19 00:18:00",334976,0,0,0,20.37,731.07,731.08,7.5,128,0,"NAN","NAN" 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00:31:00",334989,0,0,0,20.37,731.05,731.05,7.3,128,0,"NAN","NAN" +"2024-12-19 00:32:00",334990,0,0,0,20.37,731.04,731.05,7.5,128,0,"NAN","NAN" +"2024-12-19 00:33:00",334991,0,0,0,20.37,731.04,731.05,7.6,128,0,"NAN","NAN" +"2024-12-19 00:34:00",334992,0,0,0,20.37,731.04,731.04,7.5,128,0,"NAN","NAN" +"2024-12-19 00:35:00",334993,0,0,0,20.37,731.04,731.04,7.3,128,0,"NAN","NAN" +"2024-12-19 00:36:00",334994,0,0,0,20.37,731.04,731.04,7.4,128,0,"NAN","NAN" +"2024-12-19 00:37:00",334995,0,0,0,20.37,731.04,731.04,7.2,128,0,"NAN","NAN" +"2024-12-19 00:38:00",334996,0,0,0,20.37,731.03,731.04,7.3,128,0,"NAN","NAN" +"2024-12-19 00:39:00",334997,0,0,0,20.37,731.03,731.04,7.3,128,0,"NAN","NAN" +"2024-12-19 00:40:00",334998,0,0,0,20.37,731.03,731.04,7.4,128,0,"NAN","NAN" +"2024-12-19 00:41:00",334999,0,0,0,20.37,731.02,731.04,7.2,128,0,"NAN","NAN" +"2024-12-19 00:42:00",335000,0,0,0,20.37,731.03,731.03,7.2,128,0,"NAN","NAN" +"2024-12-19 00:43:00",335001,0,0,0,20.37,731.03,731.03,7.2,128,0,"NAN","NAN" 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00:56:00",335014,0,0,0,20.37,731,731.02,7.3,128,0,"NAN","NAN" +"2024-12-19 00:57:00",335015,0,0,0,20.37,731,731.02,7.2,128,0,"NAN","NAN" +"2024-12-19 00:58:00",335016,0,0,0,20.37,731.01,731.02,7.2,128,0,"NAN","NAN" +"2024-12-19 00:59:00",335017,0,0,0,20.37,730.99,731.02,7.1,128,0,"NAN","NAN" +"2024-12-19 01:00:00",335018,0,0,0,20.37,731,731.01,7.2,128,0,"NAN","NAN" +"2024-12-19 01:01:00",335019,0,0,0,20.37,731.02,731.01,7.1,128,0,"NAN","NAN" +"2024-12-19 01:02:00",335020,0,0,0,20.37,731,731,6.9,128,0,"NAN","NAN" +"2024-12-19 01:03:00",335021,0,0,0,20.37,731.04,731,7.1,128,0,"NAN","NAN" +"2024-12-19 01:04:00",335022,0,0,0,20.37,730.98,731,6.9,128,0,"NAN","NAN" +"2024-12-19 01:05:00",335023,0,0,0,20.37,730.97,730.99,7,128,0,"NAN","NAN" +"2024-12-19 01:06:00",335024,0,0,0,20.37,730.96,730.98,7.1,128,0,"NAN","NAN" +"2024-12-19 01:07:00",335025,0,0,0,20.37,730.97,730.98,6.8,128,0,"NAN","NAN" +"2024-12-19 01:08:00",335026,0,0,0,20.37,730.96,730.98,6.8,128,0,"NAN","NAN" +"2024-12-19 01:09:00",335027,0,0,0,20.37,730.97,730.97,6.9,128,0,"NAN","NAN" +"2024-12-19 01:10:00",335028,0,0,0,20.37,730.97,730.97,6.9,128,0,"NAN","NAN" +"2024-12-19 01:11:00",335029,0,0,0,20.37,730.93,730.96,6.7,128,0,"NAN","NAN" +"2024-12-19 01:12:00",335030,0,0,0,20.37,730.93,730.96,6.7,128,0,"NAN","NAN" +"2024-12-19 01:13:00",335031,0,0,0,20.37,730.93,730.95,6.9,128,0,"NAN","NAN" +"2024-12-19 01:14:00",335032,0,0,0,20.37,730.93,730.95,6.7,128,0,"NAN","NAN" +"2024-12-19 01:15:00",335033,0,0,0,20.37,730.93,730.94,6.5,128,0,"NAN","NAN" +"2024-12-19 01:16:00",335034,0,0,0,20.37,730.92,730.94,6.7,128,0,"NAN","NAN" +"2024-12-19 01:17:00",335035,0,0,0,20.37,730.92,730.93,6.8,128,0,"NAN","NAN" +"2024-12-19 01:18:00",335036,0,0,0,20.37,730.92,730.93,6.8,128,0,"NAN","NAN" +"2024-12-19 01:19:00",335037,0,0,0,20.37,730.92,730.92,6.9,128,0,"NAN","NAN" +"2024-12-19 01:20:00",335038,0,0,0,20.37,730.91,730.92,6.8,128,0,"NAN","NAN" +"2024-12-19 01:21:00",335039,0,0,0,20.37,730.9,730.92,6.7,128,0,"NAN","NAN" 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b/src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_WIMPL_Precip_2024_12_19_0001.dat