From a16afde7a369b4576dcc297d145e5ea5335f9505 Mon Sep 17 00:00:00 2001 From: Chidubem Date: Tue, 17 Jun 2025 01:52:28 +0100 Subject: [PATCH] completed month 3 project --- .gitignore | 3 +- data/results.csv | 1001 ++++++++++++++++++++ src/__pycache__/clean_data.cpython-312.pyc | Bin 0 -> 1277 bytes src/__pycache__/evaluate.cpython-312.pyc | Bin 0 -> 2817 bytes src/__pycache__/load_data.cpython-312.pyc | Bin 0 -> 665 bytes src/clean_data.py | 20 + src/evaluate.py | 57 +- src/load_data.py | 6 + src/main.py | 41 + 9 files changed, 1126 insertions(+), 2 deletions(-) create mode 100644 data/results.csv create mode 100644 src/__pycache__/clean_data.cpython-312.pyc create mode 100644 src/__pycache__/evaluate.cpython-312.pyc create mode 100644 src/__pycache__/load_data.cpython-312.pyc diff --git a/.gitignore b/.gitignore index fa30cb2fb..a51d7c0f8 100644 --- a/.gitignore +++ b/.gitignore @@ -1,2 +1,3 @@ index.py -env/ \ No newline at end of file +env/ +venv \ No newline at end of file diff --git a/data/results.csv b/data/results.csv new file mode 100644 index 000000000..ed8178e59 --- /dev/null +++ b/data/results.csv @@ -0,0 +1,1001 @@ +sensor_id,timestamp,pH,turbidity,dissolved_oxygen,temperature,is_safe,status_message +SENSOR_005,2023-01-01 00:00:00,6.48,2.43,7.87,21.81,False,Unsafe (pH too low) +SENSOR_017,2023-01-01 00:30:00,7.04,4.39,7.49,18.51,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-01 01:00:00,6.69,3.78,6.9,20.96,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-01 01:30:00,6.5,2.42,9.38,22.22,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-01 02:00:00,7.75,2.72,9.32,21.26,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-01 02:30:00,7.52,1.04,5.95,28.44,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-01 03:00:00,7.51,1.44,8.1,22.67,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-01 03:30:00,7.11,3.68,9.27,18.54,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-01 04:00:00,7.58,2.62,8.08,23.45,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-01 04:30:00,7.43,3.43,9.08,22.28,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-01 05:00:00,7.08,3.91,7.74,17.4,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-01 05:30:00,7.36,4.98,8.44,16.95,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-01 06:00:00,7.39,3.91,8.58,20.96,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-01 06:30:00,7.31,3.81,8.66,21.3,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-01 07:00:00,6.68,2.91,8.51,20.97,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-01 07:30:00,7.16,4.11,7.03,23.91,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-01 08:00:00,7.12,2.13,9.78,21.65,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-01 08:30:00,6.95,2.23,7.18,19.69,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-01 09:00:00,6.62,4.31,8.26,17.92,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-01 09:30:00,7.2,4.2,8.61,24.96,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-01 10:00:00,6.55,3.52,7.73,23.39,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-01 10:30:00,7.68,2.87,5.73,23.62,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-01 11:00:00,6.65,3.0,8.62,23.19,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-01 11:30:00,7.71,3.55,9.21,22.49,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-01 12:00:00,7.14,1.81,5.49,21.46,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-01 12:30:00,6.99,2.5,7.67,25.57,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-01 13:00:00,7.04,1.63,10.39,25.82,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-01 13:30:00,7.2,4.35,10.68,21.57,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-01 14:00:00,6.97,2.35,9.63,20.73,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-01 14:30:00,6.61,2.95,9.78,21.55,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-01 15:00:00,7.48,3.86,8.55,20.14,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-01 15:30:00,6.28,3.04,6.14,25.22,False,Unsafe (pH too low) +SENSOR_005,2023-01-01 16:00:00,7.91,4.17,7.83,21.71,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-01 16:30:00,6.74,1.67,9.01,22.09,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-01 17:00:00,6.25,4.71,8.44,22.0,False,Unsafe (pH too low) +SENSOR_002,2023-01-01 17:30:00,6.98,2.38,7.6,20.6,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-01 18:00:00,7.55,2.04,7.5,17.29,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-01 18:30:00,7.26,3.99,7.36,23.04,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-01 19:00:00,7.08,2.73,8.28,24.41,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-01 19:30:00,7.61,3.46,8.34,19.82,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-01 20:00:00,7.35,2.19,7.91,22.67,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-01 20:30:00,7.61,3.2,9.03,20.5,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-01 21:00:00,6.66,4.72,8.14,19.34,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-01 21:30:00,7.1,3.8,7.92,19.01,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-01 22:00:00,6.78,4.01,6.01,27.9,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-01 22:30:00,6.27,4.23,7.03,18.81,False,Unsafe (pH too low) +SENSOR_012,2023-01-01 23:00:00,7.31,0.93,5.94,22.57,True,Safe +SENSOR_020,2023-01-01 23:30:00,6.86,0.79,11.26,23.01,True,Safe +SENSOR_020,2023-01-02 00:00:00,6.11,2.57,9.07,27.97,False,Unsafe (pH too low) +SENSOR_003,2023-01-02 00:30:00,7.3,1.53,4.97,21.0,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-02 01:00:00,7.25,3.37,9.62,20.07,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-02 01:30:00,7.48,2.24,9.14,21.2,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-02 02:00:00,7.78,2.57,7.1,24.06,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-02 02:30:00,8.11,5.25,9.91,15.36,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-02 03:00:00,7.2,2.8,8.37,20.63,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-02 03:30:00,6.12,3.62,7.86,17.54,False,Unsafe (pH too low) +SENSOR_002,2023-01-02 04:00:00,6.07,2.18,7.23,25.6,False,Unsafe (pH too low) +SENSOR_012,2023-01-02 04:30:00,7.07,2.16,9.76,18.64,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-02 05:00:00,7.69,2.18,12.35,23.74,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-02 05:30:00,7.63,2.45,12.9,22.73,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-02 06:00:00,6.48,3.7,7.79,23.39,False,Unsafe (pH too low) +SENSOR_019,2023-01-02 06:30:00,7.0,3.96,9.97,19.31,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-02 07:00:00,7.33,2.32,8.08,24.73,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-02 07:30:00,7.84,4.16,8.4,20.44,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-02 08:00:00,7.08,2.65,7.53,22.79,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-02 08:30:00,6.29,2.29,8.87,23.41,False,Unsafe (pH too low) +SENSOR_007,2023-01-02 09:00:00,7.11,1.03,7.5,14.89,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-02 09:30:00,6.75,3.56,7.38,24.47,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-02 10:00:00,6.94,3.68,7.92,22.83,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-02 10:30:00,6.41,3.0,6.77,17.55,False,Unsafe (pH too low) +SENSOR_014,2023-01-02 11:00:00,7.24,2.81,8.94,20.07,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-02 11:30:00,6.72,2.77,10.35,17.33,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-02 12:00:00,6.98,2.64,9.9,16.52,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-02 12:30:00,7.45,4.05,6.59,17.85,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-02 13:00:00,6.57,1.68,8.09,25.84,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-02 13:30:00,6.23,3.57,5.46,21.04,False,Unsafe (pH too low) +SENSOR_015,2023-01-02 14:00:00,7.22,2.04,7.95,20.42,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-02 14:30:00,7.09,2.8,7.92,26.51,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-02 15:00:00,8.11,4.5,7.17,21.11,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-02 15:30:00,6.26,2.04,7.27,18.95,False,Unsafe (pH too low) +SENSOR_016,2023-01-02 16:00:00,6.05,3.66,6.25,23.38,False,Unsafe (pH too low) +SENSOR_003,2023-01-02 16:30:00,7.44,5.18,8.53,25.21,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-02 17:00:00,7.19,1.76,9.62,21.83,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-02 17:30:00,7.37,3.42,7.55,25.87,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-02 18:00:00,6.26,1.28,5.81,17.0,False,Unsafe (pH too low) +SENSOR_015,2023-01-02 18:30:00,7.46,4.1,9.24,25.69,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-02 19:00:00,6.7,3.92,7.02,22.71,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-02 19:30:00,7.17,2.58,6.96,21.31,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-02 20:00:00,7.06,2.69,8.68,25.34,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-02 20:30:00,7.52,1.92,10.24,23.94,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-02 21:00:00,7.32,2.72,6.45,20.17,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-02 21:30:00,6.17,3.77,9.28,18.33,False,Unsafe (pH too low) +SENSOR_011,2023-01-02 22:00:00,7.01,0.07,6.27,20.92,True,Safe +SENSOR_019,2023-01-02 22:30:00,6.89,1.99,8.66,23.5,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-02 23:00:00,6.99,4.11,6.96,25.76,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-02 23:30:00,6.73,2.85,7.11,18.13,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-03 00:00:00,7.91,3.32,9.94,20.87,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-03 00:30:00,6.63,1.71,8.02,18.51,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-03 01:00:00,7.61,3.88,8.39,21.42,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-03 01:30:00,6.81,2.65,7.55,27.81,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-03 02:00:00,7.17,2.64,7.43,23.34,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-03 02:30:00,7.48,4.81,7.99,23.1,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-03 03:00:00,7.29,2.62,6.46,23.74,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-03 03:30:00,6.17,3.92,7.96,27.73,False,Unsafe (pH too low) +SENSOR_012,2023-01-03 04:00:00,7.91,3.56,8.03,18.71,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-03 04:30:00,6.4,3.49,8.31,26.82,False,Unsafe (pH too low) +SENSOR_017,2023-01-03 05:00:00,6.9,1.34,7.33,21.04,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-03 05:30:00,7.01,2.08,6.34,23.18,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-03 06:00:00,6.45,3.29,5.55,18.85,False,Unsafe (pH too low) +SENSOR_011,2023-01-03 06:30:00,6.96,3.14,5.82,21.06,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-03 