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3 years ago
!pip install jovian --upgrade --quiet
!pip install git+https://github.com/Kaggle/kaggle-api.git --upgrade
import os
Collecting git+https://github.com/Kaggle/kaggle-api.git Cloning https://github.com/Kaggle/kaggle-api.git to /tmp/pip-req-build-1tuq1pm0 Running command git clone -q https://github.com/Kaggle/kaggle-api.git /tmp/pip-req-build-1tuq1pm0 Requirement already satisfied, skipping upgrade: six>=1.10 in /usr/local/lib/python3.6/dist-packages (from kaggle==1.5.10) (1.15.0) Requirement already satisfied, skipping upgrade: certifi in /usr/local/lib/python3.6/dist-packages (from kaggle==1.5.10) (2020.12.5) Requirement already satisfied, skipping upgrade: python-dateutil in /usr/local/lib/python3.6/dist-packages (from kaggle==1.5.10) (2.8.1) Requirement already satisfied, skipping upgrade: requests in /usr/local/lib/python3.6/dist-packages (from kaggle==1.5.10) (2.23.0) Requirement already satisfied, skipping upgrade: tqdm in /usr/local/lib/python3.6/dist-packages (from kaggle==1.5.10) (4.41.1) Requirement already satisfied, skipping upgrade: python-slugify in /usr/local/lib/python3.6/dist-packages (from kaggle==1.5.10) (4.0.1) Requirement already satisfied, skipping upgrade: urllib3 in /usr/local/lib/python3.6/dist-packages (from kaggle==1.5.10) (1.24.3) Requirement already satisfied, skipping upgrade: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->kaggle==1.5.10) (2.10) Requirement already satisfied, skipping upgrade: chardet<4,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->kaggle==1.5.10) (3.0.4) Requirement already satisfied, skipping upgrade: text-unidecode>=1.3 in /usr/local/lib/python3.6/dist-packages (from python-slugify->kaggle==1.5.10) (1.3) Building wheels for collected packages: kaggle Building wheel for kaggle (setup.py) ... done Created wheel for kaggle: filename=kaggle-1.5.10-cp36-none-any.whl size=78799 sha256=27af053df49172bd08580a14af45e7187a216f815f6de35df38a5083d410a4a1 Stored in directory: /tmp/pip-ephem-wheel-cache-x_5swckq/wheels/2f/2c/1d/18a38a6b617c2c338bdcbf409f3ccc2452799db7dca965d475 Successfully built kaggle Installing collected packages: kaggle Found existing installation: kaggle 1.5.10 Uninstalling kaggle-1.5.10: Successfully uninstalled kaggle-1.5.10 Successfully installed kaggle-1.5.10 
credentials = {"username":"jyothics","key":"7c6f54eaa0dcfe2b81ded0e16cd0e178"}
os.environ['KAGGLE_USERNAME']=credentials["username"]
os.environ['KAGGLE_KEY']=credentials["key"]
!kaggle datasets download -d paultimothymooney/chest-xray-pneumonia
!unzip chest-xray-pneumonia.zip
Streaming output truncated to the last 5000 lines. inflating: chest_xray/train/NORMAL/IM-0435-0001-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0435-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0437-0001-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0437-0001-0002.jpeg inflating: chest_xray/train/NORMAL/IM-0437-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0438-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0439-0001-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0439-0001-0002.jpeg inflating: chest_xray/train/NORMAL/IM-0439-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0440-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0441-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0442-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0444-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0445-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0446-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0447-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0448-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0449-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0450-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0451-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0452-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0453-0001-0002.jpeg inflating: chest_xray/train/NORMAL/IM-0453-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0455-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0456-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0457-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0458-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0459-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0460-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0461-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0463-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0464-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0465-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0466-0001.jpeg inflating: chest_xray/train/NORMAL/IM-0467-0001-0001.jpeg inflating: 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chest_xray/train/PNEUMONIA/person903_bacteria_2828.jpeg inflating: chest_xray/train/PNEUMONIA/person904_bacteria_2829.jpeg inflating: chest_xray/train/PNEUMONIA/person905_bacteria_2830.jpeg inflating: chest_xray/train/PNEUMONIA/person905_virus_1561.jpeg inflating: chest_xray/train/PNEUMONIA/person906_bacteria_2831.jpeg inflating: chest_xray/train/PNEUMONIA/person906_virus_1562.jpeg inflating: chest_xray/train/PNEUMONIA/person907_bacteria_2832.jpeg inflating: chest_xray/train/PNEUMONIA/person907_virus_1563.jpeg inflating: chest_xray/train/PNEUMONIA/person908_virus_1564.jpeg inflating: chest_xray/train/PNEUMONIA/person909_bacteria_2834.jpeg inflating: chest_xray/train/PNEUMONIA/person909_virus_1565.jpeg inflating: chest_xray/train/PNEUMONIA/person90_virus_169.jpeg inflating: chest_xray/train/PNEUMONIA/person90_virus_170.jpeg inflating: chest_xray/train/PNEUMONIA/person911_bacteria_2836.jpeg inflating: chest_xray/train/PNEUMONIA/person911_virus_1567.jpeg inflating: chest_xray/train/PNEUMONIA/person912_bacteria_2837.jpeg inflating: chest_xray/train/PNEUMONIA/person913_bacteria_2838.jpeg inflating: chest_xray/train/PNEUMONIA/person913_virus_1570.jpeg inflating: chest_xray/train/PNEUMONIA/person914_bacteria_2839.jpeg inflating: chest_xray/train/PNEUMONIA/person914_virus_1571.jpeg inflating: chest_xray/train/PNEUMONIA/person915_virus_1572.jpeg inflating: chest_xray/train/PNEUMONIA/person916_bacteria_2841.jpeg inflating: chest_xray/train/PNEUMONIA/person917_bacteria_2842.jpeg inflating: chest_xray/train/PNEUMONIA/person918_bacteria_2843.jpeg inflating: chest_xray/train/PNEUMONIA/person918_virus_1575.jpeg inflating: chest_xray/train/PNEUMONIA/person919_bacteria_2844.jpeg inflating: chest_xray/train/PNEUMONIA/person919_virus_1576.jpeg inflating: chest_xray/train/PNEUMONIA/person920_bacteria_2845.jpeg inflating: chest_xray/train/PNEUMONIA/person920_virus_1577.jpeg inflating: chest_xray/train/PNEUMONIA/person921_bacteria_2846.jpeg inflating: chest_xray/train/PNEUMONIA/person921_virus_1578.jpeg inflating: chest_xray/train/PNEUMONIA/person922_bacteria_2847.jpeg inflating: chest_xray/train/PNEUMONIA/person923_bacteria_2848.jpeg inflating: chest_xray/train/PNEUMONIA/person924_bacteria_2849.jpeg inflating: chest_xray/train/PNEUMONIA/person924_virus_1581.jpeg