{"action":"created","comment":{"url":"https://api.github.com/repos/JolteonTeam/MarioBrosAI/pulls/comments/245201095","pull_request_review_id":189260179,"id":245201095,"node_id":"MDI0OlB1bGxSZXF1ZXN0UmV2aWV3Q29tbWVudDI0NTIwMTA5NQ==","diff_hunk":"@@ -0,0 +1,96 @@\n+from __future__ import print_function, division\n+import imgaug as ia\n+from imgaug import augmenters as iaa\n+import numpy as np\n+from scipy import ndimage, misc\n+from skimage import data\n+import matplotlib.pyplot as plt\n+import six.moves as sm\n+import re\n+import os\n+from collections import defaultdict\n+import PIL.Image\n+try:\n+    from cStringIO import StringIO as BytesIO\n+except ImportError:\n+    from io import BytesIO\n+\n+np.random.seed(44)\n+ia.seed(44)\n+\n+def main():\n+    for i in range(1, 147):\n+        draw_single_sequential_images(str(i), \"no-hits\", \"no-hits-aug\")\n+    for i in range(1, 243):\n+        draw_single_sequential_images(str(i), \"hits\", \"hits-aug\")\n+    for i in range(1, 189):\n+        draw_single_sequential_images(str(i), \"kicks\", \"kicks-aug\")\n+\n+def draw_single_sequential_images(filename, path, aug_path):\n+    ia.seed(44)\n+\n+    image = misc.imresize(ndimage.imread(path + \"/\" + filename + \".jpg\"), (56, 100))\n+\n+    sometimes = lambda aug: iaa.Sometimes(0.5, aug)\n+    seq = iaa.Sequential(\n+        [\n+            # apply the following augmenters to most images\n+            # crop images by -5% to 5% of their height/width\n+            sometimes(iaa.CropAndPad(\n+                percent=(-0.05, 0.05),\n+                pad_mode=ia.ALL,\n+                pad_cval=(0, 255)\n+            )),\n+            sometimes(iaa.Affine(\n+                scale={\"x\": (0.8, 1.2), \"y\": (0.8, 1.2)}, # scale images to 80-120% of their size, individually per axis\n+                translate_percent={\"x\": (-0.1, 0.1), \"y\": (-0.1, 0.1)}, # translate by -20 to +20 percent (per axis)\n+                rotate=(-5, 5),\n+                shear=(-5, 5), # shear by -16 to +16 degrees\n+                order=[0, 1], # use nearest neighbour or bilinear interpolation (fast)\n+                cval=(0, 255), # if mode is constant, use a cval between 0 and 255\n+                mode=ia.ALL # use any of scikit-image's warping modes (see 2nd image from the top for examples)\n+            )),\n+            iaa.Grayscale(alpha=(0.0, 1.0)),\n+            iaa.Invert(0.05, per_channel=False), # invert color channels\n+            # execute 0 to 5 of the following (less important) augmenters per image\n+            # don't execute all of them, as that would often be way too strong\n+            iaa.SomeOf((0, 5),\n+                [\n+                    iaa.OneOf([\n+                        iaa.GaussianBlur((0, 2.0)), # blur images with a sigma between 0 and 3.0\n+                        iaa.AverageBlur(k=(2, 5)), # blur image using local means with kernel sizes between 2 and 5\n+                        iaa.MedianBlur(k=(3, 5)), # blur image using local 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Issue found: [Consider using enumerate instead of iterating with range and len](https://app.codacy.com/app/JolteonTeam/MarioBrosAI/pullRequest?prid=2812300)","created_at":"2019-01-04T04:21:45Z","updated_at":"2019-01-04T04:21:45Z","html_url":"https://github.com/JolteonTeam/MarioBrosAI/pull/3#discussion_r245201095","pull_request_url":"https://api.github.com/repos/JolteonTeam/MarioBrosAI/pulls/3","author_association":"NONE","_links":{"self":{"href":"https://api.github.com/repos/JolteonTeam/MarioBrosAI/pulls/comments/245201095"},"html":{"href":"https://github.com/JolteonTeam/MarioBrosAI/pull/3#discussion_r245201095"},"pull_request":{"href":"https://api.github.com/repos/JolteonTeam/MarioBrosAI/pulls/3"}}},"pull_request":{"url":"https://api.github.com/repos/JolteonTeam/MarioBrosAI/pulls/3","id":241376017,"node_id":"MDExOlB1bGxSZXF1ZXN0MjQxMzc2MDE3","html_url":"https://github.com/JolteonTeam/MarioBrosAI/pull/3","diff_url":"https://github.com/JolteonTeam/MarioBrosAI/pull/3.diff","patch_url":"https://github.com/JolteonTeam/MarioBrosAI/pull/3.patch","issue_url":"https://api.github.com/repos/JolteonTeam/MarioBrosAI/issues/3","number":3,"state":"open","locked":false,"title":"WIP 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