new file mode 100644 index 0000000..453be3a --- /dev/null +++ b/src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_WIMPL_Precip_2024_12_19_0001.dat @@ -0,0 +1,847 @@ +"TOA5","CR3000_WIMPL","CR3000","8471","CR3000.Std.31.03","CPU:P3_v1-05_COSMOS.CR3","35517","Precip" +"TIMESTAMP","RECORD","P_Intensity_RT","P_Accumulated_RT_NRT","P_Accumulated_NRT","P_Accumulated_Total_NRT","P_Bucket_RT","P_Bucket_NRT","P_Loadcell_Temp","P_Heating_Status","P_Status","Precip_TBR1_1min","Precip_TBR2_1min" +"TS","RN","mm min-1","mm","mm","mm","mm","mm","deg C","","","mm","mm" +"","","Smp","Smp","Smp","Smp","Smp","Smp","Smp","Smp","Smp","Smp","Smp" +"2024-12-19 00:01:00",181975,0,0,0,68.05,598.37,598.38,3,255,0,"NAN","NAN" +"2024-12-19 00:02:00",181976,0,0,0,68.05,598.38,598.38,2.9,255,0,"NAN","NAN" +"2024-12-19 00:03:00",181977,0,0,0,68.05,598.37,598.38,2.9,255,0,"NAN","NAN" +"2024-12-19 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diff --git a/src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_WRTTL_Precip_2024_12_19_0001.dat b/src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_WRTTL_Precip_2024_12_19_0001.dat new file mode 100644 index 0000000..f1def12 --- /dev/null +++ b/src/iotswarm/__assets__/sensor_data/PRECIP/TOA5_WRTTL_Precip_2024_12_19_0001.dat @@ -0,0 +1,847 @@ +"TOA5","CR3000_WRTTL","CR3000","9770","CR3000.Std.31.03","CPU:P3_v1-05_COSMOS.CR3","35517","Precip" +"TIMESTAMP","RECORD","P_Intensity_RT","P_Accumulated_RT_NRT","P_Accumulated_NRT","P_Accumulated_Total_NRT","P_Bucket_RT","P_Bucket_NRT","P_Loadcell_Temp","P_Heating_Status","P_Status","Precip_TBR1_1min","Precip_TBR2_1min" +"TS","RN","mm min-1","mm","mm","mm","mm","mm","deg C","","","mm","mm" +"","","Smp","Smp","Smp","Smp","Smp","Smp","Smp","Smp","Smp","Smp","Smp" +"2024-12-19 00:01:00",141741,0,0,0,111.6,580.7,580.71,12.8,255,0,"NAN","NAN" +"2024-12-19 00:02:00",141742,0,0,0,111.6,580.68,580.71,12.8,255,0,"NAN","NAN" +"2024-12-19 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06:24:00",142124,0,0,0,112.7,581.6,581.57,6.5,255,0,"NAN","NAN" +"2024-12-19 06:25:00",142125,0,0,0,112.7,581.57,581.57,6.5,255,0,"NAN","NAN" +"2024-12-19 06:26:00",142126,0,0,0,112.7,581.57,581.57,6.6,255,0,"NAN","NAN" +"2024-12-19 06:27:00",142127,0,0,0,112.7,581.59,581.57,6.5,255,0,"NAN","NAN" +"2024-12-19 06:28:00",142128,0,0,0,112.7,581.57,581.57,6.6,255,0,"NAN","NAN" +"2024-12-19 06:29:00",142129,0,0,0,112.7,581.55,581.57,6.6,255,0,"NAN","NAN" +"2024-12-19 06:30:00",142130,0,0,0,112.7,581.57,581.56,6.6,255,0,"NAN","NAN" +"2024-12-19 06:31:00",142131,0,0,0,112.7,581.55,581.56,6.5,255,0,"NAN","NAN" +"2024-12-19 06:32:00",142132,0,0,0,112.7,581.58,581.56,6.6,255,0,"NAN","NAN" +"2024-12-19 06:33:00",142133,0,0,0,112.7,581.58,581.56,6.6,255,0,"NAN","NAN" +"2024-12-19 06:34:00",142134,0,0,0,112.7,581.58,581.56,6.5,255,0,"NAN","NAN" +"2024-12-19 06:35:00",142135,0,0,0,112.7,581.55,581.56,6.5,255,0,"NAN","NAN" +"2024-12-19 06:36:00",142136,0,0,0,112.7,581.54,581.55,6.6,255,0,"NAN","NAN" 