07:00:00,6.54,2.76,8.44,22.85,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-03 07:30:00,6.99,3.07,4.13,28.98,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-03 08:00:00,6.35,3.1,7.77,23.02,False,Unsafe (pH too low) +SENSOR_007,2023-01-03 08:30:00,7.53,2.5,5.31,19.82,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-03 09:00:00,7.03,0.93,6.58,21.18,True,Safe +SENSOR_019,2023-01-03 09:30:00,8.24,2.79,9.44,23.62,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-03 10:00:00,6.83,3.62,7.84,21.92,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-03 10:30:00,7.2,2.06,8.48,24.46,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-03 11:00:00,7.93,2.67,9.11,20.15,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-03 11:30:00,7.58,2.67,8.39,25.57,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-03 12:00:00,7.73,2.72,8.52,15.47,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-03 12:30:00,6.32,3.96,8.64,21.26,False,Unsafe (pH too low) +SENSOR_018,2023-01-03 13:00:00,6.39,4.48,8.8,25.66,False,Unsafe (pH too low) +SENSOR_004,2023-01-03 13:30:00,7.39,4.1,8.01,24.75,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-03 14:00:00,5.89,2.31,9.25,21.3,False,Unsafe (pH too low) +SENSOR_018,2023-01-03 14:30:00,6.5,3.51,6.92,21.87,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-03 15:00:00,7.5,3.16,7.01,21.97,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-03 15:30:00,7.15,2.55,10.43,20.87,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-03 16:00:00,7.13,2.22,8.26,25.3,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-03 16:30:00,6.9,3.87,8.56,22.46,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-03 17:00:00,6.18,3.24,8.17,22.15,False,Unsafe (pH too low) +SENSOR_011,2023-01-03 17:30:00,6.53,4.01,9.74,23.36,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-03 18:00:00,7.39,1.7,3.79,24.59,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-03 18:30:00,6.61,3.7,8.94,21.03,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-03 19:00:00,7.14,2.78,8.44,23.59,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-03 19:30:00,7.15,1.97,9.59,22.98,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-03 20:00:00,7.77,1.92,7.72,20.05,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-03 20:30:00,7.13,1.2,6.25,21.76,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-03 21:00:00,7.26,1.85,8.32,19.6,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-03 21:30:00,6.57,3.9,9.52,23.78,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-03 22:00:00,8.26,3.72,6.49,22.23,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-03 22:30:00,6.71,2.05,7.89,18.82,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-03 23:00:00,6.63,4.52,7.05,23.67,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-03 23:30:00,7.23,4.95,9.47,23.27,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-04 00:00:00,6.85,5.36,7.93,14.29,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-04 00:30:00,7.54,2.37,5.01,18.57,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-04 01:00:00,6.93,3.82,7.39,14.71,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-04 01:30:00,7.0,3.39,6.37,26.69,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-04 02:00:00,6.54,2.74,7.97,20.79,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-04 02:30:00,5.76,3.82,5.99,20.98,False,Unsafe (pH too low) +SENSOR_012,2023-01-04 03:00:00,6.91,5.35,6.9,21.06,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-04 03:30:00,7.01,3.68,7.95,22.28,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-04 04:00:00,6.84,3.47,7.54,27.52,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-04 04:30:00,6.73,2.76,7.22,22.47,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-04 05:00:00,6.65,5.31,5.75,26.08,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-04 05:30:00,7.97,4.33,8.62,18.73,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-04 06:00:00,7.29,2.63,11.11,19.36,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-04 06:30:00,7.4,2.24,6.02,21.68,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-04 07:00:00,6.61,3.96,8.15,23.67,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-04 07:30:00,6.8,4.27,10.34,22.86,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-04 08:00:00,6.68,3.16,7.59,23.12,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-04 08:30:00,7.0,2.56,12.16,22.32,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-04 09:00:00,6.9,2.71,8.8,22.45,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-04 09:30:00,7.24,3.02,7.31,21.72,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-04 10:00:00,6.61,3.33,6.17,22.47,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-04 10:30:00,7.4,1.34,10.07,18.84,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-04 11:00:00,6.46,3.36,6.73,18.22,False,Unsafe (pH too low) +SENSOR_012,2023-01-04 11:30:00,7.07,2.11,6.38,22.1,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-04 12:00:00,6.84,2.94,9.5,21.37,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-04 12:30:00,7.36,4.09,7.79,20.37,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-04 13:00:00,7.0,5.15,9.27,22.16,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-04 13:30:00,7.08,2.91,8.58,22.86,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-04 14:00:00,6.63,4.65,9.04,17.45,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-04 14:30:00,6.55,4.31,7.24,23.22,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-04 15:00:00,6.37,1.8,9.12,23.29,False,Unsafe (pH too low) +SENSOR_017,2023-01-04 15:30:00,7.4,1.4,8.91,22.01,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-04 16:00:00,7.32,2.4,9.75,22.16,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-04 16:30:00,7.61,2.04,10.97,24.86,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-04 17:00:00,6.98,2.52,8.46,24.04,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-04 17:30:00,7.19,2.93,10.06,26.12,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-04 18:00:00,6.48,2.31,7.72,21.93,False,Unsafe (pH too low) +SENSOR_015,2023-01-04 18:30:00,7.01,3.92,8.67,24.26,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-04 19:00:00,7.83,3.36,10.14,21.32,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-04 19:30:00,6.53,2.93,9.27,25.88,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-04 20:00:00,7.46,2.99,9.02,23.18,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-04 20:30:00,7.11,2.07,6.96,19.08,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-04 21:00:00,7.57,2.97,8.56,20.62,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-04 21:30:00,6.34,2.58,7.72,20.6,False,Unsafe (pH too low) +SENSOR_008,2023-01-04 22:00:00,7.25,3.01,7.3,20.57,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-04 22:30:00,8.0,3.74,9.72,29.59,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-04 23:00:00,6.84,3.03,7.61,20.76,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-04 23:30:00,6.65,3.54,7.91,21.17,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-05 00:00:00,6.81,2.89,10.5,23.1,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-05 00:30:00,6.23,3.06,6.34,26.85,False,Unsafe (pH too low) +SENSOR_005,2023-01-05 01:00:00,7.18,4.83,6.07,20.51,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-05 01:30:00,6.96,2.89,8.54,17.37,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-05 02:00:00,6.92,3.63,8.22,24.37,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-05 02:30:00,6.41,3.22,7.81,19.84,False,Unsafe (pH too low) +SENSOR_016,2023-01-05 03:00:00,6.18,2.48,8.82,26.17,False,Unsafe (pH too low) +SENSOR_004,2023-01-05 03:30:00,7.35,3.18,7.03,26.23,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-05 04:00:00,6.45,3.53,9.84,18.22,False,Unsafe (pH too low) +SENSOR_020,2023-01-05 04:30:00,7.19,2.82,7.01,24.39,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-05 05:00:00,6.17,1.98,7.32,22.45,False,Unsafe (pH too low) +SENSOR_010,2023-01-05 05:30:00,6.75,3.3,8.01,18.67,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-05 06:00:00,7.23,2.15,6.52,16.86,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-05 06:30:00,6.81,3.76,7.59,27.78,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-05 07:00:00,6.85,2.45,9.24,26.85,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-05 07:30:00,6.95,3.5,7.05,23.5,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-05 08:00:00,7.04,3.73,8.75,20.43,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-05 08:30:00,6.26,2.88,7.86,23.37,False,Unsafe (pH too low) +SENSOR_016,2023-01-05 09:00:00,7.32,3.48,9.48,28.3,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-05 09:30:00,6.8,3.52,9.77,23.46,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-05 10:00:00,6.14,2.96,9.23,18.27,False,Unsafe (pH too low) +SENSOR_007,2023-01-05 10:30:00,7.54,3.04,6.96,20.69,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-05 11:00:00,7.68,3.34,10.77,22.72,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-05 11:30:00,7.79,2.61,8.46,19.76,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-05 12:00:00,7.16,2.26,8.69,21.75,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-05 12:30:00,7.02,2.38,7.81,22.87,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-05 13:00:00,6.81,4.27,6.73,18.3,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-05 13:30:00,6.85,3.82,8.61,20.89,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-05 14:00:00,7.21,3.25,6.87,25.26,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-05 14:30:00,5.86,3.24,6.76,27.46,False,Unsafe (pH too low) +SENSOR_018,2023-01-05 15:00:00,7.7,2.81,7.48,16.29,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-05 15:30:00,7.6,3.68,6.63,17.51,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-05 16:00:00,7.03,4.2,6.68,22.6,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-05 16:30:00,6.47,2.88,6.15,25.64,False,Unsafe (pH too low) +SENSOR_007,2023-01-05 17:00:00,7.24,3.18,8.12,16.7,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-05 17:30:00,6.69,3.53,10.79,20.93,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-05 18:00:00,6.99,3.83,7.14,19.48,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-05 18:30:00,7.1,3.15,6.64,17.07,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-05 19:00:00,7.33,4.39,7.28,22.54,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-05 19:30:00,7.72,4.39,9.42,21.82,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-05 20:00:00,6.9,4.57,7.53,18.2,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-05 20:30:00,6.4,1.95,6.87,18.36,False,Unsafe (pH too low) +SENSOR_009,2023-01-05 