{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Weather Images Classification (Rain, Cloudy, Shine, Sunrise)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **Credit**: fastai & its notebook [01_intro.ipynb](https://github.com/fastai/fastbook/blob/master/01_intro.ipynb)\n",
    "- **Dataset**: [Multi-class Weather Dataset for Image Classification](https://data.mendeley.com/datasets/4drtyfjtfy/1) (link from [Top 10 Image Classification Datasets for Machine Learning](https://lionbridge.ai/datasets/top-10-image-classification-datasets-for-machine-learning/))\n",
    "- **Author**: [Pierre GUILLOU](https://www.linkedin.com/in/pierreguillou/)\n",
    "- **Date**: 01/03/2021\n",
    "- **Update**: 08/03/2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#hide\n",
    "# !pip install -Uqq fastbook\n",
    "import fastbook\n",
    "fastbook.setup_book()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#hide\n",
    "from fastbook import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Original code from fastai notebook 01_intro.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# CLICK ME\n",
    "# from fastai.vision.all import *\n",
    "# path = untar_data(URLs.PETS)/'images'\n",
    "\n",
    "# def is_cat(x): return x[0].isupper()\n",
    "# dls = ImageDataLoaders.from_name_func(\n",
    "#     path, get_image_files(path), valid_pct=0.2, seed=42,\n",
    "#    label_func=is_cat, item_tfms=Resize(224))\n",
    "\n",
    "# learn = cnn_learner(dls, resnet34, metrics=error_rate)\n",
    "# learn.fine_tune(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Use of the fastai code with another dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Import fastai vision library"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastai.vision.all import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Get path to images"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Example 1 | Link to download a zip file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/mnt/home/pierre/fastbook/clean/MyImages\n"
     ]
    }
   ],
   "source": [
    "!mkdir MyImages\n",
    "%cd MyImages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "95592747"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import requests # This library is used to make requests to internet\n",
    "\n",
    "# We are storing url of dataset\n",
    "url = 'https://md-datasets-cache-zipfiles-prod.s3.eu-west-1.amazonaws.com/4drtyfjtfy-1.zip'\n",
    "# We are creating a requests variable with the above url\n",
    "r = requests.get(url, allow_redirects=True)\n",
    "# We are writing the content of above request to 'iris.data' file\n",
    "open('4drtyfjtfy-1.zip', 'wb').write(r.content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Archive:  4drtyfjtfy-1.zip\n",
      "  inflating: dataset2.zip            \n"
     ]
    }
   ],
   "source": [
    "!unzip 4drtyfjtfy-1.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      " extracting: dataset2/rain12.jpg     \n",
      "  inflating: dataset2/rain120.jpg    \n",
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      " extracting: dataset2/rain129.jpg    \n",
      "  inflating: dataset2/rain13.jpg     \n",
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      " extracting: dataset2/rain144.jpg    \n",
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      "  inflating: dataset2/rain16.jpg     \n",
      " extracting: dataset2/rain160.jpg    \n",
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      "  inflating: dataset2/rain165.jpg    \n",
      " extracting: dataset2/rain166.jpg    \n",
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      " extracting: dataset2/rain176.jpg    \n",
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      "  inflating: dataset2/rain18.jpg     \n",
      " extracting: dataset2/rain180.jpg    \n",
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      "  inflating: dataset2/rain202.jpg    \n",
      "  inflating: dataset2/rain203.jpg    \n",
      "  inflating: dataset2/rain204.jpg    \n",
      " extracting: dataset2/rain205.jpg    \n",
      "  inflating: dataset2/rain206.jpg    \n",
      " extracting: dataset2/rain207.jpg    \n",
      "  inflating: dataset2/rain208.jpg    \n",
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      "  inflating: dataset2/rain21.jpg     \n",
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      " extracting: dataset2/rain211.jpg    \n",
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      "  inflating: dataset2/rain26.jpg     \n",
      "  inflating: dataset2/rain27.jpg     \n",
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      "  inflating: dataset2/rain3.jpg      \n",
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      "  inflating: dataset2/rain31.jpg     \n",
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      "  inflating: dataset2/rain4.jpg      \n",
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      " extracting: dataset2/rain53.jpg     \n",
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      "  inflating: dataset2/rain7.jpg      \n",
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      " extracting: dataset2/rain72.jpg     \n",
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      "  inflating: dataset2/shine1.jpg     \n",
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      "  inflating: dataset2/shine2.jpg     \n",
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      "  inflating: dataset2/shine21.jpg    \n",
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      "  inflating: dataset2/shine23.jpg    \n",
