Author: Krzysztof Satola (satola.net)
From: https://github.com/ksatola
Version: 1.0.0The data comes from the website of Polish Institute of Meteorology and Water Management - National Research Institute - Instytut Meteorologii i Gospodarki Wodnej (IMGW). Among others, the IMGW data archive contains hourly synoptic instruments measurements and observations results (from 1960 to 2020).
The synoptic data from 2001 to 2019 is dowloaded on Feb 19th, 2020.
For the download, I use web scraping techniques. The ETL logic is defined as follows:
https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2001/2001_100_s.zip. There are many such files for each year.wykaz_stacji.csv file (downloaded manually from https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/),s_t_format.txt).Windows 1250)' encoding. The ultimate encoding is changed to utf-8.s_t_format.txt) is not consistent across rows of data. It consists of two columns but witout any distinguishable separator, and the first column (containing dataset column names) consists of multiple words separated by different number of white spaces between the words (some of them contain more spaces than between columns). Because of this, I had to perform cleaning of the file manually by removing: s_t_format_corrected_input.txt. This TXT file is processed automatically to derive columns name.%load_ext autoreload
%autoreload 2
import sys
sys.path.insert(0, '../src')
import pandas as pd
import requests
import urllib.request
import time
from bs4 import BeautifulSoup
import os
from pathlib import Path
import random
import re
pd.set_option('display.max_columns', None)
pd.set_option('display.max_rows', None)
pd.set_option('display.width', 1000)
from prepare import (
extract_archived_data,
get_imgw_yearly_weather_data_files,
parse_imgw_metadata,
build_imgw_analytical_view
)
# Set the url to the website and access the site with our requests library
url = 'https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2001'
response = requests.get(url)
response
<Response [200]>
# Get HTML content of the page
soup = BeautifulSoup(response.text, "html.parser")
# We use the method .findAll to locate all of our <a> tags
soup.findAll('a')[:10]
[<a href="?C=N;O=D">Name</a>, <a href="?C=M;O=A">Last modified</a>, <a href="?C=S;O=A">Size</a>, <a href="?C=D;O=A">Description</a>, <a href="/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/">Parent Directory</a>, <a href="2001_100_s.zip">2001_100_s.zip</a>, <a href="2001_105_s.zip">2001_105_s.zip</a>, <a href="2001_115_s.zip">2001_115_s.zip</a>, <a href="2001_120_s.zip">2001_120_s.zip</a>, <a href="2001_125_s.zip">2001_125_s.zip</a>]
# Extract the actual link that we want. Let’s test out the first link
one_a_tag = soup.findAll('a')[5]
filename = one_a_tag['href']
filename
'2001_100_s.zip'
path_to_save = "/Users/ksatola/Documents/git/air-polution/data/imgw/etl"
path_to_save
'/Users/ksatola/Documents/git/air-polution/data/imgw/etl'
fullfilename = os.path.join(path_to_save, filename)
fullfilename
'/Users/ksatola/Documents/git/air-polution/data/imgw/etl/2001_100_s.zip'
# Use the urllib.request library to download this file path to the local file system
# Provide request.urlretrieve with two parameters: file url and the filename.
urllib.request.urlretrieve(url+'/'+filename, path_to_save+filename)
('/Users/ksatola/Documents/git/air-polution/data/imgw/etl2001_100_s.zip',
<http.client.HTTPMessage at 0x11ee1f978>)
years = [
'2001',
'2002',
'2003',
'2004',
'2005',
'2006',
'2007',
'2008',
'2009',
'2010',
'2011',
'2012',
'2013',
'2014',
'2015',
'2016',
'2017',
'2018',
'2019'
]
download_base_url = 'https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop'
path_to_save = "/Users/ksatola/Documents/git/air-polution/data/imgw/etl"
%%time
get_imgw_yearly_weather_data_files(years, download_base_url, path_to_save)
ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_100_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_105_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_115_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_120_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_125_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_135_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_155_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_160_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_185_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_195_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_200_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_205_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_210_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_230_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_235_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_250_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_270_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_272_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_280_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_295_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_300_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_310_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_330_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_345_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_360_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_375_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_385_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_399_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_400_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_415_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_418_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_424_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_435_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_455_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_465_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_469_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_488_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_495_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_497_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_500_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_510_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_520_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_530_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_540_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_550_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_560_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_566_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_570_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_575_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_580_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_585_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_595_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_600_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_625_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_628_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_650_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_660_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_670_s.zip ok: 200 https://dane.imgw.pl/data/dane_pomiarowo_obserwacyjne/dane_meteorologiczne/terminowe/synop/2019/2019_690_s.zip CPU times: user 2.16 s, sys: 554 ms, total: 2.72 s Wall time: 4min 16s
# List all files in a directory using scandir()
basepath = '.'
with os.scandir(basepath) as entries:
for entry in entries:
if entry.is_file():
print(entry.name)
numpy_random_numbers_normal_distribution.png .DS_Store 010_Project_Environment_Setup.ipynb 200_References.ipynb test.csv 028_ETL_Clean_Complete.ipynb 025_ETL_Pollution.ipynb 030_EDA.ipynb Distributions.ipynb tmp_remove.csv 020_ETL_Weather.ipynb 005_General_Notes.ipynb
# List all subdirectories using scandir()
basepath = '.'
with os.scandir(basepath) as entries:
for entry in entries:
if entry.is_dir():
print(entry.name)
.ipynb_checkpoints
from datetime import datetime
from os import scandir
def convert_date(timestamp):
d = datetime.utcfromtimestamp(timestamp)
formated_date = d.strftime('%d %b %Y')
return formated_date
def get_files(dir: str):
dir_entries = scandir(dir)
for entry in dir_entries:
if entry.is_file():
info = entry.stat()
print(f'{entry.name}\t Last Modified: {convert_date(info.st_mtime)}')
get_files('.')
numpy_random_numbers_normal_distribution.png Last Modified: 14 Feb 2020 .DS_Store Last Modified: 19 Feb 2020 010_Project_Environment_Setup.ipynb Last Modified: 19 Feb 2020 200_References.ipynb Last Modified: 19 Feb 2020 test.csv Last Modified: 16 Feb 2020 028_ETL_Clean_Complete.ipynb Last Modified: 19 Feb 2020 025_ETL_Pollution.ipynb Last Modified: 19 Feb 2020 030_EDA.ipynb Last Modified: 19 Feb 2020 Distributions.ipynb Last Modified: 14 Feb 2020 tmp_remove.csv Last Modified: 16 Feb 2020 020_ETL_Weather.ipynb Last Modified: 19 Feb 2020 005_General_Notes.ipynb Last Modified: 19 Feb 2020
from pathlib import Path
# Create a single repository
p = Path('example_directory')
p.mkdir(exist_ok=True) # do not raise error if the dir exists
# Create multiple sub-directories
p = Path('2018/10/05')
p.mkdir(parents=True)
! tree
. ├── 005_General_Notes.ipynb ├── 010_Project_Environment_Setup.ipynb ├── 020_ETL_Weather.ipynb ├── 025_ETL_Pollution.ipynb ├── 028_ETL_Clean_Complete.ipynb ├── 030_EDA.ipynb ├── 200_References.ipynb ├── 2018 │ └── 10 │ └── 05 ├── Distributions.ipynb ├── example_directory ├── numpy_random_numbers_normal_distribution.png ├── test.csv └── tmp_remove.csv 4 directories, 11 files
# Find all files matching filter
base_dir = '/Users/ksatola/Documents/git/air-polution/data/imgw/etl/2019'
import fnmatch
# Get .zip files
for f_name in os.listdir(base_dir):
#if f_name.endswith('.zip'):
if fnmatch.fnmatch(f_name, '*.zip'): # wildcard search for files
print(f_name)
2019_560_s.zip 2019_235_s.zip 2019_270_s.zip 2019_155_s.zip 2019_195_s.zip 2019_600_s.zip 2019_272_s.zip 2019_566_s.zip 2019_250_s.zip 2019_580_s.zip 2019_418_s.zip 2019_540_s.zip 2019_135_s.zip 2019_660_s.zip 2019_625_s.zip 2019_330_s.zip 2019_375_s.zip 2019_500_s.zip 2019_295_s.zip 2019_585_s.zip 2019_210_s.zip 2019_465_s.zip 2019_424_s.zip 2019_115_s.zip 2019_400_s.zip 2019_230_s.zip 2019_520_s.zip 2019_310_s.zip 2019_100_s.zip 2019_399_s.zip 2019_185_s.zip 2019_570_s.zip 2019_415_s.zip 2019_469_s.zip 2019_120_s.zip 2019_435_s.zip 2019_205_s.zip 2019_550_s.zip 2019_280_s.zip 2019_360_s.zip 2019_510_s.zip 2019_488_s.zip 2019_200_s.zip 2019_595_s.zip 2019_160_s.zip 2019_125_s.zip 2019_670_s.zip 2019_497_s.zip 2019_385_s.zip 2019_455_s.zip 2019_300_s.zip 2019_345_s.zip 2019_495_s.zip 2019_575_s.zip 2019_530_s.zip 2019_650_s.zip 2019_628_s.zip 2019_105_s.zip 2019_690_s.zip
# Walking a directory tree and printing the names of the directories and files
base_dir = '/Users/ksatola/Documents/git/air-polution/data/imgw/etl'
#base_dir = '.'