21:00:00,7.8,3.34,10.97,23.55,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-05 21:30:00,6.34,3.68,5.74,22.2,False,Unsafe (pH too low) +SENSOR_020,2023-01-05 22:00:00,6.8,3.93,8.38,21.71,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-05 22:30:00,7.32,2.67,6.67,22.74,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-05 23:00:00,7.34,2.37,9.73,18.11,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-05 23:30:00,6.96,3.57,8.48,25.64,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-06 00:00:00,7.38,0.97,8.78,19.17,True,Safe +SENSOR_005,2023-01-06 00:30:00,7.37,3.19,5.09,20.5,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-06 01:00:00,7.27,2.92,8.54,18.29,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-06 01:30:00,6.33,4.16,8.17,19.28,False,Unsafe (pH too low) +SENSOR_016,2023-01-06 02:00:00,6.99,1.99,9.11,21.12,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-06 02:30:00,6.55,2.04,7.21,21.93,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-06 03:00:00,7.64,2.59,8.77,18.89,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-06 03:30:00,7.18,2.28,8.65,26.25,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-06 04:00:00,7.86,3.38,4.98,20.54,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-06 04:30:00,6.83,4.1,7.39,22.3,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-06 05:00:00,6.65,2.54,8.23,18.99,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-06 05:30:00,7.5,2.74,8.79,19.96,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-06 06:00:00,6.79,2.21,7.18,22.85,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-06 06:30:00,6.61,2.88,7.78,23.86,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-06 07:00:00,5.91,2.71,10.75,21.22,False,Unsafe (pH too low) +SENSOR_002,2023-01-06 07:30:00,6.6,4.72,9.35,18.78,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-06 08:00:00,7.4,3.69,7.22,24.31,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-06 08:30:00,7.08,2.23,8.37,25.03,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-06 09:00:00,6.78,5.04,8.11,20.75,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-06 09:30:00,7.21,2.1,8.82,25.82,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-06 10:00:00,7.15,1.99,7.96,21.07,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-06 10:30:00,7.44,1.81,4.66,18.1,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-06 11:00:00,7.22,4.3,7.16,16.68,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-06 11:30:00,6.88,2.06,7.78,26.05,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-06 12:00:00,6.55,2.87,8.91,21.92,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-06 12:30:00,7.46,2.18,6.4,24.21,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-06 13:00:00,7.6,1.43,5.4,18.86,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-06 13:30:00,7.23,2.1,8.22,19.49,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-06 14:00:00,6.71,2.7,7.86,24.78,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-06 14:30:00,7.01,2.66,9.96,24.21,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-06 15:00:00,6.66,1.64,8.36,17.78,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-06 15:30:00,6.16,3.04,4.96,19.84,False,Unsafe (pH too low) +SENSOR_018,2023-01-06 16:00:00,6.95,3.59,6.9,25.03,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-06 16:30:00,7.73,3.04,7.82,22.25,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-06 17:00:00,6.92,2.94,6.89,25.42,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-06 17:30:00,7.45,1.88,7.69,24.6,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-06 18:00:00,7.29,4.36,6.89,19.84,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-06 18:30:00,7.34,2.39,5.95,25.64,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-06 19:00:00,6.64,2.8,6.86,19.28,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-06 19:30:00,7.36,2.77,8.81,20.73,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-06 20:00:00,7.44,3.51,8.17,23.62,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-06 20:30:00,6.99,2.53,6.85,21.0,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-06 21:00:00,7.32,1.71,8.38,21.66,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-06 21:30:00,6.57,2.83,8.83,22.01,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-06 22:00:00,6.63,2.35,6.52,25.76,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-06 22:30:00,6.79,4.88,11.3,17.39,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-06 23:00:00,6.91,0.98,5.94,18.16,True,Safe +SENSOR_016,2023-01-06 23:30:00,7.01,3.59,7.95,21.2,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-07 00:00:00,7.7,3.15,6.86,22.08,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-07 00:30:00,8.09,1.86,7.62,20.16,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-07 01:00:00,7.39,2.38,6.55,24.79,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-07 01:30:00,6.9,2.99,8.91,18.03,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-07 02:00:00,6.8,3.64,5.33,24.78,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-07 02:30:00,6.59,2.73,9.6,21.37,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-07 03:00:00,7.85,2.61,6.28,29.24,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-07 03:30:00,7.84,4.24,9.57,21.25,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-07 04:00:00,6.72,3.09,8.15,21.88,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-07 04:30:00,5.97,2.39,6.96,24.9,False,Unsafe (pH too low) +SENSOR_001,2023-01-07 05:00:00,6.98,3.1,8.31,22.62,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-07 05:30:00,6.39,2.54,4.11,22.05,False,Unsafe (pH too low) +SENSOR_020,2023-01-07 06:00:00,6.7,4.11,10.59,19.71,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-07 06:30:00,7.46,3.93,9.19,22.08,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-07 07:00:00,7.06,2.45,9.11,23.1,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-07 07:30:00,6.45,1.55,8.89,15.92,False,Unsafe (pH too low) +SENSOR_010,2023-01-07 08:00:00,6.73,4.17,6.35,19.52,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-07 08:30:00,6.68,3.39,8.37,18.98,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-07 09:00:00,7.4,2.16,7.58,22.52,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-07 09:30:00,6.85,3.3,10.21,24.82,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-07 10:00:00,5.97,3.61,7.53,24.94,False,Unsafe (pH too low) +SENSOR_008,2023-01-07 10:30:00,7.3,3.58,7.79,19.66,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-07 11:00:00,7.71,3.48,8.76,19.34,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-07 11:30:00,7.05,2.75,7.4,22.04,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-07 12:00:00,6.67,4.8,5.82,22.99,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-07 12:30:00,6.95,3.62,7.1,24.07,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-07 13:00:00,8.11,2.57,10.88,23.27,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-07 13:30:00,6.96,1.11,9.54,24.15,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-07 14:00:00,7.25,3.0,7.47,18.97,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-07 14:30:00,6.12,1.03,6.53,18.86,False,Unsafe (pH too low) +SENSOR_011,2023-01-07 15:00:00,6.53,1.86,9.09,24.66,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-07 15:30:00,7.12,3.88,8.63,22.04,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-07 16:00:00,7.21,1.85,10.39,22.97,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-07 16:30:00,6.11,3.82,9.85,21.99,False,Unsafe (pH too low) +SENSOR_005,2023-01-07 17:00:00,7.41,3.03,7.0,24.53,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-07 17:30:00,7.87,3.44,11.7,24.18,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-07 18:00:00,7.26,3.01,8.41,25.51,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-07 18:30:00,5.99,3.29,9.96,19.62,False,Unsafe (pH too low) +SENSOR_020,2023-01-07 19:00:00,7.72,4.62,8.16,20.5,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-07 19:30:00,6.42,1.45,7.53,26.03,False,Unsafe (pH too low) +SENSOR_010,2023-01-07 20:00:00,7.48,3.79,7.74,20.42,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-07 20:30:00,6.36,4.99,4.36,18.49,False,Unsafe (pH too low) +SENSOR_002,2023-01-07 21:00:00,7.31,2.98,6.71,26.17,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-07 21:30:00,6.41,1.17,7.5,19.99,False,Unsafe (pH too low) +SENSOR_016,2023-01-07 22:00:00,6.93,3.15,9.66,23.26,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-07 22:30:00,5.97,3.15,6.3,25.34,False,Unsafe (pH too low) +SENSOR_004,2023-01-07 23:00:00,7.36,4.16,4.36,26.25,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-07 23:30:00,6.99,3.68,5.45,21.11,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-08 00:00:00,6.57,3.05,8.87,22.54,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-08 00:30:00,7.16,4.1,9.79,20.63,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-08 01:00:00,6.78,1.74,6.71,18.75,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-08 01:30:00,6.95,2.36,9.41,24.66,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-08 02:00:00,7.35,4.6,10.74,22.99,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-08 02:30:00,7.5,3.16,7.38,23.12,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-08 03:00:00,6.94,2.66,7.84,20.57,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-08 03:30:00,6.82,2.64,9.4,17.89,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-08 04:00:00,8.1,3.64,9.45,20.85,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-08 04:30:00,6.3,3.11,9.81,29.3,False,Unsafe (pH too low) +SENSOR_002,2023-01-08 05:00:00,7.44,2.97,8.3,24.22,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-08 05:30:00,8.06,4.08,11.86,21.31,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-08 06:00:00,7.51,3.53,7.11,22.84,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-08 06:30:00,7.8,5.32,7.49,20.16,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-08 07:00:00,6.67,3.02,6.99,23.26,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-08 07:30:00,6.93,3.4,7.09,24.35,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-08 08:00:00,7.32,2.55,7.78,19.93,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-08 08:30:00,7.01,1.85,5.51,23.53,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-08 09:00:00,7.35,3.01,7.76,19.31,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-08 09:30:00,6.38,3.61,7.84,22.17,False,Unsafe (pH too low) +SENSOR_020,2023-01-08 10:00:00,6.31,2.27,7.08,15.12,False,Unsafe (pH too low) +SENSOR_004,2023-01-08 10:30:00,7.21,4.75,10.93,20.68,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-08 11:00:00,7.02,4.05,9.91,23.88,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-08 