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      "  inflating: dataset2/shine231.jpg   \n",
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      "  inflating: dataset2/shine25.jpg    \n",
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      "  inflating: dataset2/shine26.jpg    \n",
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      "  inflating: dataset2/shine3.jpg     \n",
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      "  inflating: dataset2/shine32.jpg    \n",
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      "  inflating: dataset2/shine4.jpg     \n",
      "  inflating: dataset2/shine40.jpg    \n",
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      "  inflating: dataset2/shine5.jpg     \n",
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      "  inflating: dataset2/shine64.jpg    \n",
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      "  inflating: dataset2/shine66.jpg    \n",
      " extracting: dataset2/shine67.jpg    \n",
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      "  inflating: dataset2/shine7.jpg     \n",
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      "  inflating: dataset2/shine8.jpg     \n",
      "  inflating: dataset2/shine80.jpg    \n",
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      "  inflating: dataset2/sunrise98.jpg  \n",
      "  inflating: dataset2/sunrise99.jpg  \n"
     ]
    }
   ],
   "source": [
    "!unzip dataset2.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4drtyfjtfy-1.zip  dataset2  dataset2.zip\r\n"
     ]
    }
   ],
   "source": [
    "!ls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/mnt/home/pierre/fastbook\n"
     ]
    }
   ],
   "source": [
    "%cd ../.."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Path('/mnt/home/pierre/fastbook/clean/MyImages/dataset2')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "path = Path.cwd()/'clean'\n",
    "path_imgs = path/'MyImages/dataset2'\n",
    "path_imgs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#1125) [Path('/mnt/home/pierre/fastbook/clean/MyImages/dataset2/sunrise200.jpg'),Path('/mnt/home/pierre/fastbook/clean/MyImages/dataset2/cloudy254.jpg'),Path('/mnt/home/pierre/fastbook/clean/MyImages/dataset2/cloudy201.jpg'),Path('/mnt/home/pierre/fastbook/clean/MyImages/dataset2/cloudy175.jpg'),Path('/mnt/home/pierre/fastbook/clean/MyImages/dataset2/cloudy144.jpg'),Path('/mnt/home/pierre/fastbook/clean/MyImages/dataset2/cloudy300.jpg'),Path('/mnt/home/pierre/fastbook/clean/MyImages/dataset2/shine247.jpg'),Path('/mnt/home/pierre/fastbook/clean/MyImages/dataset2/shine49.jpg'),Path('/mnt/home/pierre/fastbook/clean/MyImages/dataset2/shine81.jpg'),Path('/mnt/home/pierre/fastbook/clean/MyImages/dataset2/cloudy46.jpg')...]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path_imgs.ls()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=192x128 at 0x7F25B0742670>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img = PILImage.create(path_imgs.ls()[0])\n",
    "img.to_thumb(192)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Example 2 | Package bing_image_downloader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install bing_image_downloader\n",
    "from bing_image_downloader import downloader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "[!!]Indexing page: 1\n",
      "\n",
      "[%] Indexed 101 Images on Page 1.\n",
      "\n",
      "===============================================\n",
      "\n",
      "[%] Downloading Image #1 from https://greekherald.com.au/wp-content/uploads/2020/01/blog-rain-or-shine.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #2 from https://patch.com/img/cdn20/users/22729282/20200928/072619/styles/patch_image/public/rain-and-shutter___28072559502.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #3 from https://moneymarketing.co.za/wp-content/uploads/2019/12/Heavy-rain-1024x458.jpeg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #4 from https://www.rcinet.ca/eye-on-the-arctic/wp-content/uploads/sites/30/2017/08/rain-expected-in-lapland-as-sun-shines-over-finland-2.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #5 from https://images.fineartamerica.com/images/artworkimages/mediumlarge/2/rain-falling-on-ground-david-de-lossy.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #6 from http://dreamicus.com/data/rain/rain-03.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #7 from https://cdn.motor1.com/images/mgl/82br2/s3/heavy-rain-in-parking-lot.jpg\n",
      "[Error]Invalid image, not saving https://cdn.motor1.com/images/mgl/82br2/s3/heavy-rain-in-parking-lot.jpg\n",
      "\n",
      "[!] Issue getting: https://cdn.motor1.com/images/mgl/82br2/s3/heavy-rain-in-parking-lot.jpg\n",
      "[!] Error:: No active exception to reraise\n",
      "[%] Downloading Image #7 from https://turntable.kagiso.io/images/rain_droplets.width-800.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #8 from https://i.huffpost.com/gen/1444286/thumbs/o-HAWAII-RAIN-570.jpg?6\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #9 from http://weknowyourdreams.com/images/rain/rain-09.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #10 from https://weknowyourdreams.com/images/rain/rain-12.jpg\n",
      "[!] Issue getting: https://weknowyourdreams.com/images/rain/rain-12.jpg\n",
      "[!] Error:: <urlopen error [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: Hostname mismatch, certificate is not valid for 'weknowyourdreams.com'. (_ssl.c:1123)>\n",