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10:30:00",5810,57.94,15.25,246.3,318.7,69.2521,67.3854,75.2445,80.7102,1.499,-76.29,-3.972,33.93,10.55,22.05,1.549,0.265,21.06,0.41,-10.24373,-9.443379,0.0899653,0.07450671,-0.3908791,-0.4279031,26.21,22.07,5.467,5.188,4.79,4.444,4.022,1.75,952.2867,78.47,0.167,0.3,1.284,0,0,"NAN","NAN","NAN",39.39,5,23.91,1,76.16,5.14,57.91,0.71,875,1799,0,7,"NAN","NAN","NAN","NAN",365,1800,10.6,2.3,1.618,-0.023,236.1,-88.1,1.289,1.034,6.01,0.202,-0.204,-0.101,-0.073,12.1,11.96,217.2,8.55,2.999,-9.53,2.168,1.245,0.934,-7.23,2.071,0.52,-0.797,1.27,4.282,1.206,0.693,4424332,180,12.98,12,83.3 +"2024-12-19 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11:30:00",5812,121.6,35.8,241.6,322.5,69.2521,67.3854,75.2445,80.7102,2.219,-84.4,-3.511,18.57,5.832,15.68,0.941,0.113,15.19,0.471,-9.689974,-9.634237,0.1479278,0.07692864,-0.3697489,-0.4365514,26.21,22.07,5.477,5.184,4.756,4.401,3.979,2.181,953.519,75.56,0.11,0.152,1.065,0,0,"NAN","NAN","NAN",39.21,4.92,23.76,1,75.91,5.07,57.68,0.75,825,1799,0,7.7,"NAN","NAN","NAN","NAN",352,1801,10.6,2.3,1.611,-0.017,223,-21.99,1.436,1.092,6.298,0.166,-0.077,-0.022,-0.018,12.46,12.34,214.9,8.21,3.082,-10.12,2.359,1.381,1.064,-7.055,1.984,0.536,-0.874,1.309,4.247,1.205,0.714,4424815,180,14.16,13.13,81.5 +"2024-12-19 12:00:00",5813,119.7,34.25,236.7,323.2,69.2521,67.3854,75.2445,80.7102,2.303,-89.7,-3.251,28.63,10.5,3.088,1.159,0.16,2.665,0.558,-9.25988,-9.692553,0.1629578,0.08129449,-0.3533374,-0.4391938,26.21,22.07,5.48,5.179,4.743,4.385,3.965,2.266,954.1664,74.12,0.093,0.283,0.945,0,0,"NAN","NAN","NAN",39.28,4.92,23.81,0.99,76.16,5.02,57.91,0.72,821,1800,0,8.1,"NAN","NAN","NAN","NAN",348,1800,10.6,2.3,1.607,-0.014,210.8,-21.57,1.194,0.995,6.322,0.124,-0.084,-0.049,-0.018,10.89,10.77,214.6,8.42,2.842,-8.86,2.146,1.364,0.894,-6.121,1.862,0.426,-0.772,1.187,4.189,1.206,0.719,4424946,180,14.11,12.94,80.7 +"2024-12-19 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13:00:00",5815,131.5,40.56,235.7,325.5,69.2521,67.3854,75.2445,80.7102,2.801,-93.1,-3.319,9.89,1.642,4.209,0.567,0.063,3.977,0.295,-8.383207,-9.747063,0.1308836,0.07154114,-0.3198855,-0.4416638,26.21,22.07,5.476,5.158,4.701,4.343,3.925,2.707,954.9293,68.59,0.041,0.229,0.744,0,0,"NAN","NAN","NAN",39.28,4.85,23.81,1,76,4.97,57.76,0.73,788,1799,0,8.8,"NAN","NAN","NAN","NAN",385,1800,10.5,2.3,1.608,-0.016,210,-8.36,1.552,1.135,6.628,0.145,-0.017,0.006,-0.007,12.73,12.57,216.2,8.94,3.425,-10.15,2.583,1.779,1.167,-7.42,2.249,0.545,-0.883,1.362,3.995,1.205,0.742,4425453,180,14.23,14.13,80.3 +"2024-12-19 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--- /dev/null +++ b/src/iotswarm/__assets__/sensor_data/SOILMET/TOA5_HYBRY_SoilMet_2024_12_19_0030.dat @@ -0,0 +1,32 @@ +"TOA5","CR3000_HYBRY","CR3000","13582","CR3000.Std.31.03","CPU:P3_v1-05_COSMOS.CR3","35517","SoilMet" 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14:00:00",6144,211.9,39.73,299.3,348.2,74.9625,54.5256,79.9361,78.064,7.448,-52.21,-3.264,72.56,14.61,10.81,1.382,0.345,11.87,1.297,-11.81329,-10.69186,0.07786635,0.05759888,-0.6603157,-0.5258669,17.89,20.33,9.47,9.35,9,8.63,8.26,6.759,995.5609,64.43,0.204,0.195,1.527,0,0,"NAN","NAN","NAN",35.82,8.74,20.93,0.21,45.46,8.53,29.48,0.49,650,1799,14,2.2,"NAN","NAN","NAN","NAN","NAN","NAN","NAN","NAN","NAN","NAN","NAN",-8.47,0.393,0.564,9.08,0.219,-0.039,-0.059,-0.007,4.654,4.452,249.8,16.88,2.11,-1.536,1.237,-0.139,0.298,-4.178,1.709,0.111,0.345,0.878,4.957,1.239,0.956,2534178,180,13.67,13.16,18.17 diff --git