11:30:00,7.32,3.23,5.61,21.81,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-08 12:00:00,5.94,2.68,9.01,26.56,False,Unsafe (pH too low) +SENSOR_001,2023-01-08 12:30:00,6.78,2.52,6.68,24.73,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-08 13:00:00,6.53,1.44,8.12,15.56,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-08 13:30:00,6.77,2.0,7.24,21.36,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-08 14:00:00,5.99,4.38,7.18,24.17,False,Unsafe (pH too low) +SENSOR_020,2023-01-08 14:30:00,7.48,3.03,10.06,25.61,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-08 15:00:00,5.28,1.46,6.05,22.42,False,Unsafe (pH too low) +SENSOR_005,2023-01-08 15:30:00,7.39,3.41,8.16,22.58,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-08 16:00:00,7.28,3.76,8.13,25.21,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-08 16:30:00,7.08,3.24,9.84,15.49,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-08 17:00:00,6.82,2.98,10.26,17.83,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-08 17:30:00,7.4,3.52,10.29,23.65,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-08 18:00:00,6.82,4.19,11.39,21.85,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-08 18:30:00,6.82,2.6,5.54,20.81,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-08 19:00:00,6.35,4.04,9.01,17.94,False,Unsafe (pH too low) +SENSOR_006,2023-01-08 19:30:00,7.31,3.92,9.52,20.5,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-08 20:00:00,6.25,3.69,12.12,25.25,False,Unsafe (pH too low) +SENSOR_011,2023-01-08 20:30:00,6.19,2.93,7.3,17.85,False,Unsafe (pH too low) +SENSOR_010,2023-01-08 21:00:00,6.43,4.72,7.67,21.44,False,Unsafe (pH too low) +SENSOR_018,2023-01-08 21:30:00,6.65,2.37,9.52,23.19,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-08 22:00:00,7.79,3.35,5.83,26.18,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-08 22:30:00,6.8,2.93,9.4,20.07,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-08 23:00:00,7.74,2.09,6.76,26.01,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-08 23:30:00,6.66,3.18,7.86,24.83,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-09 00:00:00,6.81,3.58,8.91,22.04,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-09 00:30:00,7.48,4.15,6.23,17.31,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-09 01:00:00,7.43,1.78,9.22,24.12,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-09 01:30:00,7.55,2.53,7.92,23.3,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-09 02:00:00,7.03,3.42,7.69,20.63,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-09 02:30:00,7.63,3.76,8.47,17.27,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-09 03:00:00,7.02,3.79,8.03,20.07,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-09 03:30:00,6.85,3.19,9.67,18.25,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-09 04:00:00,7.23,2.88,7.42,22.08,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-09 04:30:00,7.1,3.47,6.86,25.25,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-09 05:00:00,6.79,2.35,10.36,20.71,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-09 05:30:00,6.42,2.46,5.68,14.72,False,Unsafe (pH too low) +SENSOR_010,2023-01-09 06:00:00,6.41,4.25,2.84,16.25,False,Unsafe (pH too low) +SENSOR_019,2023-01-09 06:30:00,5.51,3.69,6.68,19.29,False,Unsafe (pH too low) +SENSOR_008,2023-01-09 07:00:00,7.38,3.67,11.58,24.65,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-09 07:30:00,6.77,2.42,6.71,23.09,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-09 08:00:00,7.45,2.85,8.05,25.66,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-09 08:30:00,6.69,1.97,9.18,19.16,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-09 09:00:00,6.34,4.01,7.28,27.21,False,Unsafe (pH too low) +SENSOR_016,2023-01-09 09:30:00,7.21,2.93,7.97,19.76,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-09 10:00:00,6.37,1.36,7.16,25.77,False,Unsafe (pH too low) +SENSOR_015,2023-01-09 10:30:00,6.49,2.25,7.29,21.86,False,Unsafe (pH too low) +SENSOR_008,2023-01-09 11:00:00,6.93,4.06,6.09,16.93,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-09 11:30:00,7.56,3.42,10.45,23.99,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-09 12:00:00,7.21,4.66,8.0,19.61,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-09 12:30:00,7.02,3.92,10.98,23.29,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-09 13:00:00,6.73,1.96,9.2,18.52,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-09 13:30:00,7.05,1.56,7.69,26.31,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-09 14:00:00,6.84,4.18,5.08,26.36,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-09 14:30:00,7.02,3.13,8.21,21.49,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-09 15:00:00,5.97,3.28,7.88,18.98,False,Unsafe (pH too low) +SENSOR_014,2023-01-09 15:30:00,7.02,0.78,9.09,21.48,True,Safe +SENSOR_012,2023-01-09 16:00:00,6.42,1.82,9.14,17.86,False,Unsafe (pH too low) +SENSOR_016,2023-01-09 16:30:00,6.95,2.5,7.82,21.84,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-09 17:00:00,6.81,3.84,8.24,23.68,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-09 17:30:00,7.14,4.96,5.48,19.31,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-09 18:00:00,7.12,2.01,11.23,22.52,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-09 18:30:00,7.08,0.33,5.04,18.37,True,Safe +SENSOR_015,2023-01-09 19:00:00,7.12,2.09,8.76,20.28,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-09 19:30:00,7.03,4.6,7.51,20.51,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-09 20:00:00,6.84,3.69,6.39,18.85,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-09 20:30:00,6.44,0.8,9.76,22.38,False,Unsafe (pH too low) +SENSOR_006,2023-01-09 21:00:00,7.7,2.63,8.43,20.16,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-09 21:30:00,6.56,4.43,10.11,25.54,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-09 22:00:00,7.78,2.06,10.12,27.89,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-09 22:30:00,7.14,3.5,6.22,23.28,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-09 23:00:00,6.9,2.1,7.85,22.42,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-09 23:30:00,6.53,2.16,11.98,18.81,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-10 00:00:00,7.86,3.55,8.82,21.84,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-10 00:30:00,7.7,2.47,10.36,22.51,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-10 01:00:00,6.03,3.5,10.63,25.51,False,Unsafe (pH too low) +SENSOR_005,2023-01-10 01:30:00,7.52,4.21,6.77,22.09,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-10 02:00:00,6.84,1.48,7.51,22.75,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-10 02:30:00,7.16,2.15,8.66,17.24,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-10 03:00:00,7.37,4.08,7.1,20.17,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-10 03:30:00,6.97,3.74,9.06,22.74,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-10 04:00:00,7.62,1.24,8.79,23.9,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-10 04:30:00,6.94,4.34,8.92,19.23,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-10 05:00:00,6.95,2.58,9.02,23.29,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-10 05:30:00,7.01,0.41,5.51,24.14,True,Safe +SENSOR_003,2023-01-10 06:00:00,6.85,4.51,5.99,18.8,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-10 06:30:00,7.15,3.42,10.13,20.55,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-10 07:00:00,7.32,5.08,6.12,18.29,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-10 07:30:00,7.05,2.63,7.98,27.14,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-10 08:00:00,7.53,2.35,8.24,23.65,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-10 08:30:00,7.31,1.46,10.37,21.31,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-10 09:00:00,7.89,3.52,7.8,20.66,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-10 09:30:00,7.09,2.62,10.24,20.55,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-10 10:00:00,7.56,1.36,10.77,25.25,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-10 10:30:00,7.21,4.67,7.82,17.13,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-10 11:00:00,7.44,4.09,6.76,21.77,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-10 11:30:00,6.56,2.85,7.42,19.83,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-10 12:00:00,7.5,3.83,5.3,22.61,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-10 12:30:00,7.06,3.61,3.82,19.73,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-10 13:00:00,6.71,3.21,9.56,20.23,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-10 13:30:00,7.04,3.62,8.33,19.38,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-10 14:00:00,6.76,1.9,8.95,19.51,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-10 14:30:00,7.65,3.26,8.95,19.85,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-10 15:00:00,6.91,3.22,8.77,18.79,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-10 15:30:00,7.5,2.38,6.31,19.04,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-10 16:00:00,6.25,3.4,8.36,19.65,False,Unsafe (pH too low) +SENSOR_015,2023-01-10 16:30:00,7.18,2.32,8.34,25.06,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-10 17:00:00,7.84,1.73,6.41,29.33,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-10 17:30:00,6.32,3.47,2.49,24.0,False,Unsafe (pH too low) +SENSOR_003,2023-01-10 18:00:00,7.0,3.32,7.49,23.69,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-10 18:30:00,6.92,4.16,7.52,23.18,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-10 19:00:00,7.25,2.48,9.88,24.62,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-10 19:30:00,6.5,2.18,5.61,20.77,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-10 20:00:00,6.88,5.23,7.1,20.69,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-10 20:30:00,6.05,3.26,6.67,16.46,False,Unsafe (pH too low) +SENSOR_009,2023-01-10 21:00:00,7.06,3.48,10.51,25.75,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-10 21:30:00,7.27,1.29,6.65,20.74,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-10 22:00:00,6.56,3.69,9.46,21.71,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-10 22:30:00,6.63,2.61,6.7,24.34,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-10 23:00:00,6.54,3.6,7.59,18.67,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-10 23:30:00,7.23,2.95,8.07,24.68,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-11 00:00:00,6.41,2.33,8.58,22.74,False,Unsafe (pH too low) +SENSOR_005,2023-01-11 00:30:00,7.01,2.55,9.79,22.93,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-11 01:00:00,6.82,1.7,8.67,22.78,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-11 