      "[%] Downloading Image #10 from http://ipfactly.com/wp-content/uploads/2015/11/rain-drops.jpg?31623f\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #11 from https://www.leirdal.net/blog/uploads/rain1.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #12 from https://cdn.vox-cdn.com/thumbor/_boWm9NGGbr4ApQgLIiAZvhvy4M=/0x0:1000x563/1200x800/filters:focal(420x202:580x362)/cdn.vox-cdn.com/uploads/chorus_image/image/62401018/shutterstock_1070211587.0.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #13 from https://s7d2.scene7.com/is/image/TWCNews/owen_jones_rain_jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #14 from https://www.pixelstalk.net/wp-content/uploads/2016/04/Free-download-rain-wallpaper-HD.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #15 from https://static-24.sinclairstoryline.com/resources/media/03c04bf1-0ce5-4fcd-b9ca-e5afea71556e-large16x9_WebGraphic_GenericRainfall.png?1522229321404\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #16 from https://silviahartmann.com/art/images/rain-window_1.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #17 from https://www.photos-public-domain.com/wp-content/uploads/2010/08/sunny_rain_storm.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #18 from https://photobest1.com/wp-content/uploads/2018/04/rain-wallpaper-1920x1080-hd-08.gif\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #19 from https://geeglenews.com/ct-geeglenews/uploads/2016/05/beautiful-rain-wallpaper-5.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #20 from https://img.elephantjournal.com/wp-content/uploads/2015/07/dancing-in-the-rain.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
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      "[%] Downloading Image #50 from http://sunmodo.com/wp-content/uploads/2015/08/solar-on-cloudy-days.jpg\n",
      "[Error]Invalid image, not saving http://sunmodo.com/wp-content/uploads/2015/08/solar-on-cloudy-days.jpg\n",
      "\n",
      "[!] Issue getting: http://sunmodo.com/wp-content/uploads/2015/08/solar-on-cloudy-days.jpg\n",
      "[!] Error:: No active exception to reraise\n",
      "[%] Downloading Image #50 from https://images.unsplash.com/uploads/14122598319144c6eac10/5f8e7ade?ixlib=rb-1.2.1&amp;ixid=eyJhcHBfaWQiOjEyMDd9&amp;w=1000&amp;q=80\n",
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      "[Error]Invalid image, not saving https://pics.freeartbackgrounds.com/Cloudy_Sky_Background-1520.jpg\n",
      "\n",
      "[!] Issue getting: https://pics.freeartbackgrounds.com/Cloudy_Sky_Background-1520.jpg\n",
      "[!] Error:: No active exception to reraise\n",
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      "[!] Issue getting: https://keysforhealing.com/wp-content/uploads/2014/09/cloudy-day.png\n",
      "[!] Error:: <urlopen error [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: self signed certificate in certificate chain (_ssl.c:1123)>\n",
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      "[!] Issue getting: https://americanshootingjournal.com/wp-content/uploads/2016/12/cloudy-day.jpg\n",
      "[!] Error:: <urlopen error [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: self signed certificate in certificate chain (_ssl.c:1123)>\n",
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      "[!] Issue getting: http://wallpoper.com/images/00/44/28/69/cloudy-sky_00442869.jpg\n",
      "[!] Error:: HTTP Error 403: Forbidden\n",
      "[%] Downloading Image #67 from https://cdn.pixabay.com/photo/2013/09/11/20/45/cloudy-sky-181506_960_720.jpg\n",
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      "[%] Downloading Image #70 from https://images.wallpaperscraft.com/image/clouds_evening_cloudy_126946_1280x720.jpg\n",
      "[Error]Invalid image, not saving https://images.wallpaperscraft.com/image/clouds_evening_cloudy_126946_1280x720.jpg\n",
      "\n",
      "[!] Issue getting: https://images.wallpaperscraft.com/image/clouds_evening_cloudy_126946_1280x720.jpg\n",
      "[!] Error:: No active exception to reraise\n",
      "[%] Downloading Image #70 from http://images.unsplash.com/photo-1527708676371-14f9a9503c95?ixlib=rb-1.2.1&amp;q=80&amp;fm=jpg&amp;crop=entropy&amp;cs=tinysrgb&amp;w=1080&amp;fit=max&amp;ixid=eyJhcHBfaWQiOjEyMDd9\n",
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      "[%] Downloading Image #84 from https://i.cbc.ca/1.3607286.1512077500!/fileImage/httpImage/image.jpg_gen/derivatives/16x9_780/kitchener-rain-clouds-2.jpg\n",
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      "[%] Downloading Image #88 from https://images.wallpaperscraft.com/image/clouds_cloudy_horizon_123783_3840x2160.jpg\n",
      "[Error]Invalid image, not saving https://images.wallpaperscraft.com/image/clouds_cloudy_horizon_123783_3840x2160.jpg\n",
      "\n",
      "[!] Issue getting: https://images.wallpaperscraft.com/image/clouds_cloudy_horizon_123783_3840x2160.jpg\n",
      "[!] Error:: No active exception to reraise\n",
      "[%] Downloading Image #88 from https://cdn.hinative.com/attached_images/234895/8cc214e735a20b2541cf1a365127f1f340ea32cd/large.jpeg?1516588136\n",
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      "[%] Downloading Image #94 from https://wallpapertag.com/wallpaper/full/b/e/b/152188-cloudy-background-1920x1080-computer.jpg\n",
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      "[%] Downloading Image #98 from https://www.portugalresident.com/wp-content/uploads/2014/10/a-cloudy-day-lisa-plymell.jpg\n",
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      "[%] Downloading Image #99 from https://wallpapertag.com/wallpaper/full/f/b/0/913035-cloudy-wallpaper-1080x1920-mobile.jpg\n",
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      "[%] Downloading Image #100 from https://nigeriandiary.com/wp-content/uploads/2018/11/sunny_cloudy_weather-1.png\n",