a/src/iotswarm/formatters.py b/src/iotswarm/formatters.py new file mode 100644 index 0000000..34d1515 --- /dev/null +++ b/src/iotswarm/formatters.py @@ -0,0 +1,42 @@ +from inspect import signature +from typing import List +from iotswarm.readers import Column, Metadata +import pandas as pd + +def cr1000x(metadata, columns: List[Column], dataframe: pd.DataFrame): + """Processes data from a CR1000X device. + + Args: + metadata: Metadata for the dataset. + columns: Columns in the dataset. + dataframe: DataFrame with the data. + """ + + payload = dict() + payload["head"] = { + "transaction": metadata.id, + "signature": metadata.signature, + "environment": { + "station_name": metadata.station_name, + "table_name": metadata.dataset, + "model": metadata.device_type, + "serial_number": metadata.serial_no, + "os_version": metadata.os_version, + "prog_name": metadata.program_name, + } + } + + payload["data"] = [] + + for line in dataframe.iterrows(): + row = { + "data": { + "time": line[1]["TIMESTAMP"], + "vals": { + column: line[column] for column in dataframe.columns + } + } + } + payload["data"].append(row) + + for col in columns \ No newline at end of file diff --git a/src/iotswarm/readers.py b/src/iotswarm/readers.py new file mode 100644 index 0000000..0adee40 --- /dev/null +++ b/src/iotswarm/readers.py @@ -0,0 +1,81 @@ +from io import StringIO +from os import PathLike +import os +from pathlib import Path +from typing import Dict, Tuple +import pandas as pd +from pydantic import BaseModel +import csv +from devices import CR1000XDevice + +class Metadata(BaseModel): + """Represents metadata for a dataset.""" + + id: str + station_name: str + device_type: str + logger_id: int + os_version: str + program_name: str + signature: int + dataset: str + +class Column(BaseModel): + """Represents a column in the dataset.""" + name: str + type: str + unit: str + process: str + settable: bool = False + + +class CosmosReader: + """Reads and processes data from a given file.""" + + def __init__(self, file: PathLike): + """Initializes the CosmosReader with the given file. + + Args: + file: The path to the file to be read. + """ + self.file = file + + def read(self) -> Tuple[Metadata, Dict[str,Column], pd.DataFrame]: + """Reads the file and processes its content. + + Returns: + A tuple containing metadata, columns, and a DataFrame with the data. + """ + with open(self.file, "r") as f: + lines = f.readlines() + + metadata, headers, units, processes = list(csv.reader(StringIO("".join(lines[0:4])))) + data_df = pd.read_csv(StringIO(''.join(lines[4:])), names=headers) + + columns = {} + for h, u, p in zip(headers, units, processes): + columns[h] = Column(unit=u, process=p) + + meta = Metadata( + id=metadata[0], + station_name=metadata[1], + device_type=metadata[2], + logger_id=metadata[3], + os_version=metadata[4], + program_name=metadata[5], + signature=metadata[6], + dataset=metadata[7] + ) + + return (meta, columns, data_df) + + +if __name__ == "__main__": + + precip_dir = Path(__file__).parent / "__assets__" / "sensor_data" / "PRECIP" + precip_files = [precip_dir / f for f in os.listdir(precip_dir) if f.endswith(".dat")] + metadata, columns, df = CosmosReader(precip_files[0]) + + device = CR1000XDevice( + device_id = + ) \ No newline at end of file