01:30:00,7.38,2.4,5.4,25.18,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-11 02:00:00,7.85,1.62,7.02,20.51,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-11 02:30:00,6.48,3.24,10.9,21.43,False,Unsafe (pH too low) +SENSOR_011,2023-01-11 03:00:00,7.11,3.2,6.91,17.15,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-11 03:30:00,8.05,1.42,8.69,28.47,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-11 04:00:00,7.08,2.58,7.68,23.84,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-11 04:30:00,6.71,2.43,6.44,22.73,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-11 05:00:00,7.03,3.37,9.36,24.11,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-11 05:30:00,7.02,1.15,8.35,27.2,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-11 06:00:00,8.21,3.45,4.7,21.63,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-11 06:30:00,7.35,4.19,10.03,20.34,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-11 07:00:00,6.76,2.58,5.24,20.92,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-11 07:30:00,7.24,1.44,6.77,25.85,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-11 08:00:00,7.11,3.31,5.75,24.29,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-11 08:30:00,7.09,3.12,8.53,24.01,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-11 09:00:00,6.82,3.21,6.9,23.08,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-11 09:30:00,6.91,3.26,9.01,22.06,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-11 10:00:00,7.84,2.67,6.73,24.59,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-11 10:30:00,7.39,1.25,9.12,21.68,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-11 11:00:00,6.79,3.45,8.28,21.55,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-11 11:30:00,6.48,2.71,5.39,23.92,False,Unsafe (pH too low) +SENSOR_020,2023-01-11 12:00:00,6.63,3.88,5.13,24.26,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-11 12:30:00,7.1,3.57,6.55,21.86,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-11 13:00:00,7.43,-0.1,6.81,21.68,True,Safe +SENSOR_009,2023-01-11 13:30:00,7.06,3.53,8.6,19.2,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-11 14:00:00,6.17,2.48,6.77,20.17,False,Unsafe (pH too low) +SENSOR_015,2023-01-11 14:30:00,7.37,3.86,8.26,20.63,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-11 15:00:00,7.04,2.53,6.33,23.7,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-11 15:30:00,6.95,3.75,8.75,22.25,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-11 16:00:00,8.01,1.79,8.41,23.66,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-11 16:30:00,6.32,3.33,8.58,19.42,False,Unsafe (pH too low) +SENSOR_009,2023-01-11 17:00:00,6.42,2.85,6.23,24.86,False,Unsafe (pH too low) +SENSOR_013,2023-01-11 17:30:00,6.7,4.59,10.3,18.06,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-11 18:00:00,6.18,3.3,5.8,21.58,False,Unsafe (pH too low) +SENSOR_006,2023-01-11 18:30:00,7.73,2.75,9.71,18.33,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-11 19:00:00,5.68,2.54,7.2,15.94,False,Unsafe (pH too low) +SENSOR_011,2023-01-11 19:30:00,6.51,2.48,7.23,23.65,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-11 20:00:00,7.32,2.25,7.69,18.6,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-11 20:30:00,7.6,3.33,6.33,25.02,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-11 21:00:00,6.9,4.09,8.1,19.65,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-11 21:30:00,7.21,3.67,10.81,17.04,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-11 22:00:00,7.17,1.66,6.36,21.0,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-11 22:30:00,7.26,3.6,7.63,22.68,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-11 23:00:00,7.64,2.67,9.91,20.13,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-11 23:30:00,7.14,2.72,5.36,18.85,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-12 00:00:00,6.75,1.98,8.89,22.3,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-12 00:30:00,6.91,1.39,5.39,23.05,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-12 01:00:00,6.21,2.72,6.21,22.55,False,Unsafe (pH too low) +SENSOR_015,2023-01-12 01:30:00,7.02,3.09,7.22,25.46,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-12 02:00:00,6.91,3.07,9.51,18.25,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-12 02:30:00,7.24,2.9,7.34,19.51,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-12 03:00:00,7.56,3.32,8.73,24.45,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-12 03:30:00,7.48,2.76,6.93,23.12,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-12 04:00:00,7.23,2.27,7.77,26.77,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-12 04:30:00,6.64,3.69,8.65,22.55,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-12 05:00:00,6.58,4.47,5.41,19.74,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-12 05:30:00,6.61,3.06,7.96,18.11,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-12 06:00:00,7.2,2.52,7.64,19.57,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-12 06:30:00,7.46,1.91,9.21,21.76,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-12 07:00:00,7.36,2.36,6.76,28.02,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-12 07:30:00,7.03,4.46,6.92,20.83,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-12 08:00:00,6.99,3.41,7.63,24.74,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-12 08:30:00,7.36,3.38,7.99,18.51,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-12 09:00:00,7.74,3.85,7.97,24.31,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-12 09:30:00,7.19,4.15,9.59,20.27,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-12 10:00:00,6.44,2.96,10.04,19.0,False,Unsafe (pH too low) +SENSOR_018,2023-01-12 10:30:00,7.06,4.36,9.97,22.82,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-12 11:00:00,6.45,4.1,8.35,18.92,False,Unsafe (pH too low) +SENSOR_009,2023-01-12 11:30:00,6.54,2.02,8.59,23.2,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-12 12:00:00,7.22,2.71,9.97,21.74,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-12 12:30:00,6.97,2.98,5.49,18.9,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-12 13:00:00,7.73,4.43,4.15,21.0,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-12 13:30:00,7.87,2.84,10.59,25.52,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-12 14:00:00,5.28,3.28,6.87,24.84,False,Unsafe (pH too low) +SENSOR_003,2023-01-12 14:30:00,6.21,4.02,9.47,22.15,False,Unsafe (pH too low) +SENSOR_006,2023-01-12 15:00:00,7.56,5.12,6.77,19.09,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-12 15:30:00,6.12,2.58,9.57,19.72,False,Unsafe (pH too low) +SENSOR_015,2023-01-12 16:00:00,6.82,3.7,10.99,22.49,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-12 16:30:00,7.23,2.44,6.77,22.48,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-12 17:00:00,6.94,2.08,7.33,23.75,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-12 17:30:00,5.72,2.3,6.68,23.49,False,Unsafe (pH too low) +SENSOR_006,2023-01-12 18:00:00,6.85,3.51,10.05,16.96,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-12 18:30:00,7.53,2.18,8.66,25.94,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-12 19:00:00,7.18,4.42,8.77,18.71,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-12 19:30:00,6.65,4.1,6.82,20.38,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-12 20:00:00,7.36,3.42,8.79,16.74,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-12 20:30:00,7.08,1.28,6.83,21.56,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-12 21:00:00,6.28,3.03,8.72,22.0,False,Unsafe (pH too low) +SENSOR_014,2023-01-12 21:30:00,6.94,2.92,7.86,25.81,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-12 22:00:00,6.02,3.69,8.24,19.56,False,Unsafe (pH too low) +SENSOR_010,2023-01-12 22:30:00,7.37,3.77,8.75,21.24,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-12 23:00:00,7.25,3.76,8.47,17.79,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-12 23:30:00,6.74,3.06,7.95,17.95,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-13 00:00:00,7.26,3.68,5.43,21.7,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-13 00:30:00,6.8,3.0,6.67,22.33,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-13 01:00:00,7.31,4.27,6.92,18.87,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-13 01:30:00,7.94,4.52,9.31,28.09,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-13 02:00:00,6.61,4.49,7.75,23.5,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-13 02:30:00,6.82,4.11,8.75,21.79,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-13 03:00:00,6.65,3.51,5.87,25.74,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-13 03:30:00,6.45,0.34,8.75,15.96,False,Unsafe (pH too low) +SENSOR_005,2023-01-13 04:00:00,6.84,3.34,8.38,26.9,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-13 04:30:00,7.05,3.63,6.46,20.66,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-13 05:00:00,7.35,4.19,10.45,21.82,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-13 05:30:00,6.35,0.43,6.79,24.61,False,Unsafe (pH too low) +SENSOR_003,2023-01-13 06:00:00,6.69,5.91,8.65,21.9,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-13 06:30:00,8.46,3.41,5.92,21.71,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-13 07:00:00,6.64,2.16,7.56,22.25,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-13 07:30:00,6.48,3.16,8.99,21.15,False,Unsafe (pH too low) +SENSOR_011,2023-01-13 08:00:00,7.67,2.81,8.38,20.78,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-13 08:30:00,6.95,3.0,7.74,22.86,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-13 09:00:00,7.65,3.8,9.96,22.38,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-13 09:30:00,6.93,2.57,7.33,20.64,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-13 10:00:00,7.2,4.72,7.03,22.64,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-13 10:30:00,7.16,2.09,9.83,22.76,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-13 11:00:00,6.15,3.44,5.71,18.86,False,Unsafe (pH too low) +SENSOR_013,2023-01-13 11:30:00,6.17,2.98,5.8,25.11,False,Unsafe (pH too low) +SENSOR_020,2023-01-13 12:00:00,6.97,2.41,7.06,23.11,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-13 12:30:00,7.39,2.17,8.28,23.75,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-13 13:00:00,6.44,1.02,7.77,24.25,False,Unsafe (pH too low) +SENSOR_001,2023-01-13 13:30:00,6.3,1.5,7.96,24.47,False,Unsafe (pH too low) +SENSOR_015,2023-01-13 14:00:00,6.86,2.67,7.83,25.21,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-13 14:30:00,5.84,3.28,7.7,18.85,False,Unsafe (pH too low) +SENSOR_009,2023-01-13 15:00:00,6.5,3.11,6.7,19.18,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-13 15:30:00,7.65,3.18,6.11,21.04,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-13 