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      "[%] Done. Downloaded 100 images.\n",
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      "[!!]Indexing page: 1\n",
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      "[%] Downloading Image #1 from https://brianlauritzen.files.wordpress.com/2015/08/mountain-sunrise-background-wallpaper-1.jpg\n",
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      "[%] Downloading Image #2 from http://2.bp.blogspot.com/-ADJQAlRnvyA/UOyVMKMn4GI/AAAAAAAAAVI/AiXLmGpTdDs/s1600/Sunrise+Beautiful+HD+Wallpaper+2013+01.jpg\n",
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      "[%] Downloading Image #4 from https://wallpapertag.com/wallpaper/full/5/7/8/617661-gorgerous-sunrise-wallpaper-desktop-1920x1080-samsung.jpg\n",
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      "[%] Downloading Image #14 from https://wallpaperboat.com/wp-content/uploads/2020/05/18/42187/sunrise-08.jpg\n",
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      "[%] Downloading Image #17 from http://static-15.sinclairstoryline.com/resources/media/a1cf5a47-d26a-4c69-a5cd-2eff108e3083-large16x9_sunrise_031318_01.jpg?1520968925196\n",
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      "[%] Downloading Image #19 from https://www.flitemedia.com/wp-content/uploads/2015/06/sunrise1.jpg\n",
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      "[%] Downloading Image #20 from https://shannonhartigan.com.au/wp-content/uploads/2019/02/Merewether-Baths-Sunrise-ii.jpg\n",
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      "[%] Downloading Image #21 from https://images.wallpapersden.com/image/download/sunrise-reflection-on-river_66467_2400x1600.jpg\n",
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      "[%] Downloading Image #22 from http://www.getolympus.com/media/wysiwyg/cms_pages/sunrise/sunset_header.jpg\n",
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      "[%] Downloading Image #23 from https://www.voubs.bg/original/photo/c61/Sunrise+on+the+beach_09f2afeb5cdbedb1155d316f595e56e8.jpg\n",
      "[!] Issue getting: https://www.voubs.bg/original/photo/c61/Sunrise+on+the+beach_09f2afeb5cdbedb1155d316f595e56e8.jpg\n",
      "[!] Error:: IncompleteRead(1310408 bytes read, 770884 more expected)\n",
      "[%] Downloading Image #23 from http://soul-amp.com/pics/pics_to_post_coldest_day_in_Milwaukee_so_far_2009_Lake_Ice_Sunrise/Sunrise_on_Lake_Michigan_in_Milwaukee_coldest_day_ice_steam_Jan_16_2009_7__soul-amp.jpg\n",
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      "[!!]Indexing page: 1\n",
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      "[%] Downloading Image #1 from https://simpleleadershipblog.files.wordpress.com/2013/03/light_shine_line_lights_15471_1920x1200.jpg\n",
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      "[Error]Invalid image, not saving https://www.yfwc.org/images/articles/web35.jpg\n",
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      "[%] Downloading Image #33 from https://images.wallpaperscraft.com/image/glare_shine_circles_127831_3840x2400.jpg\n",
      "[Error]Invalid image, not saving https://images.wallpaperscraft.com/image/glare_shine_circles_127831_3840x2400.jpg\n",
      "\n",
      "[!] Issue getting: https://images.wallpaperscraft.com/image/glare_shine_circles_127831_3840x2400.jpg\n",
      "[!] Error:: No active exception to reraise\n",
      "[%] Downloading Image #33 from https://blog.gaadikey.com/wp-content/uploads/2019/02/2019-Honda-Shine-Drum-CBS-Photo-2-800x570.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #34 from https://bikeadvice.in/wp-content/uploads/2015/11/Honda-Shine-SP-Pics-2.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #35 from https://www.drivespark.com/bikes-photos/modelsoverview/600x450/12/honda-cb-shinesp-review-design-and-style.jpg/3/\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #36 from https://ic1.maxabout.us/autos/tw_india/N/2020/6/new-honda-shine-125.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #37 from https://motoroctane.com/wp-content/uploads/2020/01/CB-shine-BS6.jpg\n",
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      "\n",
      "[%] Downloading Image #38 from https://autoportal.com/img/models/b0/d/14.png\n",
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      "\n",
      "[%] Downloading Image #39 from https://bikeadvice.in/wp-content/uploads/2017/02/2017-Shine-SP-BS4-Pics-black.jpg\n",
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      "\n",
      "[%] Downloading Image #40 from https://images.news18.com/static-guju/uploads/2020/02/New-Honda-Shine-3.jpg\n",
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      "\n",
      "[%] Downloading Image #41 from https://gaadiwaadi.com/wp-content/uploads/2019/05/honda-cb-shine-limited-edition-1.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #42 from https://st1.bgr.in/wp-content/uploads/2017/05/honda-shine-image.jpg\n",
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      "\n",
      "[%] Downloading Image #43 from https://bd.gaadicdn.com/processedimages/honda/honda-cb-shine-sp/source/m_shine-sp_11539695747.jpg?tr=w-360,e-sharpen\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #44 from https://i.ytimg.com/vi/nTIGVIcHsFE/maxresdefault.jpg\n",
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      "\n",
      "[%] Downloading Image #45 from https://www.worldpulse.com/sites/default/files/post/35906/89629/post_cover_image/d73c0228231f2520eece2fc80e6b7ef5/static1.squarespace.com_.png\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #46 from https://i.ytimg.com/vi/LrLHhp7nl9w/maxresdefault.jpg\n",