for dirpath, dirnames, files in os.walk(base_dir, topdown=True, followlinks=False): # no symbolic links following
print(f'Found directory: {dirpath}')
for file_name in files:
print(file_name)
Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl .DS_Store Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013 2013_310_s.zip 2013_520_s.zip 2013_230_s.zip 2013_400_s.zip 2013_115_s.zip 2013_424_s.zip 2013_465_s.zip 2013_210_s.zip 2013_585_s.zip 2013_295_s.zip 2013_500_s.zip 2013_330_s.zip 2013_375_s.zip 2013_660_s.zip 2013_625_s.zip 2013_135_s.zip 2013_540_s.zip 2013_418_s.zip 2013_580_s.zip 2013_250_s.zip 2013_566_s.zip 2013_272_s.zip 2013_600_s.zip 2013_195_s.zip 2013_155_s.zip 2013_235_s.zip 2013_270_s.zip 2013_560_s.zip 2013_690_s.zip 2013_105_s.zip 2013_650_s.zip 2013_575_s.zip 2013_530_s.zip 2013_495_s.zip 2013_300_s.zip 2013_345_s.zip 2013_455_s.zip 2013_385_s.zip 2013_497_s.zip 2013_670_s.zip 2013_160_s.zip 2013_125_s.zip 2013_200_s.zip 2013_488_s.zip 2013_510_s.zip 2013_360_s.zip 2013_280_s.zip 2013_550_s.zip 2013_205_s.zip 2013_435_s.zip 2013_120_s.zip 2013_469_s.zip 2013_415_s.zip 2013_570_s.zip 2013_185_s.zip 2013_399_s.zip 2013_100_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014 2014_272_s.zip 2014_560_s.zip 2014_270_s.zip 2014_235_s.zip 2014_155_s.zip 2014_600_s.zip 2014_195_s.zip 2014_580_s.zip 2014_250_s.zip 2014_418_s.zip 2014_540_s.zip 2014_566_s.zip 2014_135_s.zip 2014_625_s.zip 2014_660_s.zip 2014_375_s.zip 2014_330_s.zip 2014_295_s.zip 2014_500_s.zip 2014_210_s.zip 2014_585_s.zip 2014_465_s.zip 2014_424_s.zip 2014_115_s.zip 2014_400_s.zip 2014_230_s.zip 2014_520_s.zip 2014_310_s.zip 2014_100_s.zip 2014_399_s.zip 2014_185_s.zip 2014_570_s.zip 2014_415_s.zip 2014_469_s.zip 2014_120_s.zip 2014_435_s.zip 2014_205_s.zip 2014_280_s.zip 2014_550_s.zip 2014_360_s.zip 2014_510_s.zip 2014_488_s.zip 2014_200_s.zip 2014_125_s.zip 2014_160_s.zip 2014_670_s.zip 2014_455_s.zip 2014_385_s.zip 2014_495_s.zip 2014_345_s.zip 2014_300_s.zip 2014_530_s.zip 2014_575_s.zip 2014_650_s.zip 2014_690_s.zip 2014_105_s.zip 2014_497_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015 2015_625_s.zip 2015_660_s.zip 2015_135_s.zip 2015_585_s.zip 2015_465_s.zip 2015_375_s.zip 2015_330_s.zip 2015_295_s.zip 2015_500_s.zip 2015_424_s.zip 2015_115_s.zip 2015_520_s.zip 2015_310_s.zip 2015_400_s.zip 2015_230_s.zip 2015_272_s.zip 2015_270_s.zip 2015_235_s.zip 2015_560_s.zip 2015_600_s.zip 2015_195_s.zip 2015_155_s.zip 2015_418_s.zip 2015_540_s.zip 2015_580_s.zip 2015_250_s.zip 2015_566_s.zip 2015_488_s.zip 2015_595_s.zip 2015_200_s.zip 2015_510_s.zip 2015_670_s.zip 2015_125_s.zip 2015_160_s.zip 2015_495_s.zip 2015_345_s.zip 2015_300_s.zip 2015_530_s.zip 2015_575_s.zip 2015_455_s.zip 2015_385_s.zip 2015_690_s.zip 2015_105_s.zip 2015_650_s.zip 2015_497_s.zip 2015_399_s.zip 2015_185_s.zip 2015_100_s.zip 2015_415_s.zip 2015_570_s.zip 2015_120_s.zip 2015_469_s.zip 2015_280_s.zip 2015_550_s.zip 2015_360_s.zip 2015_435_s.zip 2015_205_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012 2012_580_s.zip 2012_250_s.zip 2012_540_s.zip 2012_418_s.zip 2012_566_s.zip 2012_272_s.zip 2012_600_s.zip 2012_195_s.zip 2012_560_s.zip 2012_235_s.zip 2012_270_s.zip 2012_230_s.zip 2012_400_s.zip 2012_310_s.zip 2012_520_s.zip 2012_115_s.zip 2012_424_s.zip 2012_295_s.zip 2012_500_s.zip 2012_330_s.zip 2012_375_s.zip 2012_465_s.zip 2012_210_s.zip 2012_585_s.zip 2012_135_s.zip 2012_660_s.zip 2012_625_s.zip 2012_205_s.zip 2012_435_s.zip 2012_360_s.zip 2012_280_s.zip 2012_550_s.zip 2012_469_s.zip 2012_120_s.zip 2012_570_s.zip 2012_415_s.zip 2012_100_s.zip 2012_185_s.zip 2012_399_s.zip 2012_650_s.zip 2012_690_s.zip 2012_140_s.zip 2012_105_s.zip 2012_455_s.zip 2012_385_s.zip 2012_575_s.zip 2012_530_s.zip 2012_495_s.zip 2012_300_s.zip 2012_345_s.zip 2012_497_s.zip 2012_160_s.zip 2012_125_s.zip 2012_670_s.zip 2012_510_s.zip 2012_200_s.zip 2012_488_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2008 2008_497_s.zip 2008_385_s.zip 2008_455_s.zip 2008_345_s.zip 2008_300_s.zip 2008_495_s.zip 2008_530_s.zip 2008_575_s.zip 2008_650_s.zip 2008_105_s.zip 2008_140_s.zip 2008_690_s.zip 2008_510_s.zip 2008_488_s.zip 2008_200_s.zip 2008_125_s.zip 2008_160_s.zip 2008_670_s.zip 2008_469_s.zip 2008_120_s.zip 2008_435_s.zip 2008_205_s.zip 2008_550_s.zip 2008_280_s.zip 2008_360_s.zip 2008_100_s.zip 2008_399_s.zip 2008_185_s.zip 2008_570_s.zip 2008_415_s.zip 2008_424_s.zip 2008_115_s.zip 2008_400_s.zip 2008_230_s.zip 2008_520_s.zip 2008_310_s.zip 2008_135_s.zip 2008_625_s.zip 2008_660_s.zip 2008_375_s.zip 2008_330_s.zip 2008_500_s.zip 2008_295_s.zip 2008_585_s.zip 2008_210_s.zip 2008_465_s.zip 2008_566_s.zip 2008_250_s.zip 2008_580_s.zip 2008_418_s.zip 2008_540_s.zip 2008_560_s.zip 2008_405_s.zip 2008_270_s.zip 2008_235_s.zip 2008_195_s.zip 2008_600_s.zip 2008_272_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2001 2001_135_s.zip 2001_660_s.zip 2001_625_s.zip 2001_500_s.zip 2001_295_s.zip 2001_330_s.zip 2001_375_s.zip 2001_465_s.zip 2001_585_s.zip 2001_210_s.zip 2001_115_s.zip 2001_424_s.zip 2001_230_s.zip 2001_400_s.zip 2001_310_s.zip 2001_520_s.zip 2001_272_s.zip 2001_560_s.zip 2001_235_s.zip 2001_270_s.zip 2001_195_s.zip 2001_600_s.zip 2001_250_s.zip 2001_580_s.zip 2001_540_s.zip 2001_418_s.zip 2001_566_s.zip 2001_510_s.zip 2001_200_s.zip 2001_488_s.zip 2001_160_s.zip 2001_125_s.zip 2001_670_s.zip 2001_385_s.zip 2001_455_s.zip 2001_575_s.zip 2001_530_s.zip 2001_300_s.zip 2001_345_s.zip 2001_495_s.zip 2001_650_s.zip 2001_140_s.zip 2001_105_s.zip 2001_690_s.zip 2001_497_s.zip 2001_100_s.zip 2001_185_s.zip 2001_399_s.zip 2001_570_s.zip 2001_415_s.zip 2001_469_s.zip 2001_120_s.zip 2001_205_s.zip 2001_435_s.zip 2001_360_s.zip 2001_550_s.zip 2001_280_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2006 2006_418_s.zip 2006_540_s.zip 2006_250_s.zip 2006_580_s.zip 2006_566_s.zip 2006_272_s.zip 2006_195_s.zip 2006_600_s.zip 2006_270_s.zip 2006_235_s.zip 2006_560_s.zip 2006_520_s.zip 2006_310_s.zip 2006_400_s.zip 2006_230_s.zip 2006_424_s.zip 2006_115_s.zip 2006_585_s.zip 2006_210_s.zip 2006_465_s.zip 2006_375_s.zip 2006_330_s.zip 2006_500_s.zip 2006_295_s.zip 2006_625_s.zip 2006_660_s.zip 2006_135_s.zip 2006_550_s.zip 2006_280_s.zip 2006_360_s.zip 2006_435_s.zip 2006_205_s.zip 2006_120_s.zip 2006_469_s.zip 2006_415_s.zip 2006_570_s.zip 2006_399_s.zip 2006_185_s.zip 2006_100_s.zip 2006_105_s.zip 2006_140_s.zip 2006_690_s.zip 2006_650_s.zip 2006_345_s.zip 2006_300_s.zip 2006_495_s.zip 2006_530_s.zip 2006_575_s.zip 2006_385_s.zip 2006_455_s.zip 2006_497_s.zip 2006_670_s.zip 2006_125_s.zip 2006_160_s.zip 2006_488_s.zip 2006_200_s.zip 2006_510_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2007 2007_400_s.zip 2007_230_s.zip 2007_520_s.zip 2007_310_s.zip 2007_424_s.zip 2007_115_s.zip 2007_375_s.zip 2007_330_s.zip 2007_500_s.zip 2007_295_s.zip 2007_585_s.zip 2007_210_s.zip 2007_465_s.zip 2007_135_s.zip 2007_625_s.zip 2007_660_s.zip 2007_250_s.zip 2007_580_s.zip 2007_418_s.zip 2007_540_s.zip 2007_566_s.zip 2007_272_s.zip 2007_195_s.zip 2007_600_s.zip 2007_560_s.zip 2007_270_s.zip 2007_235_s.zip 2007_650_s.zip 2007_105_s.zip 2007_140_s.zip 2007_690_s.zip 2007_385_s.zip 2007_455_s.zip 2007_345_s.zip 2007_300_s.zip 2007_495_s.zip 2007_530_s.zip 2007_575_s.zip 2007_497_s.zip 2007_125_s.zip 2007_160_s.zip 2007_670_s.zip 2007_510_s.zip 2007_488_s.zip 2007_200_s.zip 2007_435_s.zip 2007_205_s.zip 2007_550_s.zip 2007_280_s.zip 2007_360_s.zip 2007_469_s.zip 2007_120_s.zip 2007_570_s.zip 2007_415_s.zip 2007_100_s.zip 2007_399_s.zip 2007_185_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2009 2009_120_s.zip 2009_469_s.zip 2009_550_s.zip 2009_280_s.zip 2009_360_s.zip 2009_435_s.zip 2009_205_s.zip 2009_399_s.zip 2009_185_s.zip 2009_100_s.zip 2009_415_s.zip 2009_570_s.zip 2009_497_s.zip 2009_345_s.zip 2009_300_s.zip 2009_495_s.zip 2009_530_s.zip 2009_575_s.zip 2009_385_s.zip 2009_455_s.zip 2009_105_s.zip 2009_140_s.zip 2009_690_s.zip 2009_650_s.zip 2009_488_s.zip 2009_200_s.zip 2009_510_s.zip 2009_670_s.zip 2009_125_s.zip 2009_160_s.zip 2009_566_s.zip 2009_418_s.zip 2009_540_s.zip 2009_250_s.zip 2009_580_s.zip 2009_405_s.zip 2009_270_s.zip 2009_235_s.zip 2009_560_s.zip 2009_195_s.zip 2009_600_s.zip 2009_272_s.zip 2009_424_s.zip 2009_115_s.zip 2009_520_s.zip 2009_310_s.zip 2009_400_s.zip 2009_230_s.zip 2009_625_s.zip 2009_660_s.zip 2009_135_s.zip 2009_585_s.zip 2009_210_s.zip 2009_465_s.zip 2009_375_s.zip 2009_330_s.zip 2009_500_s.zip 2009_295_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2017 2017_670_s.zip 2017_160_s.zip 2017_125_s.zip 2017_488_s.zip 2017_200_s.zip 2017_595_s.zip 2017_510_s.zip 2017_105_s.zip 2017_690_s.zip 2017_650_s.zip 2017_300_s.zip 2017_345_s.zip 2017_495_s.zip 2017_575_s.zip 2017_530_s.zip 2017_385_s.zip 2017_455_s.zip 2017_497_s.zip 2017_415_s.zip 2017_570_s.zip 2017_399_s.zip 2017_185_s.zip 2017_100_s.zip 2017_550_s.zip 2017_280_s.zip 2017_360_s.zip 2017_435_s.zip 2017_205_s.zip 2017_120_s.zip 2017_469_s.zip 2017_585_s.zip 2017_465_s.zip 2017_330_s.zip 2017_375_s.zip 2017_500_s.zip 2017_295_s.zip 2017_660_s.zip 2017_625_s.zip 2017_135_s.zip 2017_520_s.zip 2017_310_s.zip 2017_400_s.zip 2017_230_s.zip 2017_424_s.zip 2017_115_s.zip 2017_272_s.zip 2017_195_s.zip 2017_600_s.zip 2017_155_s.zip 2017_235_s.zip 2017_270_s.zip 2017_560_s.zip 2017_418_s.zip 2017_540_s.zip 2017_250_s.zip 2017_580_s.zip 2017_566_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2010 2010_469_s.zip 2010_120_s.zip 2010_205_s.zip 2010_435_s.zip 2010_360_s.zip 2010_550_s.zip 2010_280_s.zip 2010_100_s.zip 2010_185_s.zip 2010_399_s.zip 2010_570_s.zip 2010_415_s.zip 2010_385_s.zip 2010_455_s.zip 2010_530_s.zip 2010_575_s.zip 2010_345_s.zip 2010_300_s.zip 2010_495_s.zip 2010_650_s.zip 2010_105_s.zip 2010_140_s.zip 2010_690_s.zip 2010_497_s.zip 2010_510_s.zip 2010_200_s.zip 2010_488_s.zip 2010_125_s.zip 2010_160_s.zip 2010_670_s.zip 2010_250_s.zip 