16:00:00,6.9,3.07,7.57,21.87,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-13 16:30:00,7.54,2.8,2.98,25.16,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-13 17:00:00,6.53,4.04,7.27,20.93,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-13 17:30:00,7.2,2.17,7.1,20.48,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-13 18:00:00,7.5,3.8,8.27,18.08,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-13 18:30:00,7.71,2.55,6.14,22.63,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-13 19:00:00,6.74,1.58,8.04,25.37,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-13 19:30:00,6.12,3.21,9.25,23.99,False,Unsafe (pH too low) +SENSOR_001,2023-01-13 20:00:00,6.38,4.01,7.46,25.39,False,Unsafe (pH too low) +SENSOR_012,2023-01-13 20:30:00,7.1,3.44,11.03,21.04,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-13 21:00:00,6.83,3.63,6.24,19.78,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-13 21:30:00,6.9,3.18,6.36,24.8,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-13 22:00:00,6.71,3.64,7.86,21.16,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-13 22:30:00,6.41,2.64,6.74,27.18,False,Unsafe (pH too low) +SENSOR_005,2023-01-13 23:00:00,7.3,3.83,10.15,17.42,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-13 23:30:00,6.73,3.99,7.98,24.16,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-14 00:00:00,7.6,1.45,9.35,20.68,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-14 00:30:00,7.1,2.88,4.96,26.15,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-14 01:00:00,7.8,4.0,7.0,21.15,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-14 01:30:00,7.68,3.83,6.45,18.49,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-14 02:00:00,6.98,4.09,6.85,20.03,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-14 02:30:00,6.81,4.14,9.96,21.07,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-14 03:00:00,7.19,2.18,6.48,23.45,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-14 03:30:00,6.99,3.91,8.3,21.96,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-14 04:00:00,6.88,3.76,6.96,19.02,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-14 04:30:00,7.65,2.7,7.36,19.12,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-14 05:00:00,6.09,3.88,9.55,29.81,False,Unsafe (pH too low) +SENSOR_007,2023-01-14 05:30:00,6.83,3.64,6.7,18.28,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-14 06:00:00,6.28,4.87,6.23,23.08,False,Unsafe (pH too low) +SENSOR_006,2023-01-14 06:30:00,6.7,3.35,6.12,17.67,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-14 07:00:00,6.41,2.65,8.79,25.86,False,Unsafe (pH too low) +SENSOR_002,2023-01-14 07:30:00,7.43,2.15,7.09,23.83,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-14 08:00:00,7.17,1.71,7.27,24.96,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-14 08:30:00,7.2,2.57,6.74,22.8,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-14 09:00:00,7.29,0.94,5.38,21.98,True,Safe +SENSOR_020,2023-01-14 09:30:00,6.85,4.31,7.74,17.71,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-14 10:00:00,6.81,3.79,6.38,24.9,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-14 10:30:00,7.03,3.55,8.21,26.06,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-14 11:00:00,6.09,1.88,7.31,22.23,False,Unsafe (pH too low) +SENSOR_013,2023-01-14 11:30:00,6.82,1.16,7.39,24.54,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-14 12:00:00,7.67,1.87,5.65,22.49,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-14 12:30:00,6.64,3.98,8.79,20.8,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-14 13:00:00,6.78,1.65,9.39,24.98,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-14 13:30:00,6.96,2.45,7.8,21.94,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-14 14:00:00,6.9,3.08,8.53,23.23,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-14 14:30:00,7.91,3.92,4.84,23.63,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-14 15:00:00,7.23,0.09,7.25,18.63,True,Safe +SENSOR_007,2023-01-14 15:30:00,7.02,2.3,7.17,23.44,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-14 16:00:00,6.87,3.45,12.01,20.23,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-14 16:30:00,7.18,1.26,7.31,23.06,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-14 17:00:00,6.56,2.8,8.72,20.02,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-14 17:30:00,7.13,3.61,8.58,25.8,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-14 18:00:00,6.7,3.42,8.04,24.88,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-14 18:30:00,6.94,3.75,9.02,17.81,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-14 19:00:00,7.45,2.75,8.01,25.29,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-14 19:30:00,6.51,3.21,9.67,23.91,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-14 20:00:00,7.51,2.98,6.67,20.38,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-14 20:30:00,7.49,2.86,7.25,20.36,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-14 21:00:00,7.02,2.28,6.26,20.46,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-14 21:30:00,7.27,3.88,8.66,19.66,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-14 22:00:00,6.37,1.68,6.57,25.82,False,Unsafe (pH too low) +SENSOR_007,2023-01-14 22:30:00,7.04,2.07,11.27,25.12,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-14 23:00:00,6.77,2.11,7.46,19.2,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-14 23:30:00,7.52,2.57,8.03,20.14,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-15 00:00:00,7.15,3.07,5.84,16.88,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-15 00:30:00,7.02,4.5,8.31,18.3,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-15 01:00:00,6.42,2.64,8.35,22.4,False,Unsafe (pH too low) +SENSOR_001,2023-01-15 01:30:00,7.13,4.72,5.42,20.05,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-15 02:00:00,6.61,3.51,7.49,16.82,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-15 02:30:00,6.99,3.77,6.68,22.24,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-15 03:00:00,6.69,1.85,7.69,21.37,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-15 03:30:00,7.24,2.82,8.84,14.95,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-15 04:00:00,6.5,2.51,7.49,22.5,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-15 04:30:00,7.55,2.46,4.2,22.42,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-15 05:00:00,6.94,3.83,9.35,21.09,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-15 05:30:00,6.96,2.52,7.52,20.67,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-15 06:00:00,7.69,4.47,6.63,26.37,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-15 06:30:00,7.47,0.65,10.11,21.7,True,Safe +SENSOR_011,2023-01-15 07:00:00,7.14,3.18,10.68,19.87,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-15 07:30:00,6.77,3.66,6.82,21.84,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-15 08:00:00,6.94,3.33,7.58,26.64,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-15 08:30:00,7.01,2.93,4.7,22.56,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-15 09:00:00,6.63,3.02,7.88,23.83,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-15 09:30:00,6.96,3.49,8.87,21.68,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-15 10:00:00,6.79,3.49,9.28,20.53,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-15 10:30:00,7.74,3.68,7.41,21.53,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-15 11:00:00,6.8,2.72,6.82,20.73,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-15 11:30:00,7.04,4.81,7.5,21.05,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-15 12:00:00,6.75,2.79,7.13,22.7,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-15 12:30:00,6.66,1.34,6.43,24.89,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-15 13:00:00,5.5,4.23,7.9,18.44,False,Unsafe (pH too low) +SENSOR_004,2023-01-15 13:30:00,7.39,3.0,6.29,21.72,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-15 14:00:00,6.89,2.98,9.05,22.87,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-15 14:30:00,7.51,0.78,10.12,23.54,True,Safe +SENSOR_011,2023-01-15 15:00:00,6.96,3.8,9.95,27.43,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-15 15:30:00,6.52,2.17,9.15,21.98,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-15 16:00:00,7.06,1.75,7.41,22.25,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-15 16:30:00,7.33,2.12,7.78,24.72,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-15 17:00:00,7.57,3.26,10.0,22.21,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-15 17:30:00,7.2,2.89,6.27,22.39,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-15 18:00:00,7.03,1.18,6.8,20.76,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-15 18:30:00,7.33,4.52,10.04,23.36,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-15 19:00:00,6.14,3.57,8.04,19.3,False,Unsafe (pH too low) +SENSOR_012,2023-01-15 19:30:00,6.53,2.48,7.47,24.84,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-15 20:00:00,8.04,2.99,7.01,21.62,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-15 20:30:00,6.41,2.99,9.88,21.47,False,Unsafe (pH too low) +SENSOR_008,2023-01-15 21:00:00,6.59,2.66,6.93,23.86,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-15 21:30:00,6.13,4.55,8.0,22.84,False,Unsafe (pH too low) +SENSOR_013,2023-01-15 22:00:00,7.74,2.43,9.5,24.23,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-15 22:30:00,6.68,2.26,9.63,24.62,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-15 23:00:00,7.7,4.55,8.48,24.2,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-15 23:30:00,6.92,3.5,7.23,20.18,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-16 00:00:00,6.83,1.68,10.11,24.38,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-16 00:30:00,6.59,4.5,10.17,21.35,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-16 01:00:00,7.82,2.54,8.83,17.39,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-16 01:30:00,7.07,3.11,8.92,22.92,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-16 02:00:00,6.65,3.4,7.95,23.11,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-16 02:30:00,6.7,3.63,9.51,21.23,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-16 03:00:00,7.03,4.1,6.97,17.72,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-16 03:30:00,6.59,3.7,7.21,22.36,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-16 04:00:00,7.17,3.12,7.68,21.8,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-16 04:30:00,7.23,1.18,11.35,20.83,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-16 05:00:00,5.99,2.57,8.16,19.58,False,Unsafe (pH too low) +SENSOR_012,2023-01-16 05:30:00,7.0,2.8,5.68,21.35,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-16 