diff --git a/documents/Spare_it_EDA.ipynb b/documents/Spare_it_EDA.ipynb index 2337aaf..b26cc07 100644 --- a/documents/Spare_it_EDA.ipynb +++ b/documents/Spare_it_EDA.ipynb @@ -40,15 +40,15 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "outputId": "66cfd96d-3d5a-47fd-cd8c-206910738783" + "outputId": "e83e58d3-deab-443d-88ba-ae95cfa123b4" }, - "execution_count": 1, + "execution_count": 5, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ - "Mounted at /content/drive\n" + "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n" ] } ] @@ -56,6 +56,11 @@ { "cell_type": "code", "source": [ + "'''\n", + "You will have to star the DS 549 Spare-it directory for below code to run.\n", + "Do this by going to shared spark folder and star the file. Then, you should be\n", + "able to access from your own drive.\n", + "'''\n", "folder_path = '/content/drive/MyDrive/DS 549 Spare-it/Spare-it Images/bu/'\n", "\n", "# get all list of files in the path\n", @@ -80,9 +85,9 @@ "base_uri": "https://localhost:8080/" }, "id": "khF6poLaqgeT", - "outputId": "8ee7d5f3-6c13-46dc-bb4c-da48d14a89ed" + "outputId": "70f25b22-37b8-46eb-b0bd-99e4095174cc" }, - "execution_count": 7, + "execution_count": 6, "outputs": [ { "output_type": "stream", @@ -219,9 +224,9 @@ "base_uri": "https://localhost:8080/" }, "id": "ao0jANaptqdy", - "outputId": "25114a50-595a-489e-a0bc-68d7adf728c7" + "outputId": "eff4d5be-13dc-4376-aecb-a864be178b01" }, - "execution_count": 8, + "execution_count": 7, "outputs": [ { "output_type": "stream", @@ -265,7 +270,7 @@ "metadata": { "id": "SnVQWjRozelT" }, - "execution_count": 9, + "execution_count": 8, "outputs": [] }, { @@ -291,14 +296,14 @@ "plt.show()" ], "metadata": { + "id": "lMUhTdq55Iwy", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, - "id": "lMUhTdq55Iwy", - "outputId": "1f8f05f2-4b32-4679-b1a9-bef7688920f3" + "outputId": "328c722b-345c-4104-ddec-56504dfabe09" }, - "execution_count": 17, + "execution_count": 9, "outputs": [ { "output_type": "display_data", @@ -312,10 +317,51 @@ } ] }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(10, 16))\n", + "bars = plt.barh(sorted_category_names, sorted_counts)\n", + "\n", + "plt.xlabel('Count')\n", + "plt.ylabel('Category')\n", + "plt.title('Count of Items by Category (Log Scale)')\n", + "plt.tight_layout()\n", + "\n", + "plt.xscale('log')\n", + "\n", + "for tick_label, count in zip(plt.gca().get_yticklabels(), sorted_counts):\n", + " if count == 0:\n", + " tick_label.set_color('red')\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "JtjhQE5GT6Zo", + "outputId": "17ddcc1b-c7d6-49fb-8b23-6ee3616b905b" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, { "cell_type": "markdown", "source": [ - "Here, we have simply drawn out the histogram for each category on the list. Also, we have shown items on the y-axis in red that have 0 occurrences.\n", + "Here, we have simply drawn out the histograms for each category on the list. We have drawn the graph in log scale to lower the huge gap between some items for the second histogram. Also, we have shown items on the y-axis in red that have 0 occurrences.\n", "\n", "The predominance of items such as \"Paper Towel/Napkins/Tissue,\" \"Snack or Candy Bag or Wrapper,\" and \"Other Clean Paper\" indicates that there is class imbalance in our categories. We can try to overcome this by class weighting, over-sampling, under-sampling, etc. However, for those with 0 occurrences, we can't do much about them." ], @@ -336,9 +382,9 @@ "base_uri": "https://localhost:8080/" }, "id": "-Yu0x9nr5SaT", - "outputId": "4549a6c1-c90e-4148-af58-18780fa333da" + "outputId": "24c3c5c8-514a-487a-c041-dc552437fcae" }, - "execution_count": 18, + "execution_count": 11, "outputs": [ { "output_type": "stream", @@ -484,7 +530,7 @@ "metadata": { "id": "sVKeOMhgwtTq" }, - "execution_count": 20, + "execution_count": 12, "outputs": [] }, { @@ -513,12 +559,12 @@ "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 707 + "height": 705 }, "id": "thD7lxj_w_Xr", - "outputId": "741e2cb1-73ea-4941-c869-92b005aa4aa8" + "outputId": "341529e5-c461-4fae-fcc7-820cf9fa4ffe" }, - "execution_count": 29, + "execution_count": 13, "outputs": [ { "output_type": "display_data", @@ -541,6 +587,65 @@ "id": "HMl-31p9ycLN" } }, + { + "cell_type": "code", + "source": [ + "'''\n", + "We will not have sample images shown below. As Spare-it doesn't want the images\n", + "to be shared, anyone working on this project should not show the image in public\n", + "as it is Spare-it's asset.\n", + "'''\n", + "from PIL import Image\n", + "\n", + "# make sure to match the json file and image file\n", + "# this will work as json files are named same as the image files\n", + "json_files.sort()\n", + "image_files.sort()\n", + "\n", + "def display_images_with_counts(start_index, end_index):\n", + " for i in range(start_index, end_index):\n", + " image_path = os.path.join(folder_path, image_files[i])\n", + " annotation_path = os.path.join(folder_path, json_files[i])\n", + "\n", + " # count the category for each image\n", + " category_counts = {category['name']: 0 for category in categories}\n", + " with open(annotation_path, 'r') as file:\n", + " data = json.load(file)\n", + " for annotation in data['annotations']:\n", + " for category in categories:\n", + " if category['id'] == annotation['category_id']:\n", + " category_counts[category['name']] += 1\n", + " break\n", + "\n", + " # get strings only for categories with higher count than 0\n", + " counts_str = \", \".join([f\"{name}: {count}\" for name, count in category_counts.items() if count > 0])\n", + "\n", + " # display the image and count of items\n", + " img = Image.open(image_path)\n", + " plt.figure(figsize=(10, 8))\n", + " plt.imshow(img)\n", + " plt.axis('off')\n", + " plt.title(counts_str)\n", + " plt.show()\n", + "\n", + "# First 10 images. Alter this to see other images. You can go up to amount of total json files.\n", + "display_images_with_counts(0, 10)" + ], + "metadata": { + "id": "bj8-EWraO1VC" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Upon examining these with human eyes, we were able to detect the objects. However, one issue we encountered is the 'Unclassifiable' class name. There are images with many 'Unclassifiable' items. Though, determining what is unclassifiable was challenging." + ], + "metadata": { + "id": "DsTqngGzaJND" + } + }, { "cell_type": "markdown", "source": [