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      "\n",
      "[%] Downloading Image #47 from http://cdn.shopify.com/s/files/1/1115/2926/products/shine_shine_shine_lipgloss_01_closed.png?v=1559565731\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #48 from https://0.soompi.io/wp-content/uploads/sites/8/2018/11/11225134/PENTAGON.jpeg?s=900x600&amp;e=t\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #49 from https://wallpapercave.com/wp/wp3963003.jpg\n",
      "[Error]Invalid image, not saving https://wallpapercave.com/wp/wp3963003.jpg\n",
      "\n",
      "[!] Issue getting: https://wallpapercave.com/wp/wp3963003.jpg\n",
      "[!] Error:: No active exception to reraise\n",
      "[%] Downloading Image #49 from https://www.movieberry.com/static/photos/23045/33_midi.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #50 from https://smedia2.intoday.in/indiatoday/images/stories/2015November/honda-cb-shine-sp-2_112315052601.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #51 from https://blackdot3.com/wp-content/uploads/2017/06/shine.gif\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #52 from https://www.bing.com/th/id/OGC.399667230b0887d4cf16ec696403a335?pid=1.7&amp;rurl=https%3a%2f%2fblackdot3.com%2fwp-content%2fuploads%2f2017%2f06%2fshine.gif&amp;ehk=WrswOHEubj9JZpeQEY0QwVh0E7IBxkZMoKQ%2b6Xqwnjc%3d\n",
      "[!] Issue getting: https://www.bing.com/th/id/OGC.399667230b0887d4cf16ec696403a335?pid=1.7&amp;rurl=https%3a%2f%2fblackdot3.com%2fwp-content%2fuploads%2f2017%2f06%2fshine.gif&amp;ehk=WrswOHEubj9JZpeQEY0QwVh0E7IBxkZMoKQ%2b6Xqwnjc%3d\n",
      "[!] Error:: HTTP Error 404: Not Found\n",
      "[%] Downloading Image #52 from https://news.maxabout.com/wp-content/uploads/2018/05/Honda-CB-Shine-Cybertron-7.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #53 from https://vignette.wikia.nocookie.net/logopedia/images/4/42/Shine_Pictures_logo.jpg/revision/latest?cb=20150906202052\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #54 from https://i.ytimg.com/vi/czh1G15kUns/maxresdefault.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #55 from https://saltaxenon.com.ar/wp-content/uploads/2020/06/toxic-shine-gel-shine-D_NQ_NP_753169-MLA31036560957_062019-F.jpg\n",
      "[!] Issue getting: https://saltaxenon.com.ar/wp-content/uploads/2020/06/toxic-shine-gel-shine-D_NQ_NP_753169-MLA31036560957_062019-F.jpg\n",
      "[!] Error:: <urlopen error [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1123)>\n",
      "[%] Downloading Image #55 from https://media.istockphoto.com/vectors/shine-background-black-abstract-elegant-shining-bokeh-concept-vector-id874122638?k=6&amp;m=874122638&amp;s=170667a&amp;w=0&amp;h=qVZBO2xpKxoBuZaCtn7cMo5artmBxPCBKMkAgWDNFSY=\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #56 from http://www.pngall.com/wp-content/uploads/2017/05/Shine-PNG-Pic.png\n",
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      "\n",
      "[%] Downloading Image #57 from https://cdn.wallpapersafari.com/37/35/SPIKbU.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #58 from https://www.bikes4sale.in/pictures/default/honda-shine/honda-shine-pic-3.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #59 from https://i.ytimg.com/vi/TI2YnRvNThQ/maxresdefault.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #60 from https://compare.pricesofindia.com/src/wallpapers/honda/honda-cb-shine/cb-shine-wallpaper-2.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #61 from https://www.meguiars.com/sites/default/files/images/G12024_HotShine_TireSpray_10x10.png\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #62 from https://i.ytimg.com/vi/3T18u5-lDW4/maxresdefault.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #63 from http://cdn130.picsart.com/254178802019212.png\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #64 from https://images.wallpaperscraft.com/image/sphere_flash_shine_144668_2560x1600.jpg\n",
      "[Error]Invalid image, not saving https://images.wallpaperscraft.com/image/sphere_flash_shine_144668_2560x1600.jpg\n",
      "\n",
      "[!] Issue getting: https://images.wallpaperscraft.com/image/sphere_flash_shine_144668_2560x1600.jpg\n",
      "[!] Error:: No active exception to reraise\n",
      "[%] Downloading Image #64 from https://www.bikes4sale.in/pictures/default/honda-cb-shine-sp/honda-cb-shine-sp-pic-4.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #65 from https://cdni.autocarindia.com/ExtraImages/20140425024622_honda_shine.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #66 from https://www.pixel4k.com/wp-content/uploads/2018/10/rays-colorful-sun-bright-shine-4k_1539370342.jpg\n",
      "[Error]Invalid image, not saving https://www.pixel4k.com/wp-content/uploads/2018/10/rays-colorful-sun-bright-shine-4k_1539370342.jpg\n",
      "\n",
      "[!] Issue getting: https://www.pixel4k.com/wp-content/uploads/2018/10/rays-colorful-sun-bright-shine-4k_1539370342.jpg\n",
      "[!] Error:: No active exception to reraise\n",