06:00:00,7.36,2.99,5.29,22.86,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-16 06:30:00,7.4,1.98,6.8,22.24,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-16 07:00:00,7.81,4.16,8.93,20.38,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-16 07:30:00,7.17,2.6,7.69,22.08,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-16 08:00:00,7.0,2.36,7.42,26.19,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-16 08:30:00,7.48,2.83,6.65,25.21,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-16 09:00:00,7.02,4.16,8.27,18.52,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-16 09:30:00,5.77,3.7,6.1,21.35,False,Unsafe (pH too low) +SENSOR_001,2023-01-16 10:00:00,7.06,4.48,8.11,20.19,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-16 10:30:00,7.26,4.27,8.2,20.97,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-16 11:00:00,7.41,3.73,7.34,26.9,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-16 11:30:00,6.98,3.37,7.23,25.94,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-16 12:00:00,7.83,2.43,9.26,28.64,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-16 12:30:00,7.97,2.94,9.53,19.49,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-16 13:00:00,5.86,4.02,9.29,19.62,False,Unsafe (pH too low) +SENSOR_010,2023-01-16 13:30:00,7.02,3.55,8.17,21.05,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-16 14:00:00,7.39,3.19,7.33,19.55,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-16 14:30:00,7.55,4.02,6.24,18.5,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-16 15:00:00,6.19,2.25,7.77,16.45,False,Unsafe (pH too low) +SENSOR_002,2023-01-16 15:30:00,7.78,2.26,10.55,25.92,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-16 16:00:00,6.63,4.32,8.78,25.5,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-16 16:30:00,6.09,2.83,6.12,27.41,False,Unsafe (pH too low) +SENSOR_005,2023-01-16 17:00:00,7.51,3.88,8.49,22.5,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-16 17:30:00,7.03,1.73,8.28,19.96,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-16 18:00:00,7.1,3.87,8.12,21.67,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-16 18:30:00,7.2,3.13,8.29,15.96,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-16 19:00:00,7.49,3.58,6.05,22.09,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-16 19:30:00,7.3,2.11,10.65,22.1,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-16 20:00:00,7.38,3.66,7.04,21.68,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-16 20:30:00,7.21,3.41,9.1,19.57,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-16 21:00:00,7.28,3.1,6.29,18.3,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-16 21:30:00,6.53,4.01,7.95,25.14,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-16 22:00:00,7.07,2.45,8.22,21.78,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-16 22:30:00,6.38,2.88,10.13,14.95,False,Unsafe (pH too low) +SENSOR_003,2023-01-16 23:00:00,6.46,4.58,6.26,26.26,False,Unsafe (pH too low) +SENSOR_007,2023-01-16 23:30:00,7.32,5.02,8.09,21.87,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-17 00:00:00,7.22,3.06,9.8,21.86,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-17 00:30:00,7.21,4.12,8.2,24.19,False,Unsafe (turbidity too high) +SENSOR_015,2023-01-17 01:00:00,6.97,4.62,8.57,19.58,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-17 01:30:00,7.33,2.82,6.5,25.76,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-17 02:00:00,7.18,4.02,8.5,17.77,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-17 02:30:00,7.42,3.04,10.38,21.21,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-17 03:00:00,6.58,2.06,7.77,21.67,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-17 03:30:00,6.53,1.62,8.18,21.68,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-17 04:00:00,6.5,2.42,8.16,27.58,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-17 04:30:00,7.84,1.67,7.03,19.95,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-17 05:00:00,7.16,1.69,8.15,24.37,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-17 05:30:00,6.64,5.77,10.28,25.8,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-17 06:00:00,7.46,2.81,11.92,22.52,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-17 06:30:00,7.59,3.22,7.38,23.78,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-17 07:00:00,7.04,1.8,9.43,25.81,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-17 07:30:00,6.15,4.26,5.04,26.45,False,Unsafe (pH too low) +SENSOR_015,2023-01-17 08:00:00,6.17,3.82,10.71,17.64,False,Unsafe (pH too low) +SENSOR_006,2023-01-17 08:30:00,6.6,3.07,8.1,22.47,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-17 09:00:00,6.28,1.96,10.81,25.65,False,Unsafe (pH too low) +SENSOR_003,2023-01-17 09:30:00,7.61,2.21,9.56,19.55,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-17 10:00:00,5.58,0.61,10.76,20.39,False,Unsafe (pH too low) +SENSOR_014,2023-01-17 10:30:00,6.57,2.79,6.23,21.06,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-17 11:00:00,7.45,1.63,9.22,19.76,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-17 11:30:00,6.75,2.93,4.22,24.29,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-17 12:00:00,7.65,2.67,7.63,24.06,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-17 12:30:00,7.37,0.79,7.54,23.91,True,Safe +SENSOR_009,2023-01-17 13:00:00,7.16,1.87,8.32,26.36,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-17 13:30:00,6.78,3.36,7.36,20.61,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-17 14:00:00,6.63,3.79,6.46,19.08,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-17 14:30:00,7.91,3.23,8.95,18.05,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-17 15:00:00,7.09,4.04,7.02,18.93,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-17 15:30:00,6.94,2.95,8.7,17.92,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-17 16:00:00,7.56,2.92,7.87,23.12,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-17 16:30:00,6.07,1.75,8.74,20.74,False,Unsafe (pH too low) +SENSOR_019,2023-01-17 17:00:00,6.7,3.84,4.62,21.03,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-17 17:30:00,7.09,3.62,9.14,21.23,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-17 18:00:00,7.0,0.94,10.71,24.66,True,Safe +SENSOR_005,2023-01-17 18:30:00,6.63,2.89,11.11,15.09,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-17 19:00:00,7.07,6.81,7.01,19.35,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-17 19:30:00,6.79,0.7,8.78,19.38,True,Safe +SENSOR_018,2023-01-17 20:00:00,7.18,2.52,8.52,21.66,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-17 20:30:00,7.15,0.85,9.17,22.31,True,Safe +SENSOR_014,2023-01-17 21:00:00,7.59,2.95,8.02,18.78,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-17 21:30:00,7.04,2.92,6.29,21.71,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-17 22:00:00,7.67,2.99,12.08,21.53,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-17 22:30:00,5.77,3.81,9.65,25.02,False,Unsafe (pH too low) +SENSOR_004,2023-01-17 23:00:00,6.37,4.84,9.44,18.03,False,Unsafe (pH too low) +SENSOR_004,2023-01-17 23:30:00,7.56,2.74,8.47,17.99,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-18 00:00:00,7.36,4.64,10.03,16.82,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-18 00:30:00,7.53,2.31,7.1,21.82,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-18 01:00:00,6.96,1.75,8.3,20.99,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-18 01:30:00,6.44,3.15,6.83,21.77,False,Unsafe (pH too low) +SENSOR_018,2023-01-18 02:00:00,7.44,4.46,5.98,22.71,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-18 02:30:00,6.64,3.65,9.48,22.9,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-18 03:00:00,6.75,3.31,7.77,21.43,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-18 03:30:00,7.25,1.76,7.89,19.88,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-18 04:00:00,6.82,2.66,6.12,23.17,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-18 04:30:00,7.4,3.72,8.34,27.09,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-18 05:00:00,7.27,2.41,7.62,23.94,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-18 05:30:00,7.6,4.26,9.43,25.5,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-18 06:00:00,8.27,3.14,8.25,22.27,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-18 06:30:00,6.79,0.98,6.74,22.25,True,Safe +SENSOR_003,2023-01-18 07:00:00,6.82,4.01,7.64,21.37,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-18 07:30:00,7.15,4.09,6.07,22.02,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-18 08:00:00,7.49,2.69,7.99,24.35,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-18 08:30:00,7.09,1.54,7.63,22.32,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-18 09:00:00,6.64,2.01,8.13,21.79,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-18 09:30:00,7.44,1.19,7.32,19.16,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-18 10:00:00,6.8,3.79,8.62,27.29,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-18 10:30:00,8.03,3.97,9.33,22.61,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-18 11:00:00,7.65,2.73,7.92,20.83,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-18 11:30:00,6.73,2.23,8.8,23.26,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-18 12:00:00,6.89,4.58,10.06,17.99,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-18 12:30:00,6.9,3.03,8.23,22.32,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-18 13:00:00,7.02,3.87,9.29,18.38,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-18 13:30:00,7.78,3.36,6.57,22.76,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-18 14:00:00,7.4,3.75,5.18,22.12,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-18 14:30:00,7.46,3.21,9.75,25.41,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-18 15:00:00,6.92,4.35,6.93,21.82,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-18 15:30:00,7.66,3.09,8.95,22.56,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-18 16:00:00,6.75,1.19,5.61,21.1,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-18 16:30:00,6.85,1.85,7.66,21.05,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-18 17:00:00,7.49,2.08,8.54,23.24,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-18 17:30:00,7.35,3.45,6.79,23.42,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-18 18:00:00,7.7,2.62,8.24,24.58,False,Unsafe (turbidity too high) +SENSOR_013,2023-01-18 18:30:00,7.43,2.69,11.34,20.39,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-18 19:00:00,7.79,3.09,7.51,17.41,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-18 19:30:00,6.81,3.39,7.25,25.01,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-18 20:00:00,7.21,4.09,8.88,21.55,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-18 