2010_580_s.zip 2010_540_s.zip 2010_418_s.zip 2010_566_s.zip 2010_272_s.zip 2010_560_s.zip 2010_270_s.zip 2010_235_s.zip 2010_405_s.zip 2010_195_s.zip 2010_600_s.zip 2010_115_s.zip 2010_424_s.zip 2010_230_s.zip 2010_400_s.zip 2010_310_s.zip 2010_520_s.zip 2010_135_s.zip 2010_625_s.zip 2010_660_s.zip 2010_500_s.zip 2010_295_s.zip 2010_375_s.zip 2010_330_s.zip 2010_465_s.zip 2010_585_s.zip 2010_210_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2019 2019_560_s.zip 2019_235_s.zip 2019_270_s.zip 2019_155_s.zip 2019_195_s.zip 2019_600_s.zip 2019_272_s.zip 2019_566_s.zip 2019_250_s.zip 2019_580_s.zip 2019_418_s.zip 2019_540_s.zip 2019_135_s.zip 2019_660_s.zip 2019_625_s.zip 2019_330_s.zip 2019_375_s.zip 2019_500_s.zip 2019_295_s.zip 2019_585_s.zip 2019_210_s.zip 2019_465_s.zip 2019_424_s.zip 2019_115_s.zip 2019_400_s.zip 2019_230_s.zip 2019_520_s.zip 2019_310_s.zip 2019_100_s.zip 2019_399_s.zip 2019_185_s.zip 2019_570_s.zip 2019_415_s.zip 2019_469_s.zip 2019_120_s.zip 2019_435_s.zip 2019_205_s.zip 2019_550_s.zip 2019_280_s.zip 2019_360_s.zip 2019_510_s.zip 2019_488_s.zip 2019_200_s.zip 2019_595_s.zip 2019_160_s.zip 2019_125_s.zip 2019_670_s.zip 2019_497_s.zip 2019_385_s.zip 2019_455_s.zip 2019_300_s.zip 2019_345_s.zip 2019_495_s.zip 2019_575_s.zip 2019_530_s.zip 2019_650_s.zip 2019_628_s.zip 2019_105_s.zip 2019_690_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2018 2018_660_s.zip 2018_625_s.zip 2018_135_s.zip 2018_585_s.zip 2018_210_s.zip 2018_465_s.zip 2018_330_s.zip 2018_375_s.zip 2018_500_s.zip 2018_295_s.zip 2018_424_s.zip 2018_115_s.zip 2018_520_s.zip 2018_310_s.zip 2018_400_s.zip 2018_230_s.zip 2018_235_s.zip 2018_270_s.zip 2018_560_s.zip 2018_195_s.zip 2018_600_s.zip 2018_155_s.zip 2018_272_s.zip 2018_566_s.zip 2018_418_s.zip 2018_540_s.zip 2018_250_s.zip 2018_580_s.zip 2018_488_s.zip 2018_200_s.zip 2018_595_s.zip 2018_510_s.zip 2018_670_s.zip 2018_160_s.zip 2018_125_s.zip 2018_497_s.zip 2018_300_s.zip 2018_345_s.zip 2018_495_s.zip 2018_575_s.zip 2018_530_s.zip 2018_385_s.zip 2018_455_s.zip 2018_105_s.zip 2018_690_s.zip 2018_650_s.zip 2018_399_s.zip 2018_185_s.zip 2018_100_s.zip 2018_415_s.zip 2018_570_s.zip 2018_120_s.zip 2018_469_s.zip 2018_550_s.zip 2018_280_s.zip 2018_360_s.zip 2018_435_s.zip 2018_205_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2011 2011_530_s.zip 2011_575_s.zip 2011_345_s.zip 2011_300_s.zip 2011_495_s.zip 2011_385_s.zip 2011_455_s.zip 2011_105_s.zip 2011_140_s.zip 2011_690_s.zip 2011_650_s.zip 2011_497_s.zip 2011_200_s.zip 2011_488_s.zip 2011_510_s.zip 2011_670_s.zip 2011_125_s.zip 2011_160_s.zip 2011_120_s.zip 2011_469_s.zip 2011_360_s.zip 2011_550_s.zip 2011_280_s.zip 2011_205_s.zip 2011_435_s.zip 2011_185_s.zip 2011_399_s.zip 2011_100_s.zip 2011_415_s.zip 2011_570_s.zip 2011_115_s.zip 2011_424_s.zip 2011_310_s.zip 2011_520_s.zip 2011_230_s.zip 2011_400_s.zip 2011_625_s.zip 2011_660_s.zip 2011_135_s.zip 2011_465_s.zip 2011_585_s.zip 2011_210_s.zip 2011_500_s.zip 2011_295_s.zip 2011_375_s.zip 2011_330_s.zip 2011_540_s.zip 2011_418_s.zip 2011_250_s.zip 2011_580_s.zip 2011_566_s.zip 2011_272_s.zip 2011_270_s.zip 2011_235_s.zip 2011_560_s.zip 2011_195_s.zip 2011_600_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2016 2016_570_s.zip 2016_415_s.zip 2016_100_s.zip 2016_399_s.zip 2016_185_s.zip 2016_435_s.zip 2016_205_s.zip 2016_550_s.zip 2016_280_s.zip 2016_360_s.zip 2016_469_s.zip 2016_120_s.zip 2016_160_s.zip 2016_125_s.zip 2016_670_s.zip 2016_510_s.zip 2016_488_s.zip 2016_200_s.zip 2016_595_s.zip 2016_650_s.zip 2016_105_s.zip 2016_690_s.zip 2016_385_s.zip 2016_455_s.zip 2016_300_s.zip 2016_345_s.zip 2016_495_s.zip 2016_575_s.zip 2016_530_s.zip 2016_497_s.zip 2016_272_s.zip 2016_155_s.zip 2016_195_s.zip 2016_600_s.zip 2016_560_s.zip 2016_235_s.zip 2016_270_s.zip 2016_250_s.zip 2016_580_s.zip 2016_418_s.zip 2016_540_s.zip 2016_566_s.zip 2016_330_s.zip 2016_375_s.zip 2016_500_s.zip 2016_295_s.zip 2016_585_s.zip 2016_465_s.zip 2016_135_s.zip 2016_660_s.zip 2016_625_s.zip 2016_400_s.zip 2016_230_s.zip 2016_520_s.zip 2016_310_s.zip 2016_424_s.zip 2016_115_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/metadata .DS_Store s_t_format_corrected_output.csv s_t_format.txt s_t_format_corrected_input.txt Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2005 2005_455_s.zip 2005_385_s.zip 2005_495_s.zip 2005_300_s.zip 2005_345_s.zip 2005_575_s.zip 2005_530_s.zip 2005_650_s.zip 2005_690_s.zip 2005_140_s.zip 2005_105_s.zip 2005_497_s.zip 2005_510_s.zip 2005_488_s.zip 2005_200_s.zip 2005_160_s.zip 2005_125_s.zip 2005_670_s.zip 2005_469_s.zip 2005_120_s.zip 2005_435_s.zip 2005_205_s.zip 2005_280_s.zip 2005_550_s.zip 2005_360_s.zip 2005_100_s.zip 2005_399_s.zip 2005_185_s.zip 2005_570_s.zip 2005_415_s.zip 2005_424_s.zip 2005_115_s.zip 2005_400_s.zip 2005_230_s.zip 2005_520_s.zip 2005_310_s.zip 2005_135_s.zip 2005_660_s.zip 2005_625_s.zip 2005_330_s.zip 2005_375_s.zip 2005_295_s.zip 2005_500_s.zip 2005_210_s.zip 2005_585_s.zip 2005_465_s.zip 2005_580_s.zip 2005_250_s.zip 2005_418_s.zip 2005_540_s.zip 2005_566_s.zip 2005_272_s.zip 2005_560_s.zip 2005_235_s.zip 2005_270_s.zip 2005_600_s.zip 2005_195_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2002 2002_415_s.zip 2002_570_s.zip 2002_185_s.zip 2002_399_s.zip 2002_100_s.zip 2002_360_s.zip 2002_280_s.zip 2002_550_s.zip 2002_205_s.zip 2002_435_s.zip 2002_120_s.zip 2002_469_s.zip 2002_670_s.zip 2002_125_s.zip 2002_160_s.zip 2002_200_s.zip 2002_488_s.zip 2002_510_s.zip 2002_690_s.zip 2002_105_s.zip 2002_140_s.zip 2002_650_s.zip 2002_530_s.zip 2002_575_s.zip 2002_495_s.zip 2002_345_s.zip 2002_300_s.zip 2002_455_s.zip 2002_385_s.zip 2002_497_s.zip 2002_272_s.zip 2002_600_s.zip 2002_195_s.zip 2002_270_s.zip 2002_235_s.zip 2002_560_s.zip 2002_540_s.zip 2002_418_s.zip 2002_580_s.zip 2002_250_s.zip 2002_566_s.zip 2002_465_s.zip 2002_210_s.zip 2002_585_s.zip 2002_295_s.zip 2002_500_s.zip 2002_375_s.zip 2002_330_s.zip 2002_625_s.zip 2002_660_s.zip 2002_135_s.zip 2002_310_s.zip 2002_520_s.zip 2002_230_s.zip 2002_400_s.zip 2002_115_s.zip 2002_424_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003 2003_125_s.zip 2003_160_s.zip 2003_670_s.zip 2003_510_s.zip 2003_200_s.zip 2003_488_s.zip 2003_650_s.zip 2003_690_s.zip 2003_105_s.zip 2003_140_s.zip 2003_455_s.zip 2003_385_s.zip 2003_530_s.zip 2003_575_s.zip 2003_495_s.zip 2003_345_s.zip 2003_300_s.zip 2003_497_s.zip 2003_570_s.zip 2003_415_s.zip 2003_100_s.zip 2003_185_s.zip 2003_399_s.zip 2003_205_s.zip 2003_435_s.zip 2003_360_s.zip 2003_280_s.zip 2003_550_s.zip 2003_469_s.zip 2003_120_s.zip 2003_295_s.zip 2003_500_s.zip 2003_375_s.zip 2003_330_s.zip 2003_465_s.zip 2003_210_s.zip 2003_585_s.zip 2003_135_s.zip 2003_625_s.zip 2003_660_s.zip 2003_230_s.zip 2003_400_s.zip 2003_310_s.zip 2003_520_s.zip 2003_115_s.zip 2003_424_s.zip 2003_272_s.zip 2003_600_s.zip 2003_195_s.zip 2003_560_s.zip 2003_270_s.zip 2003_235_s.zip 2003_580_s.zip 2003_250_s.zip 2003_540_s.zip 2003_418_s.zip 2003_566_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004 2004_120_s.zip 2004_469_s.zip 2004_280_s.zip 2004_550_s.zip 2004_360_s.zip 2004_435_s.zip 2004_205_s.zip 2004_399_s.zip 2004_185_s.zip 2004_100_s.zip 2004_415_s.zip 2004_570_s.zip 2004_495_s.zip 2004_300_s.zip 2004_345_s.zip 2004_575_s.zip 2004_530_s.zip 2004_455_s.zip 2004_385_s.zip 2004_690_s.zip 2004_140_s.zip 2004_105_s.zip 2004_650_s.zip 2004_497_s.zip 2004_488_s.zip 2004_200_s.zip 2004_510_s.zip 2004_670_s.zip 2004_160_s.zip 2004_125_s.zip 2004_418_s.zip 2004_540_s.zip 2004_580_s.zip 2004_250_s.zip 2004_566_s.zip 2004_272_s.zip 2004_235_s.zip 2004_270_s.zip 2004_560_s.zip 2004_600_s.zip 2004_195_s.zip 2004_424_s.zip 2004_115_s.zip 2004_520_s.zip 2004_310_s.zip 2004_400_s.zip 2004_230_s.zip 2004_660_s.zip 2004_625_s.zip 2004_135_s.zip 2004_210_s.zip 2004_585_s.zip 2004_465_s.zip 2004_330_s.zip 2004_375_s.zip 2004_295_s.zip 2004_500_s.zip
import zipfile
zip_dir = '/Users/ksatola/Documents/git/air-polution/data/imgw/etl/2019/'
zip_file = zip_dir+'2019_100_s.zip'
with zipfile.ZipFile(zip_file, 'r') as zipobj:
contents = zipobj.namelist()
print(contents)
first_file = zipobj.getinfo(contents[0])
print(first_file)
print(first_file.filename)
print(first_file.file_size)
print(first_file.date_time)
zipobj.extractall(path=zip_dir+'extracted/')
['s_t_100_2019.csv'] <ZipInfo filename='s_t_100_2019.csv' compress_type=deflate external_attr=0x20 file_size=3627030 compress_size=369035> s_t_100_2019.csv 3627030 (2020, 1, 28, 8, 16, 40)
%%time
source_dir = '/Users/ksatola/Documents/git/air-polution/data/imgw/etl/'
target_dir = '/Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/'
file_search_pattern = '*.zip'
extract_archived_data(source_dir, target_dir, file_search_pattern)
Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/ Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013 Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_310_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_520_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_230_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_400_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_115_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_424_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_465_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_210_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_585_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_295_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_500_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_330_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_375_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_660_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_625_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_135_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_540_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_418_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_580_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_250_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_566_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_272_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_600_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_195_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_155_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_235_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_270_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_560_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_690_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_105_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_650_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_575_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_530_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_495_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_300_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_345_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_455_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_385_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_497_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_670_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_160_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_125_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_200_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_488_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_510_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_360_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_280_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_550_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_205_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_435_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_120_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_469_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_415_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_570_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_185_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_399_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2013/2013_100_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014 Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_272_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_560_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_270_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_235_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_155_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_600_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_195_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_580_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_250_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_418_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_540_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_566_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_135_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_625_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_660_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_375_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_330_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_295_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_500_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_210_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_585_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_465_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_424_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_115_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_400_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_230_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_520_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_310_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_100_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_399_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_185_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_570_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_415_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_469_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_120_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_435_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_205_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_280_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_550_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_360_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_510_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_488_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_200_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_125_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_160_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_670_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_455_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_385_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_495_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_345_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_300_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_530_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_575_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_650_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_690_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_105_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2014/2014_497_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015 Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_625_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_660_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_135_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_585_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_465_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_375_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_330_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_295_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_500_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_424_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_115_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_520_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_310_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_400_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_230_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_272_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_270_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_235_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_560_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_600_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_195_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_155_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_418_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_540_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_580_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_250_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_566_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_488_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_595_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_200_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_510_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_670_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_125_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_160_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_495_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_345_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_300_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_530_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_575_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_455_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_385_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_690_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_105_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_650_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_497_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_399_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_185_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_100_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_415_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_570_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_120_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_469_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_280_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_550_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_360_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_435_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2015/2015_205_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012 Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_580_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_250_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_540_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_418_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_566_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_272_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_600_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_195_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_560_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_235_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_270_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_230_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_400_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_310_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_520_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_115_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_424_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_295_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_500_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_330_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_375_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_465_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_210_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_585_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_135_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_660_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_625_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_205_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_435_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_360_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_280_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_550_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_469_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_120_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_570_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_415_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_100_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_185_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_399_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_650_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_690_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_140_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_105_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2012/2012_455_s.zip Extracting: 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/Users/ksatola/Documents/git/air-polution/data/imgw/etl/2002/2002_230_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2002/2002_400_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2002/2002_115_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2002/2002_424_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003 Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_125_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_160_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_670_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_510_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_200_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_488_s.zip Extracting: 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/Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_660_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_230_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_400_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_310_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_520_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_115_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_424_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_272_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_600_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_195_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_560_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_270_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_235_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_580_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_250_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_540_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_418_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2003/2003_566_s.zip Found directory: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004 Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_120_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_469_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_280_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_550_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_360_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_435_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_205_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_399_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_185_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_100_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_415_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_570_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_495_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_300_s.zip Extracting: 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/Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_660_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_625_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_135_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_210_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_585_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_465_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_330_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_375_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_295_s.zip Extracting: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/2004/2004_500_s.zip CPU times: user 10.7 s, sys: 6.39 s, total: 17.1 s Wall time: 22.2 s
%%timeit
file_input = '/Users/ksatola/Documents/git/air-polution/data/imgw/etl/metadata/s_t_format_corrected_input.txt'
file_output = '/Users/ksatola/Documents/git/air-polution/data/imgw/etl/metadata/s_t_format_corrected_output.csv'
parse_imgw_metadata(file_input, file_output, input_encoding="cp1250", output_encoding="utf-8")
855 µs ± 56.1 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)
columns = '/Users/ksatola/Documents/git/air-polution/data/imgw/etl/metadata/s_t_format_corrected_output.csv'
source_dir = '/Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/'
file_search_pattern = '*.csv'
# Synoptic stations codes in the Krakow area
sms_codes = [
"250190410", # "KRAKÓW HISTORYCZNE"
"350190566", # "KRAKÓW-BALICE"
"250199987", # "KRAKÓW-BIELANY-KLASZTOR"
"250209979", # "KRAKÓW-ŁĘG"
"250190390", # "KRAKÓW-OBSERWATORIUM"
"250199984", # "KRAKÓW-SWOSZOWICE"
"250190470" # "KRAKÓW-WOLA JUSTOWSKA"
]
# Read columns file
cols = pd.read_csv(columns, encoding='utf-8', sep=",")
cols.columns.tolist()
['Kod stacji', 'Nazwa stacji', 'Rok', 'Miesiąc', 'Dzień', 'Godzina', 'Wysokość podstawy chmur CL CM szyfrowana [kod]', 'Status pomiaru HPOD', 'Wysokość podstawy niższej [m]', 'Status pomiaru HPON', 'Wysokość podstawy wyższej [m]', 'Status pomiaru HPOW', 'Wysokość podstawy tekstowy [opis]', 'Pomiar przyrzadem 1 (niższa) [P]', 'Pomiar przyrzadem 2 (wyższa) [P]', 'Widzialność [kod]', 'Status pomiaru WID', 'Widzialność operatora [m]', 'Status pomiaru WIDO', 'Widzialność automat [m]', 'Status pomiaru WIDA', 'Zachmurzenie ogólne [oktanty]', 'Status pomiaru NOG', 'Kierunek wiatru [°]', 'Status pomiaru KRWR', 'Prędkość wiatru [m/s]', 'Status pomiaru FWR', 'Poryw wiatru [m/s]', 'Status pomiaru PORW', 'Temperatura powietrza [°C]', 'Status pomiaru TEMP', 'Temperatura termometru zwilżonego [°C]', 'Status pomiaru TTZW', 'Wskaźnik wentylacji [W/N]', 'Wskaźnik lodu [L/W]', 'Ciśnienie pary wodnej [hPa]', 'Status pomiaru CPW', 'Wilgotność względna [%]', 'Status pomiaru WLGW', 'Temperatura punktu rosy [°C]', 'Status pomiaru TPTR', 'Ciśnienie na pozimie stacji [hPa]', 'Status pomiaru PPPS', 'Ciśnienie na pozimie morza [hPa]', 'Status pomiaru PPPM', 'Charakterystyka tendencji [kod]', 'Wartość tendencji [wartość]', 'Status pomiaru APP', 'Opad za 6 godzin [mm]', 'Status pomiaru WO6G', 'Rodzaj opadu za 6 godzin [kod]', 'Status pomiaru ROPT', 'Pogoda bieżąca [kod]', 'Pogoda ubiegła [kod]', 'Zachmurzenie niskie [oktanty]', 'Status pomiaru CLCM', 'Chmury CL [kod]', 'Status pomiaru CHCL', 'Chmury CL tekstem', 'Chmury CM [kod]', 'Status pomiaru CHCM', 'Chmury CM tekstem', 'Chmury CH [kod]', 'Status pomiaru CHCH', 'Chmury CH tekstem', 'Stan gruntu [kod]', 'Status pomiaru SGRN', 'Niedosyt wilgotności [hPa]', 'Status pomiaru DEFI', 'Usłonecznienie', 'Status pomiaru USLN', 'Wystąpienie rosy [0/1]', 'Status pomiaru ROSW', 'Poryw maksymalny za okres WW [m/s]', 'Status pomiaru PORK', 'Godzina wystąpienia porywu', 'Minuta wystąpienia porywu', 'Temperatura gruntu -5 [°C]', 'Status pomiaru TG05', 'Temperatura gruntu -10 [°C]', 'Status pomiaru TG10', 'Temperatura gruntu -20 [°C]', 'Status pomiaru TG20', 'Temperatura gruntu -50 [°C]', 'Status pomiaru TG50', 'Temperatura gruntu -100 [°C]', 'Status pomiaru TG100', 'Temperatura minimalna za 12 godzin [°C]', 'Status pomiaru TMIN', 'Temperatura maksymalna za 12 godzin [°C]', 'Status pomiaru TMAX', 'Temperatura minimalna przy gruncie za 12 godzin [°C]', 'Status pomiaru TGMI', 'Równoważnik wodny śniegu [mm/cm]', 'Status pomiaru RWSN', 'Wysokość pokrywy śnieżnej [cm]', 'Status pomiaru PKSN', 'Wysokość świeżo spadłego śniegu [cm]', 'Status pomiaru HSS', 'Wysokość śniegu na poletku [cm]', 'Status pomiaru GRSN', 'Gatunek śniegu [kod]', 'Ukształtowanie pokrywy [kod]', 'Wysokość próbki [cm]', 'Status pomiaru HPRO', 'Ciężar próbki [g]', 'Status pomiaru CIPR']
%%time
df = build_imgw_analytical_view(source_dir, columns, file_search_pattern, sms_codes)