      "[%] Downloading Image #66 from https://clipartart.com/images/shine-light-effect-clipart-4.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #67 from https://img.discogs.com/7GSdqpFEhNwSAjAvwzBE9cxHyOA=/fit-in/482x500/filters:strip_icc():format(jpeg):mode_rgb():quality(90)/discogs-images/R-798108-1297965914.jpeg.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #68 from https://i.ytimg.com/vi/QQ4XR2YwdTY/maxresdefault.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #69 from https://bd.gaadicdn.com/processedimages/honda/shine-bs6/source/shine-bs65e53b6ef4306f.jpg?tr=w-439,e-sharpen\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #70 from https://cdn11.bigcommerce.com/s-ah05h/images/stencil/1024x1024/products/8269/14024/ampro-shine-n-jam-gel-extra-8oz__71179.1548799392.jpg?c=2\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #71 from https://i.ytimg.com/vi/DfocWHS5SCc/maxresdefault.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #72 from https://www.speakersinc.co.za/wp-content/uploads/2014/11/Shine_4.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #73 from https://bharathautos.com/wp-content/uploads/2015/11/honda-cb-shine-sp-left-side-view.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #74 from http://i.ndtvimg.com/i/2017-02/2017-honda-cb-shine-sp_827x510_51487683815.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #75 from https://i.ytimg.com/vi/DgBmjMhGxFY/hqdefault.jpg\n",
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      "\n",
      "[%] Downloading Image #76 from https://cdn.vox-cdn.com/thumbor/L1WfyqlTzWsc3ojpvMBNI_rC3X0=/0x0:500x773/1200x800/filters:focal(201x213:281x293)/cdn.vox-cdn.com/uploads/chorus_image/image/61246133/SHINE53_092018_EVENT_poster_LQ.0.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #77 from https://logos.flamingtext.com/Name-Logos/Shine-design-girls-name.png\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #78 from https://gaadiwaadi.com/wp-content/uploads/2019/11/BS6-Honda-CB-Shine-125-Launched-1021x574.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #79 from https://compare.pricesofindia.com/src/news/2020/02/24/Honda-Shine-125-BS6-Launched-Available-Colors-PricesOfIndia.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #80 from https://www.accountingweb.com/sites/default/files/shiny_diamonds_w6.jpg\n",
      "[!] Issue getting: https://www.accountingweb.com/sites/default/files/shiny_diamonds_w6.jpg\n",
      "[!] Error:: HTTP Error 403: Forbidden\n",
      "[%] Downloading Image #80 from https://www.sunsilk.pk/content/dam/unilever/sunsilk/pakistan/pack_shot/front/hair_care/wash_and_care/sunsilk_conditioner_black_shine/sunsilk_cd_black_shine_180_fop-888204-png.png\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #81 from https://www.udiscovermusic.jp/wp-content/uploads/2019/01/Bryan-Adams-Shine-A-Light-Album-Cover-Web-optimised-820.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #82 from https://www.quia.com/files/quia/users/second2ndlanguage/shine.JPG\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #83 from https://autoportal.com/img/news/15590/gallery/crop/2639f080264f80734516458fe4322264.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #84 from http://kremwerk.strangertickets.com/imager/b/original/39356389/9096/shine_fb.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #85 from http://loversofmoto.com/wp-content/uploads/2019/02/Honda-CB125-Shine-SP-2017-1.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #86 from https://i.ytimg.com/vi/7y0gdTBjnps/maxresdefault.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #87 from https://yt3.ggpht.com/a/AGF-l79Sx8TrbDz2SU3nZ4FX8e0NiYo6WzAC7Av27A=s900-c-k-c0xffffffff-no-rj-mo\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #88 from http://www.pngall.com/wp-content/uploads/2017/05/Shine-PNG-File-180x180.png\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #89 from http://4.bp.blogspot.com/-lDMF199zUfE/UmLCbRw37QI/AAAAAAAACno/lbAjnp0HsHk/s1600/let+your+light+shine+with+watermark.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #90 from https://vignette.wikia.nocookie.net/international-entertainment-project/images/d/d2/Shine_%28Shimmer_and_Shine%29.png/revision/latest?cb=20181016122122\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #91 from https://vignette.wikia.nocookie.net/happytv/images/5/58/Cast_happy_sonnyshine.jpg/revision/latest?cb=20200330002135\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #92 from https://resizing.flixster.com/luHzqM-9KNoyFWFtxMuSWJ8t-Gc=/206x305/v1.bTsxMTI5MDIzNztqOzE4MzEwOzEyMDA7MTUzNjsyMDQ4\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #93 from https://upload.wikimedia.org/wikipedia/en/f/f9/Born_to_Shine_logo.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "\n",
      "\n",
      "[!!]Indexing page: 2\n",
      "\n",
      "[%] Indexed 35 Images on Page 2.\n",
      "\n",
      "===============================================\n",
      "\n",
      "[%] Downloading Image #94 from https://pnommensen.com/images/shine-15.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #95 from https://freedesignfile.com/upload/2013/10/shine-background-3.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #96 from http://theswirlworld.com/wp-content/uploads/2013/01/SHINE.png\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #97 from https://image.freepik.com/free-vector/blue-shine-dark-background_48799-498.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #98 from https://cdn4.vectorstock.com/i/1000x1000/67/33/transparent-shine-effect-vector-8246733.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #99 from http://www.baltana.com/files/wallpapers-3/Shine-Background-Wallpaper-09688.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "[%] Downloading Image #100 from https://freedesignfile.com/upload/2013/10/shine-background-4.jpg\n",
      "[%] File Downloaded !\n",
      "\n",
      "\n",
      "\n",
      "[%] Done. Downloaded 100 images.\n",
      "\n",
      "===============================================\n",
      "\n"
     ]
    }
   ],
   "source": [
    "query_string = [\"rain\",\"cloudy\",\"sunrise\",\"shine\"]\n",
    "for qs in query_string:\n",