inflating: chest_xray/train/PNEUMONIA/person925_bacteria_2850.jpeg inflating: chest_xray/train/PNEUMONIA/person925_virus_1582.jpeg inflating: chest_xray/train/PNEUMONIA/person926_virus_1583.jpeg inflating: chest_xray/train/PNEUMONIA/person927_bacteria_2852.jpeg inflating: chest_xray/train/PNEUMONIA/person927_virus_1584.jpeg inflating: chest_xray/train/PNEUMONIA/person928_virus_1586.jpeg inflating: chest_xray/train/PNEUMONIA/person929_bacteria_2854.jpeg inflating: chest_xray/train/PNEUMONIA/person929_virus_1588.jpeg inflating: chest_xray/train/PNEUMONIA/person929_virus_1589.jpeg inflating: chest_xray/train/PNEUMONIA/person92_virus_174.jpeg inflating: chest_xray/train/PNEUMONIA/person930_bacteria_2855.jpeg inflating: chest_xray/train/PNEUMONIA/person931_bacteria_2856.jpeg inflating: chest_xray/train/PNEUMONIA/person931_virus_1592.jpeg inflating: chest_xray/train/PNEUMONIA/person932_virus_1593.jpeg inflating: chest_xray/train/PNEUMONIA/person933_bacteria_2858.jpeg inflating: chest_xray/train/PNEUMONIA/person933_virus_1594.jpeg inflating: chest_xray/train/PNEUMONIA/person934_bacteria_2859.jpeg inflating: chest_xray/train/PNEUMONIA/person934_virus_1595.jpeg inflating: chest_xray/train/PNEUMONIA/person935_virus_1597.jpeg inflating: chest_xray/train/PNEUMONIA/person936_bacteria_2861.jpeg inflating: chest_xray/train/PNEUMONIA/person936_virus_1598.jpeg inflating: chest_xray/train/PNEUMONIA/person937_bacteria_2862.jpeg inflating: chest_xray/train/PNEUMONIA/person937_virus_1599.jpeg inflating: chest_xray/train/PNEUMONIA/person938_bacteria_2863.jpeg inflating: chest_xray/train/PNEUMONIA/person938_virus_1600.jpeg inflating: chest_xray/train/PNEUMONIA/person939_bacteria_2864.jpeg inflating: chest_xray/train/PNEUMONIA/person93_virus_175.jpeg inflating: chest_xray/train/PNEUMONIA/person940_bacteria_2865.jpeg inflating: chest_xray/train/PNEUMONIA/person940_virus_1602.jpeg inflating: chest_xray/train/PNEUMONIA/person940_virus_1604.jpeg inflating: chest_xray/train/PNEUMONIA/person940_virus_1605.jpeg inflating: chest_xray/train/PNEUMONIA/person940_virus_1607.jpeg inflating: chest_xray/train/PNEUMONIA/person940_virus_1609.jpeg inflating: chest_xray/train/PNEUMONIA/person941_virus_1610.jpeg inflating: chest_xray/train/PNEUMONIA/person942_bacteria_2867.jpeg inflating: chest_xray/train/PNEUMONIA/person942_virus_1611.jpeg inflating: chest_xray/train/PNEUMONIA/person943_bacteria_2868.jpeg inflating: chest_xray/train/PNEUMONIA/person944_bacteria_2869.jpeg inflating: chest_xray/train/PNEUMONIA/person945_bacteria_2870.jpeg inflating: chest_xray/train/PNEUMONIA/person945_virus_1616.jpeg inflating: chest_xray/train/PNEUMONIA/person946_bacteria_2871.jpeg inflating: chest_xray/train/PNEUMONIA/person947_bacteria_2872.jpeg inflating: chest_xray/train/PNEUMONIA/person947_virus_1618.jpeg inflating: chest_xray/train/PNEUMONIA/person949_bacteria_2874.jpeg inflating: chest_xray/train/PNEUMONIA/person949_virus_1620.jpeg inflating: chest_xray/train/PNEUMONIA/person94_virus_176.jpeg inflating: chest_xray/train/PNEUMONIA/person950_virus_1621.jpeg inflating: chest_xray/train/PNEUMONIA/person951_bacteria_2876.jpeg inflating: chest_xray/train/PNEUMONIA/person951_virus_1622.jpeg inflating: chest_xray/train/PNEUMONIA/person952_bacteria_2877.jpeg inflating: chest_xray/train/PNEUMONIA/person952_virus_1623.jpeg inflating: chest_xray/train/PNEUMONIA/person953_bacteria_2878.jpeg inflating: chest_xray/train/PNEUMONIA/person954_bacteria_2879.jpeg inflating: chest_xray/train/PNEUMONIA/person954_virus_1626.jpeg inflating: chest_xray/train/PNEUMONIA/person955_bacteria_2880.jpeg inflating: chest_xray/train/PNEUMONIA/person955_virus_1627.jpeg inflating: chest_xray/train/PNEUMONIA/person956_bacteria_2881.jpeg inflating: chest_xray/train/PNEUMONIA/person956_virus_1628.jpeg inflating: chest_xray/train/PNEUMONIA/person957_bacteria_2882.jpeg inflating: chest_xray/train/PNEUMONIA/person957_virus_1629.jpeg inflating: chest_xray/train/PNEUMONIA/person958_bacteria_2883.jpeg inflating: chest_xray/train/PNEUMONIA/person958_virus_1630.jpeg inflating: chest_xray/train/PNEUMONIA/person959_bacteria_2884.jpeg inflating: chest_xray/train/PNEUMONIA/person95_virus_177.jpeg inflating: chest_xray/train/PNEUMONIA/person960_bacteria_2885.jpeg inflating: chest_xray/train/PNEUMONIA/person960_virus_1633.jpeg inflating: chest_xray/train/PNEUMONIA/person961_bacteria_2886.jpeg inflating: chest_xray/train/PNEUMONIA/person961_virus_1634.jpeg inflating: chest_xray/train/PNEUMONIA/person962_bacteria_2887.jpeg inflating: chest_xray/train/PNEUMONIA/person962_virus_1635.jpeg inflating: chest_xray/train/PNEUMONIA/person963_bacteria_2888.jpeg inflating: chest_xray/train/PNEUMONIA/person963_virus_1636.jpeg inflating: chest_xray/train/PNEUMONIA/person964_bacteria_2889.jpeg inflating: chest_xray/train/PNEUMONIA/person964_virus_1637.jpeg inflating: chest_xray/train/PNEUMONIA/person965_bacteria_2890.jpeg inflating: chest_xray/train/PNEUMONIA/person965_virus_1638.jpeg inflating: chest_xray/train/PNEUMONIA/person966_bacteria_2891.jpeg inflating: chest_xray/train/PNEUMONIA/person966_virus_1639.jpeg inflating: chest_xray/train/PNEUMONIA/person967_bacteria_2892.jpeg inflating: chest_xray/train/PNEUMONIA/person967_virus_1640.jpeg inflating: chest_xray/train/PNEUMONIA/person968_bacteria_2893.jpeg inflating: chest_xray/train/PNEUMONIA/person968_virus_1642.jpeg inflating: chest_xray/train/PNEUMONIA/person969_bacteria_2894.jpeg inflating: chest_xray/train/PNEUMONIA/person969_virus_1643.jpeg inflating: chest_xray/train/PNEUMONIA/person96_virus_178.jpeg inflating: chest_xray/train/PNEUMONIA/person96_virus_179.jpeg inflating: chest_xray/train/PNEUMONIA/person970_bacteria_2895.jpeg inflating: chest_xray/train/PNEUMONIA/person970_virus_1644.jpeg inflating: chest_xray/train/PNEUMONIA/person971_bacteria_2896.jpeg inflating: chest_xray/train/PNEUMONIA/person972_bacteria_2897.jpeg inflating: chest_xray/train/PNEUMONIA/person972_virus_1646.jpeg inflating: chest_xray/train/PNEUMONIA/person973_virus_1647.jpeg inflating: chest_xray/train/PNEUMONIA/person974_bacteria_2899.jpeg inflating: chest_xray/train/PNEUMONIA/person974_virus_1649.jpeg inflating: chest_xray/train/PNEUMONIA/person975_virus_1650.jpeg inflating: chest_xray/train/PNEUMONIA/person976_bacteria_2901.jpeg inflating: chest_xray/train/PNEUMONIA/person976_virus_1651.jpeg inflating: chest_xray/train/PNEUMONIA/person977_bacteria_2902.jpeg inflating: chest_xray/train/PNEUMONIA/person977_virus_1652.jpeg inflating: chest_xray/train/PNEUMONIA/person978_bacteria_2904.jpeg inflating: chest_xray/train/PNEUMONIA/person978_virus_1653.jpeg inflating: chest_xray/train/PNEUMONIA/person979_bacteria_2905.jpeg inflating: chest_xray/train/PNEUMONIA/person979_virus_1654.jpeg inflating: chest_xray/train/PNEUMONIA/person97_virus_180.jpeg inflating: chest_xray/train/PNEUMONIA/person97_virus_181.jpeg inflating: chest_xray/train/PNEUMONIA/person980_bacteria_2906.jpeg inflating: chest_xray/train/PNEUMONIA/person980_virus_1655.jpeg inflating: chest_xray/train/PNEUMONIA/person981_bacteria_2907.jpeg inflating: chest_xray/train/PNEUMONIA/person981_bacteria_2908.jpeg inflating: chest_xray/train/PNEUMONIA/person981_virus_1657.jpeg inflating: chest_xray/train/PNEUMONIA/person982_bacteria_2909.jpeg inflating: chest_xray/train/PNEUMONIA/person982_virus_1658.jpeg inflating: chest_xray/train/PNEUMONIA/person983_bacteria_2910.jpeg inflating: chest_xray/train/PNEUMONIA/person983_virus_1660.jpeg inflating: chest_xray/train/PNEUMONIA/person984_bacteria_2911.jpeg inflating: chest_xray/train/PNEUMONIA/person985_bacteria_2912.jpeg inflating: chest_xray/train/PNEUMONIA/person986_bacteria_2913.jpeg inflating: chest_xray/train/PNEUMONIA/person987_bacteria_2914.jpeg inflating: chest_xray/train/PNEUMONIA/person988_bacteria_2915.jpeg inflating: chest_xray/train/PNEUMONIA/person988_virus_1666.jpeg inflating: chest_xray/train/PNEUMONIA/person989_virus_1667.jpeg inflating: chest_xray/train/PNEUMONIA/person98_virus_182.jpeg inflating: chest_xray/train/PNEUMONIA/person990_bacteria_2917.jpeg inflating: chest_xray/train/PNEUMONIA/person991_bacteria_2918.jpeg inflating: chest_xray/train/PNEUMONIA/person991_virus_1669.jpeg inflating: chest_xray/train/PNEUMONIA/person992_bacteria_2919.jpeg inflating: chest_xray/train/PNEUMONIA/person992_bacteria_2920.jpeg inflating: chest_xray/train/PNEUMONIA/person992_virus_1670.jpeg inflating: chest_xray/train/PNEUMONIA/person993_bacteria_2921.jpeg inflating: chest_xray/train/PNEUMONIA/person993_virus_1671.jpeg inflating: chest_xray/train/PNEUMONIA/person994_bacteria_2922.jpeg inflating: chest_xray/train/PNEUMONIA/person994_virus_1672.jpeg inflating: chest_xray/train/PNEUMONIA/person995_bacteria_2923.jpeg inflating: chest_xray/train/PNEUMONIA/person995_virus_1676.jpeg inflating: chest_xray/train/PNEUMONIA/person996_bacteria_2924.jpeg inflating: chest_xray/train/PNEUMONIA/person996_virus_1677.jpeg inflating: chest_xray/train/PNEUMONIA/person997_bacteria_2926.jpeg inflating: chest_xray/train/PNEUMONIA/person997_virus_1678.jpeg inflating: chest_xray/train/PNEUMONIA/person998_bacteria_2927.jpeg inflating: chest_xray/train/PNEUMONIA/person998_bacteria_2928.jpeg inflating: chest_xray/train/PNEUMONIA/person99_virus_183.jpeg inflating: chest_xray/train/PNEUMONIA/person9_bacteria_38.jpeg inflating: chest_xray/train/PNEUMONIA/person9_bacteria_39.jpeg inflating: chest_xray/train/PNEUMONIA/person9_bacteria_40.jpeg inflating: chest_xray/train/PNEUMONIA/person9_bacteria_41.jpeg inflating: chest_xray/val/NORMAL/NORMAL2-IM-1427-0001.jpeg inflating: chest_xray/val/NORMAL/NORMAL2-IM-1430-0001.jpeg inflating: chest_xray/val/NORMAL/NORMAL2-IM-1431-0001.jpeg inflating: chest_xray/val/NORMAL/NORMAL2-IM-1436-0001.jpeg inflating: chest_xray/val/NORMAL/NORMAL2-IM-1437-0001.jpeg inflating: chest_xray/val/NORMAL/NORMAL2-IM-1438-0001.jpeg inflating: chest_xray/val/NORMAL/NORMAL2-IM-1440-0001.jpeg inflating: chest_xray/val/NORMAL/NORMAL2-IM-1442-0001.jpeg inflating: chest_xray/val/PNEUMONIA/person1946_bacteria_4874.jpeg inflating: chest_xray/val/PNEUMONIA/person1946_bacteria_4875.jpeg inflating: chest_xray/val/PNEUMONIA/person1947_bacteria_4876.jpeg inflating: chest_xray/val/PNEUMONIA/person1949_bacteria_4880.jpeg inflating: chest_xray/val/PNEUMONIA/person1950_bacteria_4881.jpeg inflating: chest_xray/val/PNEUMONIA/person1951_bacteria_4882.jpeg inflating: chest_xray/val/PNEUMONIA/person1952_bacteria_4883.jpeg inflating: chest_xray/val/PNEUMONIA/person1954_bacteria_4886.jpeg 
import zipfile

with zipfile.ZipFile('./chest-xray-pneumonia.zip', 'r') as zip_ref:
    zip_ref.extractall('./chest-xray-pneumonia')