Data Analysis of the air pollution dataset from the U.S. Environmental Protection Agency (EPA).
| features | dtype | mean value | standard deviation | min | max | description |
|---|---|---|---|---|---|---|
| state_code | object | n/a | n/a | n/a | n/a | The respective code of the State. |
| county_code | object | n/a | n/a | n/a | n/a | The respective code of the County. |
| site_num | object | n/a | n/a | n/a | n/a | Identity Number of the Research Site. |
| parameter_code | object | n/a | n/a | n/a | n/a | Code for the Parameters used. |
| poc | int64 | 1.1 | 0.3 | 1.0 | 6.0 | Parameter Occurrence Code |
| latitude | float64 | 37.4 | 5.0 | 18.2 | 64.8 | Lattitude Cordinates. |
| longitude | float64 | -95.3 | 16.3 | -158.1 | -65.9 | Longitude Cordinates. |
| datum | object | n/a | n/a | n/a | n/a | Starting Point. |
| parameter_name | object | n/a | n/a | n/a | n/a | Name of the Parameter. |
| date_local | object | n/a | n/a | n/a | n/a | Local Date. |
| time_local | object | n/a | n/a | n/a | n/a | Local Time. |
| date_gmt | object | n/a | n/a | n/a | n/a | GMT Date. |
| time_gmt | object | n/a | n/a | n/a | n/a | GMT Time. |
| sample_measurement | float64 | 0.0 | 0.0 | -0.0 | 0.2 | Measurement of each Sample. |
| units_of_measure | object | n/a | n/a | n/a | n/a | Measurement Unit. |
| mdl | float64 | 0.1 | 0.8 | 0.0 | 8.0 | Method Detection Limit |
| method_type | object | n/a | n/a | n/a | n/a | Type of Experimental Method. |
| method_code | int64 | 71.1 | 43.2 | 19.0 | 901.0 | Code for the Method |
| method_name | object | n/a | n/a | n/a | n/a | Instrument Specification. |
| state_name | object | n/a | n/a | n/a | n/a | Name of the State. |
| county_name | object | n/a | n/a | n/a | n/a | Name of the County |
| date_of_last_change | object | n/a | n/a | n/a | n/a | Last Modified Date. |
The MIT License (MIT) Copyright (c) 2023, Shahriar Rahman
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.