    "    downloader.download(qs, limit=100,  output_dir='MyImages/weatherBing', adult_filter_off=True, force_replace=False, timeout=60)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Example 3 | kaggle"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- source: https://github.com/Kaggle/kaggle-api\n",
    "- notebook 9: https://github.com/fastai/fastbook/blob/master/09_tabular.ipynb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Define label function "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# def is_cat(x): return x[0].isupper()\n",
    "\n",
    "def is_category(x): \n",
    "    if 'cloudy' in x: return 'cloudy'\n",
    "    elif 'rain' in x: return 'rain'\n",
    "    elif 'shine' in x: return 'shine'\n",
    "    elif 'sunrise' in x: return 'sunrise'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Path('/mnt/home/pierre/fastbook/clean/MyImages/dataset2/sunrise200.jpg'),\n",
       " 'sunrise')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path_imgs.ls()[0],is_category(str(path_imgs.ls()[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Define outputs folder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Path('/mnt/home/pierre/fastbook/clean/outputs')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create path to save outputs\n",
    "path_outputs = path/'outputs'\n",
    "path_outputs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Define dataloaders (training + validation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds = [(1,2),(2,3),(3,4),(4,5)]\n",
    "dl = DataLoader(ds, bs=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(1, 2), (2, 3), (3, 4), (4, 5)]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dl.dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Option 1 | Factory method"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- ImageDataLoaders: https://docs.fast.ai/vision.data.html#ImageDataLoaders\n",
    "- ImageDataLoaders.from_name_func: https://docs.fast.ai/vision.data.html#ImageDataLoaders.from_name_func "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "dls = ImageDataLoaders.from_name_func(\n",
    "    path_outputs, \n",
    "    get_image_files(path_imgs), \n",
    "    valid_pct=0.2, seed=42,\n",
    "    label_func=is_category, \n",
    "    item_tfms=Resize(224)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['cloudy', 'rain', 'shine', 'sunrise']"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dls.vocab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dls.train.show_batch(max_n=4, nrows=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dls.valid.show_batch(max_n=4, nrows=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Option 2 | DataBlock"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- DataBlock: https://docs.fast.ai/tutorial.datablock.html\n",
    "- Data Augmentation: https://docs.fast.ai/vision.augment.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The way we usually build the data block in one go is by answering a list of questions:\n",
    "\n",
    "- what is the types of your inputs/targets? Here images and categories\n",
    "- where is your data? Here in filenames in subfolders\n",
    "- does something need to be applied to inputs? Here no\n",
    "- does something need to be applied to the target? Here the label_func function\n",
    "- how to split the data? Here randomly\n",
    "- do we need to apply something on formed items? Here a resize\n",
    "- do we need to apply something on formed batches? Here no"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# def is_cat(x): return x[0].isupper()\n",
    "\n",
    "def is_category(x): \n",
    "    x = x.name\n",
    "    if 'cloudy' in x: return 'cloudy'\n",
    "    elif 'rain' in x: return 'rain'\n",
    "    elif 'shine' in x: return 'shine'\n",
    "    elif 'sunrise' in x: return 'sunrise'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "# dls = ImageDataLoaders.from_name_func(\n",
    "#     path_outputs, \n",
    "#     get_image_files(path_imgs), \n",
    "#     valid_pct=0.2, seed=42,\n",
    "#     label_func=is_category, \n",
    "#     item_tfms=Resize(224)\n",
    "# )\n",
    "\n",
    "dblock = DataBlock(\n",
    "    blocks=(ImageBlock, CategoryBlock),\n",
    "    get_items=get_image_files,\n",
    "    splitter=RandomSplitter(valid_pct=0.2, seed=42),\n",
    "    get_y=is_category,\n",
    "    item_tfms=Resize(224))\n",
    "\n",
    "dls = dblock.dataloaders(source=path_imgs, path=path_outputs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dls.train.show_batch(max_n=4, nrows=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dls.valid.show_batch(max_n=4, nrows=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6. Define learner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn = cnn_learner(dls, resnet34, metrics=error_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Path('/mnt/home/pierre/fastbook/clean/outputs')"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learn.path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 7. Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.312081</td>\n",
       "      <td>0.352858</td>\n",
       "      <td>0.128889</td>\n",
       "      <td>00:10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.243597</td>\n",
       "      <td>0.345533</td>\n",
       "      <td>0.128889</td>\n",
       "      <td>00:12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fine_tune(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "interp = ClassificationInterpretation.from_learner(learn)\n",
    "interp.plot_confusion_matrix()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "interp.plot_top_losses(5, nrows=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Path('/mnt/home/pierre/fastbook/clean/outputs/models/weather1.pth')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learn.save(\"weather1\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Option 1\n",