0001 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_330_2013.csv, total rows: 0 0002 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_488_2008.csv, total rows: 107 0003 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_125_2018.csv, total rows: 214 0004 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_330_2007.csv, total rows: 321 0005 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_650_2011.csv, total rows: 428 0006 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_650_2005.csv, total rows: 535 0007 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_560_2003.csv, total rows: 642 0008 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_560_2017.csv, total rows: 749 0009 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_495_2019.csv, total rows: 856 0010 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_585_2016.csv, total rows: 963 0011 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_585_2002.csv, total rows: 1070 0012 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_580_2008.csv, total rows: 1177 0013 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_660_2019.csv, total rows: 1284 0014 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_210_2014.csv, total rows: 1391 0015 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_115_2004.csv, total rows: 1498 0016 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_115_2010.csv, total rows: 1605 0017 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_469_2017.csv, total rows: 1712 0018 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_469_2003.csv, total rows: 1819 0019 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_120_2012.csv, total rows: 1926 0020 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_120_2006.csv, total rows: 2033 0021 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_195_2008.csv, total rows: 2140 0022 -> Shape: (0, 107), file: 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/Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_125_2001.csv, total rows: 116095 1087 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_488_2005.csv, total rows: 116202 1088 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_125_2015.csv, total rows: 116309 1089 -> Shape: (0, 107), file: /Users/ksatola/Documents/git/air-polution/data/imgw/etl/extracted/s_t_488_2011.csv, total rows: 116416 CPU times: user 3min 23s, sys: 2min, total: 5min 23s Wall time: 5min 25s
df.shape
(166536, 107)
df.head()
| Kod stacji | Nazwa stacji | year | month | day | hour | Wysokość podstawy chmur CL CM szyfrowana [kod] | Status pomiaru HPOD | Wysokość podstawy niższej [m] | Status pomiaru HPON | Wysokość podstawy wyższej [m] | Status pomiaru HPOW | Wysokość podstawy tekstowy [opis] | Pomiar przyrzadem 1 (niższa) [P] | Pomiar przyrzadem 2 (wyższa) [P] | Widzialność [kod] | Status pomiaru WID | Widzialność operatora [m] | Status pomiaru WIDO | Widzialność automat [m] | Status pomiaru WIDA | Zachmurzenie ogólne [oktanty] | Status pomiaru NOG | Kierunek wiatru [°] | Status pomiaru KRWR | Prędkość wiatru [m/s] | Status pomiaru FWR | Poryw wiatru [m/s] | Status pomiaru PORW | Temperatura powietrza [°C] | Status pomiaru TEMP | Temperatura termometru zwilżonego [°C] | Status pomiaru TTZW | Wskaźnik wentylacji [W/N] | Wskaźnik lodu [L/W] | Ciśnienie pary wodnej [hPa] | Status pomiaru CPW | Wilgotność względna [%] | Status pomiaru WLGW | Temperatura punktu rosy [°C] | Status pomiaru TPTR | Ciśnienie na pozimie stacji [hPa] | Status pomiaru PPPS | Ciśnienie na pozimie morza [hPa] | Status pomiaru PPPM | Charakterystyka tendencji [kod] | Wartość tendencji [wartość] | Status pomiaru APP | Opad za 6 godzin [mm] | Status pomiaru WO6G | Rodzaj opadu za 6 godzin [kod] | Status pomiaru ROPT | Pogoda bieżąca [kod] | Pogoda ubiegła [kod] | Zachmurzenie niskie [oktanty] | Status pomiaru CLCM | Chmury CL [kod] | Status pomiaru CHCL | Chmury CL tekstem | Chmury CM [kod] | Status pomiaru CHCM | Chmury CM tekstem | Chmury CH [kod] | Status pomiaru CHCH | Chmury CH tekstem | Stan gruntu [kod] | Status pomiaru SGRN | Niedosyt wilgotności [hPa] | Status pomiaru DEFI | Usłonecznienie | Status pomiaru USLN | Wystąpienie rosy [0/1] | Status pomiaru ROSW | Poryw maksymalny za okres WW [m/s] | Status pomiaru PORK | Godzina wystąpienia porywu | Minuta wystąpienia porywu | Temperatura gruntu -5 [°C] | Status pomiaru TG05 | Temperatura gruntu -10 [°C] | Status pomiaru TG10 | Temperatura gruntu -20 [°C] | Status pomiaru TG20 | Temperatura gruntu -50 [°C] | Status pomiaru TG50 | Temperatura gruntu -100 [°C] | Status pomiaru TG100 | Temperatura minimalna za 12 godzin [°C] | Status pomiaru TMIN | Temperatura maksymalna za 12 godzin [°C] | Status pomiaru TMAX | Temperatura minimalna przy gruncie za 12 godzin [°C] | Status pomiaru TGMI | Równoważnik wodny śniegu [mm/cm] | Status pomiaru RWSN | Wysokość pokrywy śnieżnej [cm] | Status pomiaru PKSN | Wysokość świeżo spadłego śniegu [cm] | Status pomiaru HSS | Wysokość śniegu na poletku [cm] | Status pomiaru GRSN | Gatunek śniegu [kod] | Ukształtowanie pokrywy [kod] | Wysokość próbki [cm] | Status pomiaru HPRO | Ciężar próbki [g] | Status pomiaru CIPR | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Datetime | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 2005-01-01 00:00:00 | 350190566 | KRAKÓW-BALICE | 2005 | 1 | 1 | 0 | 5 | NaN | 0 | 8.0 | 0 | 8.0 | NaN | NaN | NaN | 6 | NaN | 0 | 8.0 | 0 | 8.0 | 7 | NaN | 210 | NaN | 1 | NaN | 0 | NaN | 2.3 | NaN | 1.5 | NaN | W | W | 6.3 | NaN | 87 | NaN | 0.3 | NaN | 993.6 | NaN | 1023.4 | NaN | 7 | -0.1 | NaN | 0.0 | 9.0 | 0 | 9.0 | 10 | 2 | 7 | NaN | 5 | NaN | NaN | / | NaN | NaN | / | NaN | NaN | 1 | NaN | 0.0 | 8.0 | 0.0 | 8.0 | NaN | 8.0 | 0 | 8.0 | NaN | NaN | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0 | 8.0 | 0 | 8.0 | 0 | 8.0 | NaN | NaN | 0 | 8.0 | 0 | 8.0 |
| 2005-01-01 01:00:00 | 350190566 | KRAKÓW-BALICE | 2005 | 1 | 1 | 1 | 4 | NaN | 0 | 8.0 | 0 | 8.0 | NaN | NaN | NaN | 6 | NaN | 0 | 8.0 | 0 | 8.0 | 8 | NaN | 230 | NaN | 2 | NaN | 0 | NaN | 2.0 | NaN | 1.1 | NaN | W | W | 6.0 | NaN | 85 | NaN | -0.2 | NaN | 993.2 | NaN | 1023.0 | NaN | 8 | -0.4 | NaN | 0.0 | 8.0 | 0 | 8.0 | 10 | 2 | 7 | NaN | 5 | NaN | NaN | / | NaN | NaN | / | NaN | NaN | 0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | NaN | 8.0 | 0 | 8.0 | NaN | NaN | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0 | 8.0 | 0 | 8.0 | 0 | 8.0 | NaN | NaN | 0 | 8.0 | 0 | 8.0 |
| 2005-01-01 02:00:00 | 350190566 | KRAKÓW-BALICE | 2005 | 1 | 1 | 2 | 4 | NaN | 0 | 8.0 | 0 | 8.0 | NaN | NaN | NaN | 6 | NaN | 0 | 8.0 | 0 | 8.0 | 8 | NaN | 220 | NaN | 3 | NaN | 0 | NaN | 2.0 | NaN | 1.1 | NaN | W | W | 6.0 | NaN | 85 | NaN | -0.2 | NaN | 992.5 | NaN | 1022.3 | NaN | 8 | -1.2 | NaN | 0.0 | 8.0 | 0 | 8.0 | 10 | 2 | 7 | NaN | 5 | NaN | NaN | / | NaN | NaN | / | NaN | NaN | 0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | NaN | 8.0 | 0 | 8.0 | NaN | NaN | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0 | 8.0 | 0 | 8.0 | 0 | 8.0 | NaN | NaN | 0 | 8.0 | 0 | 8.0 |
| 2005-01-01 03:00:00 | 350190566 | KRAKÓW-BALICE | 2005 | 1 | 1 | 3 | 4 | NaN | 0 | 8.0 | 0 | 8.0 | NaN | NaN | NaN | 6 | NaN | 0 | 8.0 | 0 | 8.0 | 8 | NaN | 210 | NaN | 2 | NaN | 0 | NaN | 2.4 | NaN | 1.7 | NaN | W | W | 6.4 | NaN | 89 | NaN | 0.7 | NaN | 992.6 | NaN | 1022.3 | NaN | 5 | -1.0 | NaN | 0.0 | 8.0 | 0 | 8.0 | 10 | 2 | 7 | NaN | 5 | NaN | NaN | / | NaN | NaN | / | NaN | NaN | 0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | NaN | 8.0 | 0 | 8.0 | NaN | NaN | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0 | 8.0 | 0 | 8.0 | 0 | 8.0 | NaN | NaN | 0 | 8.0 | 0 | 8.0 |
| 2005-01-01 04:00:00 | 350190566 | KRAKÓW-BALICE | 2005 | 1 | 1 | 4 | 4 | NaN | 0 | 8.0 | 0 | 8.0 | NaN | NaN | NaN | 6 | NaN | 0 | 8.0 | 0 | 8.0 | 8 | NaN | 220 | NaN | 2 | NaN | 0 | NaN | 2.4 | NaN | 1.8 | NaN | W | W | 6.5 | NaN | 90 | NaN | 1.0 | NaN | 992.3 | NaN | 1022.0 | NaN | 7 | -0.9 | NaN | 0.0 | 8.0 | 0 | 8.0 | 60 | 2 | 7 | NaN | 5 | NaN | NaN | / | NaN | NaN | / | NaN | NaN | 0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | NaN | 8.0 | 0 | 8.0 | NaN | NaN | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0 | 8.0 | 0 | 8.0 | 0 | 8.0 | NaN | NaN | 0 | 8.0 | 0 | 8.0 |
df.tail()
| Kod stacji | Nazwa stacji | year | month | day | hour | Wysokość podstawy chmur CL CM szyfrowana [kod] | Status pomiaru HPOD | Wysokość podstawy niższej [m] | Status pomiaru HPON | Wysokość podstawy wyższej [m] | Status pomiaru HPOW | Wysokość podstawy tekstowy [opis] | Pomiar przyrzadem 1 (niższa) [P] | Pomiar przyrzadem 2 (wyższa) [P] | Widzialność [kod] | Status pomiaru WID | Widzialność operatora [m] | Status pomiaru WIDO | Widzialność automat [m] | Status pomiaru WIDA | Zachmurzenie ogólne [oktanty] | Status pomiaru NOG | Kierunek wiatru [°] | Status pomiaru KRWR | Prędkość wiatru [m/s] | Status pomiaru FWR | Poryw wiatru [m/s] | Status pomiaru PORW | Temperatura powietrza [°C] | Status pomiaru TEMP | Temperatura termometru zwilżonego [°C] | Status pomiaru TTZW | Wskaźnik wentylacji [W/N] | Wskaźnik lodu [L/W] | Ciśnienie pary wodnej [hPa] | Status pomiaru CPW | Wilgotność względna [%] | Status pomiaru WLGW | Temperatura punktu rosy [°C] | Status pomiaru TPTR | Ciśnienie na pozimie stacji [hPa] | Status pomiaru PPPS | Ciśnienie na pozimie morza [hPa] | Status pomiaru PPPM | Charakterystyka tendencji [kod] | Wartość tendencji [wartość] | Status pomiaru APP | Opad za 6 godzin [mm] | Status pomiaru WO6G | Rodzaj opadu za 6 godzin [kod] | Status pomiaru ROPT | Pogoda bieżąca [kod] | Pogoda ubiegła [kod] | Zachmurzenie niskie [oktanty] | Status pomiaru CLCM | Chmury CL [kod] | Status pomiaru CHCL | Chmury CL tekstem | Chmury CM [kod] | Status pomiaru CHCM | Chmury CM tekstem | Chmury CH [kod] | Status pomiaru CHCH | Chmury CH tekstem | Stan gruntu [kod] | Status pomiaru SGRN | Niedosyt wilgotności [hPa] | Status pomiaru DEFI | Usłonecznienie | Status pomiaru USLN | Wystąpienie rosy [0/1] | Status pomiaru ROSW | Poryw maksymalny za okres WW [m/s] | Status pomiaru PORK | Godzina wystąpienia porywu | Minuta wystąpienia porywu | Temperatura gruntu -5 [°C] | Status pomiaru TG05 | Temperatura gruntu -10 [°C] | Status pomiaru TG10 | Temperatura gruntu -20 [°C] | Status pomiaru TG20 | Temperatura gruntu -50 [°C] | Status pomiaru TG50 | Temperatura gruntu -100 [°C] | Status pomiaru TG100 | Temperatura minimalna za 12 godzin [°C] | Status pomiaru TMIN | Temperatura maksymalna za 12 godzin [°C] | Status pomiaru TMAX | Temperatura minimalna przy gruncie za 12 godzin [°C] | Status pomiaru TGMI | Równoważnik wodny śniegu [mm/cm] | Status pomiaru RWSN | Wysokość pokrywy śnieżnej [cm] | Status pomiaru PKSN | Wysokość świeżo spadłego śniegu [cm] | Status pomiaru HSS | Wysokość śniegu na poletku [cm] | Status pomiaru GRSN | Gatunek śniegu [kod] | Ukształtowanie pokrywy [kod] | Wysokość próbki [cm] | Status pomiaru HPRO | Ciężar próbki [g] | Status pomiaru CIPR | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Datetime | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 2008-12-31 19:00:00 | 350190566 | KRAKÓW-BALICE | 2008 | 12 | 31 | 19 | 9 | NaN | 0 | 8.0 | 0 | 8.0 | NaN | NaN | NaN | 4 | NaN | 0 | 8.0 | 0 | 8.0 | 0 | NaN | 0 | NaN | 0 | NaN | 0 | NaN | -6.2 | NaN | 0.0 | 8.0 | U | NaN | 3.5 | NaN | 92 | NaN | -7.3 | NaN | 996.4 | NaN | 1027.2 | NaN | 7 | -1.6 | NaN | 0.0 | 8.0 | 0 | 8.0 | 10 | 0 | 0 | NaN | 0 | NaN | NaN | 0 | NaN | NaN | 0 | NaN | NaN | 0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | NaN | 8.0 | 0 | 8.0 | NaN | NaN | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0 | 8.0 | 0 | 8.0 | 0 | 8.0 | NaN | NaN | 0 | 8.0 | 0 | 8.0 |