20:30:00,5.87,3.54,8.58,21.09,False,Unsafe (pH too low) +SENSOR_016,2023-01-18 21:00:00,7.48,0.38,10.16,23.19,True,Safe +SENSOR_003,2023-01-18 21:30:00,6.12,4.4,10.62,23.2,False,Unsafe (pH too low) +SENSOR_019,2023-01-18 22:00:00,7.65,3.17,6.01,17.31,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-18 22:30:00,7.15,2.96,5.83,25.64,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-18 23:00:00,6.93,1.84,10.96,21.71,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-18 23:30:00,7.06,3.72,7.84,22.5,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-19 00:00:00,6.77,2.18,6.61,25.83,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-19 00:30:00,7.11,2.97,7.54,19.49,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-19 01:00:00,7.08,2.84,9.64,21.71,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-19 01:30:00,7.24,4.75,9.2,16.2,False,Unsafe (turbidity too high) +SENSOR_011,2023-01-19 02:00:00,6.49,3.37,7.18,20.57,False,Unsafe (pH too low) +SENSOR_008,2023-01-19 02:30:00,7.71,3.22,6.68,20.95,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-19 03:00:00,5.98,1.42,6.26,22.06,False,Unsafe (pH too low) +SENSOR_003,2023-01-19 03:30:00,7.68,2.24,9.36,16.38,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-19 04:00:00,7.58,2.94,7.67,21.77,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-19 04:30:00,6.99,2.52,7.26,20.78,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-19 05:00:00,7.23,2.83,7.14,26.17,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-19 05:30:00,6.68,0.79,7.82,23.17,True,Safe +SENSOR_012,2023-01-19 06:00:00,6.63,1.81,6.07,24.59,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-19 06:30:00,7.76,2.34,8.24,26.07,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-19 07:00:00,6.9,3.84,6.98,21.7,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-19 07:30:00,8.12,4.26,6.43,27.34,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-19 08:00:00,7.04,3.15,8.25,27.68,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-19 08:30:00,7.27,4.22,11.47,19.93,False,Unsafe (turbidity too high) +SENSOR_012,2023-01-19 09:00:00,7.14,3.32,8.98,20.48,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-19 09:30:00,7.7,2.53,7.08,21.96,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-19 10:00:00,7.13,1.94,5.97,25.34,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-19 10:30:00,7.88,4.31,7.54,16.38,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-19 11:00:00,6.65,4.24,9.42,15.42,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-19 11:30:00,7.48,3.43,9.56,18.5,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-19 12:00:00,7.27,2.54,9.01,23.7,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-19 12:30:00,6.68,2.08,4.66,17.14,False,Unsafe (turbidity too high) +SENSOR_004,2023-01-19 13:00:00,7.13,4.49,5.79,24.65,False,Unsafe (turbidity too high) +SENSOR_014,2023-01-19 13:30:00,6.68,3.62,8.11,17.55,False,Unsafe (turbidity too high) +SENSOR_005,2023-01-19 14:00:00,6.06,2.89,8.66,16.38,False,Unsafe (pH too low) +SENSOR_002,2023-01-19 14:30:00,6.81,2.18,8.19,17.38,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-19 15:00:00,6.96,2.01,7.27,24.22,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-19 15:30:00,6.9,6.34,8.75,20.41,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-19 16:00:00,7.34,2.44,5.11,22.48,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-19 16:30:00,7.41,2.75,6.24,26.08,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-19 17:00:00,7.1,3.97,9.7,18.08,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-19 17:30:00,7.22,1.92,9.32,29.21,False,Unsafe (turbidity too high) +SENSOR_008,2023-01-19 18:00:00,6.46,2.14,6.37,19.1,False,Unsafe (pH too low) +SENSOR_019,2023-01-19 18:30:00,7.19,0.98,9.49,22.22,True,Safe +SENSOR_007,2023-01-19 19:00:00,7.6,3.47,7.44,16.01,False,Unsafe (turbidity too high) +SENSOR_009,2023-01-19 19:30:00,6.68,1.35,7.68,22.82,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-19 20:00:00,7.06,2.3,8.89,25.94,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-19 20:30:00,7.12,1.97,6.72,20.52,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-19 21:00:00,6.92,1.96,6.53,22.13,False,Unsafe (turbidity too high) +SENSOR_018,2023-01-19 21:30:00,7.15,2.56,7.1,19.37,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-19 22:00:00,7.9,2.47,8.88,27.0,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-19 22:30:00,7.94,3.76,4.61,22.96,False,Unsafe (turbidity too high) +SENSOR_017,2023-01-19 23:00:00,6.65,3.56,7.52,19.51,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-19 23:30:00,7.59,3.38,8.24,15.28,False,Unsafe (turbidity too high) +SENSOR_006,2023-01-20 00:00:00,7.11,2.65,4.65,21.04,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-20 00:30:00,7.68,2.51,6.34,21.08,False,Unsafe (turbidity too high) +SENSOR_016,2023-01-20 01:00:00,7.1,2.42,8.55,23.16,False,Unsafe (turbidity too high) +SENSOR_020,2023-01-20 01:30:00,7.06,2.6,5.14,22.49,False,Unsafe 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12:30:00,7.31,1.76,4.48,22.69,False,Unsafe (turbidity too high) +SENSOR_003,2023-01-21 13:00:00,7.25,2.03,8.61,20.95,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-21 13:30:00,6.77,2.47,8.1,24.5,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-21 14:00:00,6.65,3.87,9.69,22.92,False,Unsafe (turbidity too high) +SENSOR_010,2023-01-21 14:30:00,6.49,1.78,8.49,25.85,False,Unsafe (pH too low) +SENSOR_014,2023-01-21 15:00:00,7.07,3.37,7.88,22.78,False,Unsafe (turbidity too high) +SENSOR_002,2023-01-21 15:30:00,6.44,3.23,9.44,26.2,False,Unsafe (pH too low) +SENSOR_012,2023-01-21 16:00:00,7.03,3.51,6.97,19.53,False,Unsafe (turbidity too high) +SENSOR_001,2023-01-21 16:30:00,7.47,2.61,7.01,24.82,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-21 17:00:00,6.82,3.65,5.79,25.62,False,Unsafe (turbidity too high) +SENSOR_007,2023-01-21 17:30:00,6.61,3.12,10.25,14.41,False,Unsafe (turbidity too high) +SENSOR_019,2023-01-21 18:00:00,6.89,2.62,6.44,20.94,False,Unsafe (turbidity too 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""" + if df is None: + print("Cannot perform data cleaning. Kindly provide raw data frame") + + print(df.info()) # inspecting the data for anonormallies + print(df.isnull().sum()) # This will show a count of missing values for each column + + # create a copy of the data + df_copy = df.copy() + # ensure columns should have numeric values: + numeric_columns = ["ph", "turbidity", "dissolved_oxygen", "temperature"] + + for column in numeric_columns: + if column in df_copy.columns: + df_copy[column] = pd.to_numeric(df_copy[column], errors="coerce") # convert to numeric values + df_copy[column] = df_copy[column].round(3) #convert to three decimal places + + return df_copy + + diff --git a/src/evaluate.py b/src/evaluate.py index 006256224..f50220b74 100644 --- a/src/evaluate.py +++ b/src/evaluate.py @@ -1,9 +1,64 @@ +import pandas as pd + + class WaterQualityEvaluator: def __init__(self, ph_range=(6.5, 8.5), turbidity_threshold=1.0): - self.ph_range = ph_range + self.min_ph, self.max_ph = ph_range self.turbidity_threshold = turbidity_threshold def is_safe(self, row: pd.Series) -> bool: """ Determine if a row of water data is safe. + + Args: + row (pd.Series): A row from the sensor data DataFrame. + + Returns: + tuple: A tuple containing a boolean (True if safe, False if not) + and a string describing the status. + """ + ph = row.get("pH") + turbidity = row.get('turbidity') + + # Check for missing values first + if pd.isnull(ph): + return False, "Unsafe (missing pH)" + if pd.isnull(turbidity): + return False, "Unsafe (missing turbidity)" + + # Check against thresholds + if not (self.min_ph <= ph <= self.max_ph): + reason = "high" if ph > self.max_ph else "low" + return False, f"Unsafe (pH too {reason})" + + if turbidity > self.turbidity_threshold: + return False, "Unsafe (turbidity too high)" + + return True, "Safe" + + def evaluate_data(self, df: pd.DataFrame) -> pd.DataFrame: """ + Applies the evaluation logic to an entire DataFrame. + + Args: + df (pd.DataFrame): The cleaned sensor data DataFrame. + + Returns: + pd.DataFrame: The DataFrame with a new 'status' column containing + the evaluation result string. + """ + if df is None: + return None + + print("Evaluating data...") + # The apply function passes each row to our evaluate_row method + results = df.apply(self.is_safe, axis=1, result_type='expand') + + # Rename the new columns created by the apply function + results.columns = ['is_safe', 'status_message'] + + # Join the results back to the original DataFrame + evaluated_df = df.join(results) + print("Evaluation complete.") + print(evaluated_df) + return evaluated_df \ No newline at end of file diff --git a/src/load_data.py b/src/load_data.py index c0126703a..aae69f985 100644 --- a/src/load_data.py +++ b/src/load_data.py @@ -1,3 +1,6 @@ +import pandas as pd + + def load_csv(filepath: str) -> pd.DataFrame: """ Load sensor data from a CSV file. @@ -8,3 +11,6 @@ def load_csv(filepath: str) -> pd.DataFrame: Returns: pd.DataFrame: Loaded data as a pandas DataFrame. """ + + df = pd.read_csv(filepath) + return df diff --git a/src/main.py b/src/main.py index e69de29bb..291460d72 100644 --- a/src/main.py +++ b/src/main.py @@ -0,0 +1,41 @@ +''' ETL Pipeline to Extract, Load and Transfrom Data in python + +Task 1 = Extract data from a CSV file. This will be done by calling the load_data.py module and calling a funtion. + This funtion should be able to accept an argument, which is the file to work with. + This file will be passed as an input in the terminal when the python script is called. + The data in this file will be extracted and passed to a pandas dataframe and result will be printed out. +''' + +from load_data import load_csv +from clean_data import clean_sensor_data +from evaluate import WaterQualityEvaluator +import pandas as pd +import sys +import argparse + + +print("********************Running ETL Pipeline*******************************\n") + +try: + raw_data = sys.argv[1] # get the raw data from the terminal + sensor_raw_data = load_csv(raw_data) # extract the data using + print(sensor_raw_data.head()) + + try: + cleaned_data = clean_sensor_data(sensor_raw_data) # try to clean the data + + try: + print(type(cleaned_data)) + evaluator = WaterQualityEvaluator() + evaluated_data = evaluator.evaluate_data(cleaned_data) + if evaluated_data is not None: + evaluated_data.to_csv("data/results.csv", index=False) + except Exception as e: + print(e) + + except Exception as e: + print(e) + + +except IndexError as e: + print("Please provide source data")