    "# Get any image from yoru computer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "uploader = widgets.FileUpload()\n",
    "uploader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=192x108 at 0x7F240465D550>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Option 2\n",
    "# For the book, we can't actually click an upload button, so we fake it\n",
    "uploader = SimpleNamespace(data = ['images/weather.jpg'])\n",
    "img = PILImage.create('images/weather.jpg')\n",
    "img.to_thumb(192)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Categogy: rain.\n",
      "Probability: 0.998556\n"
     ]
    }
   ],
   "source": [
    "img = PILImage.create(uploader.data[0])\n",
    "is_cat,_,probs = learn.predict(img)\n",
    "print(f\"Categogy: {is_cat}.\")\n",
    "print(f\"Probability: {probs[torch.argmax(probs).item()]:.6f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Annex 1 | Learning Rate"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- LR Finder: https://docs.fast.ai/callback.schedule.html#LRFinder\n",
    "- https://stackoverflow.com/questions/61172627/choosing-the-learning-rate-using-fastais-learn-lr-find"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn = cnn_learner(dls, resnet34, metrics=error_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.001"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learn.lr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "SuggestedLRs(lr_min=0.025118863582611083, lr_steep=0.0008317637839354575)"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.lr_find()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.003"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learn.lr = 3e-3\n",
    "learn.lr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.373047</td>\n",
       "      <td>0.492252</td>\n",
       "      <td>0.182222</td>\n",
       "      <td>00:05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.217504</td>\n",
       "      <td>0.663303</td>\n",
       "      <td>0.213333</td>\n",
       "      <td>00:05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fine_tune(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.recorder.plot_sched()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Annex 2 | Number of training/validation steps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# training\n",
    "int(len(learn.dls.train_ds) / learn.dls.train.bs) + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# validation\n",
    "int(len(learn.dls.valid_ds) / learn.dls.valid.bs) + 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Annex 3 | Overfitting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn = cnn_learner(dls, resnet34, metrics=[error_rate,accuracy])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.lr = 1e-2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.371162</td>\n",
       "      <td>0.551153</td>\n",
       "      <td>0.186667</td>\n",
       "      <td>0.813333</td>\n",
       "      <td>00:05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.238954</td>\n",
       "      <td>0.476436</td>\n",
       "      <td>0.173333</td>\n",
       "      <td>0.826667</td>\n",
       "      <td>00:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.163191</td>\n",
       "      <td>0.523800</td>\n",
       "      <td>0.164444</td>\n",
       "      <td>0.835556</td>\n",
       "      <td>00:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.110377</td>\n",
       "      <td>0.587839</td>\n",
       "      <td>0.177778</td>\n",
       "      <td>0.822222</td>\n",
       "      <td>00:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.082552</td>\n",
       "      <td>0.577200</td>\n",
       "      <td>0.173333</td>\n",
       "      <td>0.826667</td>\n",
       "      <td>00:05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = learn.fine_tune(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [],
   "source": [
    "# source: https://forums.fast.ai/t/plotting-metrics-after-learning/69937/3\n",
    "from fastai.imports import *\n",
    "from fastai.torch_core import *\n",
    "from fastai.learner import *\n",
    "    \n",
    "@patch\n",
    "@delegates(subplots)\n",
    "def plot_metrics(self: Recorder, nrows=None, ncols=None, figsize=None, **kwargs):\n",
    "    metrics = np.stack(self.values)\n",
    "    names = self.metric_names[1:-1]\n",
    "    n = len(names) - 1\n",
    "    if nrows is None and ncols is None:\n",
    "        nrows = int(math.sqrt(n))\n",
    "        ncols = int(np.ceil(n / nrows))\n",
    "    elif nrows is None: nrows = int(np.ceil(n / ncols))\n",
    "    elif ncols is None: ncols = int(np.ceil(n / nrows))\n",
    "    figsize = figsize or (ncols * 6, nrows * 4)\n",
    "    fig, axs = subplots(nrows, ncols, figsize=figsize, **kwargs)\n",
    "    axs = [ax if i < n else ax.set_axis_off() for i, ax in enumerate(axs.flatten())][:n]\n",
    "    for i, (name, ax) in enumerate(zip(names, [axs[0]] + axs)):\n",
    "        ax.plot(metrics[:, i], color='#1f77b4' if i == 0 else '#ff7f0e', label='valid' if i > 0 else 'train')\n",
    "        ax.set_title(name if i > 1 else 'losses')\n",
    "        ax.legend(loc='best')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.recorder.plot_metrics()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "jupytext": {
   "split_at_heading": true
  },
  "kernelspec": {
   "display_name": "fastai2",
   "language": "python",
   "name": "fastai2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}