| 2008-12-31 20:00:00 | 350190566 | KRAKÓW-BALICE | 2008 | 12 | 31 | 20 | 9 | NaN | 0 | 8.0 | 0 | 8.0 | NaN | NaN | NaN | 4 | NaN | 0 | 8.0 | 0 | 8.0 | 0 | NaN | 200 | NaN | 1 | NaN | 0 | NaN | -7.3 | NaN | 0.0 | 8.0 | U | NaN | 3.3 | NaN | 94 | NaN | -8.1 | NaN | 996.1 | NaN | 1027.1 | NaN | 6 | -1.4 | NaN | 0.0 | 8.0 | 0 | 8.0 | 10 | 0 | 0 | NaN | 0 | NaN | NaN | 0 | NaN | NaN | 0 | NaN | NaN | 0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | NaN | 8.0 | 0 | 8.0 | NaN | NaN | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0 | 8.0 | 0 | 8.0 | 0 | 8.0 | NaN | NaN | 0 | 8.0 | 0 | 8.0 |
| 2008-12-31 21:00:00 | 350190566 | KRAKÓW-BALICE | 2008 | 12 | 31 | 21 | 9 | NaN | 0 | 8.0 | 0 | 8.0 | NaN | NaN | NaN | 4 | NaN | 0 | 8.0 | 0 | 8.0 | 0 | NaN | 0 | NaN | 0 | NaN | 0 | NaN | -7.2 | NaN | 0.0 | 8.0 | U | NaN | 3.4 | NaN | 94 | NaN | -8.0 | NaN | 995.4 | NaN | 1026.3 | NaN | 7 | -1.5 | NaN | 0.0 | 8.0 | 0 | 8.0 | 10 | 0 | 0 | NaN | 0 | NaN | NaN | 0 | NaN | NaN | 0 | NaN | NaN | 0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | NaN | 8.0 | 0 | 8.0 | NaN | NaN | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0 | 8.0 | 0 | 8.0 | 0 | 8.0 | NaN | NaN | 0 | 8.0 | 0 | 8.0 |
| 2008-12-31 22:00:00 | 350190566 | KRAKÓW-BALICE | 2008 | 12 | 31 | 22 | 9 | NaN | 0 | 8.0 | 0 | 8.0 | NaN | NaN | NaN | 4 | NaN | 0 | 8.0 | 0 | 8.0 | 0 | NaN | 230 | NaN | 1 | NaN | 0 | NaN | -8.4 | NaN | 0.0 | 8.0 | U | NaN | 3.1 | NaN | 94 | NaN | -9.2 | NaN | 995.3 | NaN | 1026.4 | NaN | 7 | -1.1 | NaN | 0.0 | 8.0 | 0 | 8.0 | 10 | 0 | 0 | NaN | 0 | NaN | NaN | 0 | NaN | NaN | 0 | NaN | NaN | 0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | NaN | 8.0 | 0 | 8.0 | NaN | NaN | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0 | 8.0 | 0 | 8.0 | 0 | 8.0 | NaN | NaN | 0 | 8.0 | 0 | 8.0 |
| 2008-12-31 23:00:00 | 350190566 | KRAKÓW-BALICE | 2008 | 12 | 31 | 23 | 9 | NaN | 0 | 8.0 | 0 | 8.0 | NaN | NaN | NaN | 4 | NaN | 0 | 8.0 | 0 | 8.0 | 0 | NaN | 240 | NaN | 1 | NaN | 0 | NaN | -8.6 | NaN | 0.0 | 8.0 | U | NaN | 3.0 | NaN | 94 | NaN | -9.4 | NaN | 994.8 | NaN | 1025.9 | NaN | 7 | -1.3 | NaN | 0.0 | 8.0 | 0 | 8.0 | 10 | 0 | 0 | NaN | 0 | NaN | NaN | 0 | NaN | NaN | 0 | NaN | NaN | 0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | NaN | 8.0 | 0 | 8.0 | NaN | NaN | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0 | 8.0 | 0 | 8.0 | 0 | 8.0 | NaN | NaN | 0 | 8.0 | 0 | 8.0 |
df.sample(5)
| Kod stacji | Nazwa stacji | year | month | day | hour | Wysokość podstawy chmur CL CM szyfrowana [kod] | Status pomiaru HPOD | Wysokość podstawy niższej [m] | Status pomiaru HPON | Wysokość podstawy wyższej [m] | Status pomiaru HPOW | Wysokość podstawy tekstowy [opis] | Pomiar przyrzadem 1 (niższa) [P] | Pomiar przyrzadem 2 (wyższa) [P] | Widzialność [kod] | Status pomiaru WID | Widzialność operatora [m] | Status pomiaru WIDO | Widzialność automat [m] | Status pomiaru WIDA | Zachmurzenie ogólne [oktanty] | Status pomiaru NOG | Kierunek wiatru [°] | Status pomiaru KRWR | Prędkość wiatru [m/s] | Status pomiaru FWR | Poryw wiatru [m/s] | Status pomiaru PORW | Temperatura powietrza [°C] | Status pomiaru TEMP | Temperatura termometru zwilżonego [°C] | Status pomiaru TTZW | Wskaźnik wentylacji [W/N] | Wskaźnik lodu [L/W] | Ciśnienie pary wodnej [hPa] | Status pomiaru CPW | Wilgotność względna [%] | Status pomiaru WLGW | Temperatura punktu rosy [°C] | Status pomiaru TPTR | Ciśnienie na pozimie stacji [hPa] | Status pomiaru PPPS | Ciśnienie na pozimie morza [hPa] | Status pomiaru PPPM | Charakterystyka tendencji [kod] | Wartość tendencji [wartość] | Status pomiaru APP | Opad za 6 godzin [mm] | Status pomiaru WO6G | Rodzaj opadu za 6 godzin [kod] | Status pomiaru ROPT | Pogoda bieżąca [kod] | Pogoda ubiegła [kod] | Zachmurzenie niskie [oktanty] | Status pomiaru CLCM | Chmury CL [kod] | Status pomiaru CHCL | Chmury CL tekstem | Chmury CM [kod] | Status pomiaru CHCM | Chmury CM tekstem | Chmury CH [kod] | Status pomiaru CHCH | Chmury CH tekstem | Stan gruntu [kod] | Status pomiaru SGRN | Niedosyt wilgotności [hPa] | Status pomiaru DEFI | Usłonecznienie | Status pomiaru USLN | Wystąpienie rosy [0/1] | Status pomiaru ROSW | Poryw maksymalny za okres WW [m/s] | Status pomiaru PORK | Godzina wystąpienia porywu | Minuta wystąpienia porywu | Temperatura gruntu -5 [°C] | Status pomiaru TG05 | Temperatura gruntu -10 [°C] | Status pomiaru TG10 | Temperatura gruntu -20 [°C] | Status pomiaru TG20 | Temperatura gruntu -50 [°C] | Status pomiaru TG50 | Temperatura gruntu -100 [°C] | Status pomiaru TG100 | Temperatura minimalna za 12 godzin [°C] | Status pomiaru TMIN | Temperatura maksymalna za 12 godzin [°C] | Status pomiaru TMAX | Temperatura minimalna przy gruncie za 12 godzin [°C] | Status pomiaru TGMI | Równoważnik wodny śniegu [mm/cm] | Status pomiaru RWSN | Wysokość pokrywy śnieżnej [cm] | Status pomiaru PKSN | Wysokość świeżo spadłego śniegu [cm] | Status pomiaru HSS | Wysokość śniegu na poletku [cm] | Status pomiaru GRSN | Gatunek śniegu [kod] | Ukształtowanie pokrywy [kod] | Wysokość próbki [cm] | Status pomiaru HPRO | Ciężar próbki [g] | Status pomiaru CIPR | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Datetime | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 2015-08-29 02:00:00 | 350190566 | KRAKÓW-BALICE | 2015 | 8 | 29 | 2 | 7 | NaN | 1600 | NaN | 0 | 8.0 | 1600 | NaN | NaN | 8 | NaN | 30000 | NaN | 0 | NaN | 7 | NaN | 65 | NaN | 2 | NaN | 0 | 9.0 | 20.1 | NaN | 0.0 | 8.0 | U | NaN | 19.0 | NaN | 81 | NaN | 16.7 | NaN | 993.8 | NaN | 1022.1 | NaN | 1 | 1.4 | NaN | 0.0 | 8.0 | 0 | 8.0 | 3 | 2 | 7 | NaN | 5 | NaN | Sc str pe | / | NaN | / | / | NaN | / | 0 | 8.0 | 4.5 | NaN | 0.0 | 8.0 | 0.0 | NaN | 0 | 9.0 | NaN | NaN | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0 | 8.0 | 0 | 8.0 | 0 | 8.0 | NaN | NaN | 0 | 8.0 | 0 | 8.0 |
| 2011-08-18 19:00:00 | 350190566 | KRAKÓW-BALICE | 2011 | 8 | 18 | 19 | 9 | NaN | 0 | 8.0 | 0 | 8.0 | >2500 | NaN | NaN | 8 | NaN | 20000 | NaN | 0 | NaN | 1 | NaN | 0 | NaN | 0 | NaN | 0 | 9.0 | 20.5 | NaN | 0.0 | 8.0 | U | NaN | 19.5 | NaN | 81 | NaN | 17.1 | NaN | 989.3 | NaN | 1017.5 | NaN | 3 | 0.5 | NaN | 0.0 | 8.0 | 0 | 8.0 | 3 | 0 | 1 | NaN | 0 | NaN | . | 3 | NaN | Ac str pe | 0 | NaN | . | 0 | 8.0 | 4.6 | NaN | 0.0 | 8.0 | NaN | 8.0 | 0 | 9.0 | NaN | NaN | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0 | 8.0 | 0 | 8.0 | 0 | 8.0 | NaN | NaN | 0 | 8.0 | 0 | 8.0 |
| 2010-03-19 14:00:00 | 350190566 | KRAKÓW-BALICE | 2010 | 3 | 19 | 14 | 9 | NaN | 0 | 8.0 | 0 | 8.0 | NaN | NaN | NaN | 8 | NaN | 0 | 8.0 | 0 | 8.0 | 7 | NaN | 240 | NaN | 6 | NaN | 0 | NaN | 14.5 | NaN | 0.0 | 8.0 | U | NaN | 6.3 | NaN | 38 | NaN | 0.3 | NaN | 991.7 | NaN | 1020.1 | NaN | 6 | -1.0 | NaN | 0.0 | 8.0 | 0 | 8.0 | 2 | 2 | 0 | NaN | 0 | NaN | NaN | 0 | NaN | NaN | 8 | NaN | NaN | 0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | NaN | 8.0 | 0 | 8.0 | NaN | NaN | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0 | 8.0 | 0 | 8.0 | 0 | 8.0 | NaN | NaN | 0 | 8.0 | 0 | 8.0 |
| 2008-08-29 10:00:00 | 350190566 | KRAKÓW-BALICE | 2008 | 8 | 29 | 10 | 5 | NaN | 0 | 8.0 | 0 | 8.0 | NaN | NaN | NaN | 7 | NaN | 0 | 8.0 | 0 | 8.0 | 7 | NaN | 260 | NaN | 7 | NaN | 0 | NaN | 19.8 | NaN | 0.0 | 8.0 | U | NaN | 15.4 | NaN | 67 | NaN | 13.5 | NaN | 986.3 | NaN | 1014.1 | NaN | 8 | -0.4 | NaN | 0.0 | 8.0 | 0 | 8.0 | 1 | 2 | 3 | NaN | 5 | NaN | NaN | 3 | NaN | NaN | / | NaN | NaN | 0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | NaN | 8.0 | 0 | 8.0 | NaN | NaN | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0 | 8.0 | 0 | 8.0 | 0 | 8.0 | NaN | NaN | 0 | 8.0 | 0 | 8.0 |
| 2013-05-08 12:00:00 | 350190566 | KRAKÓW-BALICE | 2013 | 5 | 8 | 12 | 6 | NaN | 1000 | NaN | 0 | 8.0 | 1000 | NaN | NaN | 8 | NaN | 30000 | NaN | 0 | NaN | 2 | NaN | 44 | NaN | 4 | NaN | 0 | 9.0 | 25.2 | NaN | 0.0 | 8.0 | U | NaN | 17.3 | NaN | 54 | NaN | 15.2 | NaN | 987.5 | NaN | 1015.2 | NaN | 8 | -1.4 | NaN | 0.0 | 9.0 | 0 | 9.0 | 3 | 4 | 1 | NaN | 2 | NaN | Cu con | 0 | NaN | . | 2 | NaN | Ci spi2 | 1 | NaN | 14.7 | NaN | 0.0 | 8.0 | NaN | 8.0 | 0 | 9.0 | NaN | NaN | 15.7 | NaN | 14.2 | NaN | 12.8 | NaN | 11.2 | NaN | 9.0 | NaN | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0 | 8.0 | 0 | 8.0 | 0 | 8.0 | NaN | NaN | 0 | 8.0 | 0 | 8.0 |
# Create a save directory if not exists
save_dir = '/Users/ksatola/Documents/git/air-polution/data/final'
Path(save_dir).mkdir(parents=True, exist_ok=True)
# Save
imgw_all_file = '/Users/ksatola/Documents/git/air-polution/data/final/imgw_all.csv'
df.to_csv(imgw_all_file, encoding="utf-8", index=True)
# Test read
# when without low_memory=False
# https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.errors.DtypeWarning.html
#/Users/ksatola/anaconda3/lib/python3.7/site-packages/IPython/core/interactiveshell.py:3058:
# DtypeWarning: Columns (6,12,13,14,34,52,53,54,56,58,59,61,62,64,101,102) have mixed types.
# Specify dtype option on import or set low_memory=False.
# interactivity=interactivity, compiler=compiler, result=result)
df_read = pd.read_csv(imgw_all_file, encoding='utf-8', sep=",", index_col="Datetime", low_memory=False)
df_read.head()
| Kod stacji | Nazwa stacji | year | month | day | hour | Wysokość podstawy chmur CL CM szyfrowana [kod] | Status pomiaru HPOD | Wysokość podstawy niższej [m] | Status pomiaru HPON | Wysokość podstawy wyższej [m] | Status pomiaru HPOW | Wysokość podstawy tekstowy [opis] | Pomiar przyrzadem 1 (niższa) [P] | Pomiar przyrzadem 2 (wyższa) [P] | Widzialność [kod] | Status pomiaru WID | Widzialność operatora [m] | Status pomiaru WIDO | Widzialność automat [m] | Status pomiaru WIDA | Zachmurzenie ogólne [oktanty] | Status pomiaru NOG | Kierunek wiatru [°] | Status pomiaru KRWR | Prędkość wiatru [m/s] | Status pomiaru FWR | Poryw wiatru [m/s] | Status pomiaru PORW | Temperatura powietrza [°C] | Status pomiaru TEMP | Temperatura termometru zwilżonego [°C] | Status pomiaru TTZW | Wskaźnik wentylacji [W/N] | Wskaźnik lodu [L/W] | Ciśnienie pary wodnej [hPa] | Status pomiaru CPW | Wilgotność względna [%] | Status pomiaru WLGW | Temperatura punktu rosy [°C] | Status pomiaru TPTR | Ciśnienie na pozimie stacji [hPa] | Status pomiaru PPPS | Ciśnienie na pozimie morza [hPa] | Status pomiaru PPPM | Charakterystyka tendencji [kod] | Wartość tendencji [wartość] | Status pomiaru APP | Opad za 6 godzin [mm] | Status pomiaru WO6G | Rodzaj opadu za 6 godzin [kod] | Status pomiaru ROPT | Pogoda bieżąca [kod] | Pogoda ubiegła [kod] | Zachmurzenie niskie [oktanty] | Status pomiaru CLCM | Chmury CL [kod] | Status pomiaru CHCL | Chmury CL tekstem | Chmury CM [kod] | Status pomiaru CHCM | Chmury CM tekstem | Chmury CH [kod] | Status pomiaru CHCH | Chmury CH tekstem | Stan gruntu [kod] | Status pomiaru SGRN | Niedosyt wilgotności [hPa] | Status pomiaru DEFI | Usłonecznienie | Status pomiaru USLN | Wystąpienie rosy [0/1] | Status pomiaru ROSW | Poryw maksymalny za okres WW [m/s] | Status pomiaru PORK | Godzina wystąpienia porywu | Minuta wystąpienia porywu | Temperatura gruntu -5 [°C] | Status pomiaru TG05 | Temperatura gruntu -10 [°C] | Status pomiaru TG10 | Temperatura gruntu -20 [°C] | Status pomiaru TG20 | Temperatura gruntu -50 [°C] | Status pomiaru TG50 | Temperatura gruntu -100 [°C] | Status pomiaru TG100 | Temperatura minimalna za 12 godzin [°C] | Status pomiaru TMIN | Temperatura maksymalna za 12 godzin [°C] | Status pomiaru TMAX | Temperatura minimalna przy gruncie za 12 godzin [°C] | Status pomiaru TGMI | Równoważnik wodny śniegu [mm/cm] | Status pomiaru RWSN | Wysokość pokrywy śnieżnej [cm] | Status pomiaru PKSN | Wysokość świeżo spadłego śniegu [cm] | Status pomiaru HSS | Wysokość śniegu na poletku [cm] | Status pomiaru GRSN | Gatunek śniegu [kod] | Ukształtowanie pokrywy [kod] | Wysokość próbki [cm] | Status pomiaru HPRO | Ciężar próbki [g] | Status pomiaru CIPR | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Datetime | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 2005-01-01 00:00:00 | 350190566 | KRAKÓW-BALICE | 2005 | 1 | 1 | 0 | 5 | NaN | 0 | 8.0 | 0 | 8.0 | NaN | NaN | NaN | 6 | NaN | 0 | 8.0 | 0 | 8.0 | 7 | NaN | 210 | NaN | 1 | NaN | 0 | NaN | 2.3 | NaN | 1.5 | NaN | W | W | 6.3 | NaN | 87 | NaN | 0.3 | NaN | 993.6 | NaN | 1023.4 | NaN | 7 | -0.1 | NaN | 0.0 | 9.0 | 0 | 9.0 | 10 | 2 | 7 | NaN | 5 | NaN | NaN | / | NaN | NaN | / | NaN | NaN | 1 | NaN | 0.0 | 8.0 | 0.0 | 8.0 | NaN | 8.0 | 0 | 8.0 | NaN | NaN | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0 | 8.0 | 0 | 8.0 | 0 | 8.0 | NaN | NaN | 0 | 8.0 | 0 | 8.0 |
| 2005-01-01 01:00:00 | 350190566 | KRAKÓW-BALICE | 2005 | 1 | 1 | 1 | 4 | NaN | 0 | 8.0 | 0 | 8.0 | NaN | NaN | NaN | 6 | NaN | 0 | 8.0 | 0 | 8.0 | 8 | NaN | 230 | NaN | 2 | NaN | 0 | NaN | 2.0 | NaN | 1.1 | NaN | W | W | 6.0 | NaN | 85 | NaN | -0.2 | NaN | 993.2 | NaN | 1023.0 | NaN | 8 | -0.4 | NaN | 0.0 | 8.0 | 0 | 8.0 | 10 | 2 | 7 | NaN | 5 | NaN | NaN | / | NaN | NaN | / | NaN | NaN | 0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | NaN | 8.0 | 0 | 8.0 | NaN | NaN | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0 | 8.0 | 0 | 8.0 | 0 | 8.0 | NaN | NaN | 0 | 8.0 | 0 | 8.0 |
| 2005-01-01 02:00:00 | 350190566 | KRAKÓW-BALICE | 2005 | 1 | 1 | 2 | 4 | NaN | 0 | 8.0 | 0 | 8.0 | NaN | NaN | NaN | 6 | NaN | 0 | 8.0 | 0 | 8.0 | 8 | NaN | 220 | NaN | 3 | NaN | 0 | NaN | 2.0 | NaN | 1.1 | NaN | W | W | 6.0 | NaN | 85 | NaN | -0.2 | NaN | 992.5 | NaN | 1022.3 | NaN | 8 | -1.2 | NaN | 0.0 | 8.0 | 0 | 8.0 | 10 | 2 | 7 | NaN | 5 | NaN | NaN | / | NaN | NaN | / | NaN | NaN | 0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | NaN | 8.0 | 0 | 8.0 | NaN | NaN | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0 | 8.0 | 0 | 8.0 | 0 | 8.0 | NaN | NaN | 0 | 8.0 | 0 | 8.0 |
| 2005-01-01 03:00:00 | 350190566 | KRAKÓW-BALICE | 2005 | 1 | 1 | 3 | 4 | NaN | 0 | 8.0 | 0 | 8.0 | NaN | NaN | NaN | 6 | NaN | 0 | 8.0 | 0 | 8.0 | 8 | NaN | 210 | NaN | 2 | NaN | 0 | NaN | 2.4 | NaN | 1.7 | NaN | W | W | 6.4 | NaN | 89 | NaN | 0.7 | NaN | 992.6 | NaN | 1022.3 | NaN | 5 | -1.0 | NaN | 0.0 | 8.0 | 0 | 8.0 | 10 | 2 | 7 | NaN | 5 | NaN | NaN | / | NaN | NaN | / | NaN | NaN | 0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | NaN | 8.0 | 0 | 8.0 | NaN | NaN | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0 | 8.0 | 0 | 8.0 | 0 | 8.0 | NaN | NaN | 0 | 8.0 | 0 | 8.0 |
| 2005-01-01 04:00:00 | 350190566 | KRAKÓW-BALICE | 2005 | 1 | 1 | 4 | 4 | NaN | 0 | 8.0 | 0 | 8.0 | NaN | NaN | NaN | 6 | NaN | 0 | 8.0 | 0 | 8.0 | 8 | NaN | 220 | NaN | 2 | NaN | 0 | NaN | 2.4 | NaN | 1.8 | NaN | W | W | 6.5 | NaN | 90 | NaN | 1.0 | NaN | 992.3 | NaN | 1022.0 | NaN | 7 | -0.9 | NaN | 0.0 | 8.0 | 0 | 8.0 | 60 | 2 | 7 | NaN | 5 | NaN | NaN | / | NaN | NaN | / | NaN | NaN | 0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | NaN | 8.0 | 0 | 8.0 | NaN | NaN | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0.0 | 8.0 | 0 | 8.0 | 0 | 8.0 | 0 | 8.0 | NaN | NaN | 0 | 8.0 | 0 | 8.0 |
df_read.shape
(166536, 107)
assert df.shape[1] == df_read.shape[1]