{"cells":[{"metadata":{"_uuid":"0abdb733163cc77fc8bbe9b11bed39c4c895e240"},"cell_type":"markdown","source":"# Analysis between New and Old Open Image Dataset"},{"metadata":{"_uuid":"557baa990646969c6566607dc5645d7c7ddab9a0"},"cell_type":"markdown","source":"This Notebook is about the analysis between new Open Image Dataset and Old Image Dataset.\n\nOld dataset contains 545 classes while new dataset contains 601 classes.\n\nI have done the analysis on clasess, there are 56 classes which are newly added and there 17 classes which are renamed to new classes.\n\nnew_oid = New Open Image Dataset\n\nold_oid = Old Open Image Dataset"},{"metadata":{"_uuid":"6d6fef6582af2e328113fc42c5ca2072400ff894"},"cell_type":"markdown","source":"Find at the end of Notebook Old Open Image Dataset JSON that contains all class names and their respective label code"},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"2837dff23b557a9ada29e4335219e24454d7acf7","collapsed":true},"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport json\n\nnew_oid = pd.read_csv(\"../input/data-files/class-descriptions-boxable.csv\")\nwith open('../input/data-files/old_oid_labels.json') as f:\n    old_oid = json.load(f)","execution_count":null,"outputs":[]},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"e7855219ea8eb0cd2629d01ab1583134b712c7f9"},"cell_type":"code","source":"new_oid_name = list(new_oid['name'])\nnew_oid_display_name = list(new_oid['display_name'])\nnew_oid_display_name = [w.lower() for w in new_oid_display_name]\nold_oid_name = [w['name'] for w in old_oid]\nold_oid_display_name = [w['display_name'].lower() for w in old_oid]\nprint(\"New Open Image Dataset ----------->\\n\")\nprint(len(new_oid_name),new_oid_name,'\\n\\n')\nprint(len(new_oid_display_name),new_oid_display_name,'\\n\\n')\nprint(\"Old Open Image Dataset ----------->\\n\")\nprint(len(old_oid_name),old_oid_name,'\\n\\n')\nprint(len(old_oid_display_name), old_oid_display_name,'\\n\\n')","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"526834ce1bb3633aaf437572b14854bd707c0182"},"cell_type":"markdown","source":"Common Name & Display Name between Old & New dataset"},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"365691f6bd165c4626be587858a688c63e1725bc"},"cell_type":"code","source":"name_intersection = set(new_oid_name).intersection(old_oid_name)\ndisplay_name_intersection = set(new_oid_display_name).intersection(old_oid_display_name)\nprint(len(name_intersection),len(display_name_intersection))","execution_count":null,"outputs":[]},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"9d685edd9187d2cefd234cee9f011a460f119451"},"cell_type":"code","source":"if((set(new_oid_name) | name_intersection) == set(new_oid_name)):\n    print(\"New OID contains all the name from old OID\")\nelse:\n    print(\"you got screwed\")\n    \nif((set(new_oid_display_name) | display_name_intersection) == set(new_oid_display_name)):\n    print(\"New OID contains all the display name from old OID\")\nelse:\n    print(\"you got screwed again\")    ","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"a5ffdfe2f588976bae3f44a7da58ed31e42b13cb"},"cell_type":"markdown","source":"Values different in Name & Display Name"},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"f6c9703bbea999d88217823fb89c7c961c66e603"},"cell_type":"code","source":"difference_nvo_name = set(new_oid_name) - set(old_oid_name)\nprint(len(difference_nvo_name))\ndifference_nvo_display_name = set(new_oid_display_name) - set(old_oid_display_name)\nprint(len(difference_nvo_display_name))","execution_count":null,"outputs":[]},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"5c678a629c12deaf3e40a8fcccab54c4e41f7bb6"},"cell_type":"code","source":"diff_name = new_oid[new_oid['name'].isin(list(difference_nvo_name))]\ndiff_name","execution_count":null,"outputs":[]},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"92bc1115520aacf653d08140ea60ae03b7872a35"},"cell_type":"code","source":"diff_name.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"14738993fd4bff751bf38d03bb6705124fa92e21"},"cell_type":"code","source":"lower_new_oid_display_name = new_oid['display_name'].str.lower()\ndiff_display_name = new_oid[lower_new_oid_display_name.isin(list(difference_nvo_display_name))]\ndiff_display_name","execution_count":null,"outputs":[]},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"50c188b176fdbbe9d098cb039af987734fe6343d"},"cell_type":"code","source":"difference_nvo_display_name = set([w.capitalize() for w in list(difference_nvo_display_name)])\n","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"9e2e8b39906d24503b4b9805456b6b823a2c2400"},"cell_type":"markdown","source":"Classes which are renamed in new dataset"},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"2e3d73b2227143f2d38337260335ed7804c20c8c"},"cell_type":"code","source":"renamed_classes = pd.concat([diff_name,diff_display_name]).drop_duplicates(keep=False)\nrenamed_classes","execution_count":null,"outputs":[]},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"d4727a2ff9cc1d637581303fbc9466bd7d1b2a64"},"cell_type":"code","source":"d=[[x, y.capitalize()] for x,y in zip(old_oid_name,old_oid_display_name)]\nd = np.array(d)","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"501c695650e1f59cc930bd49c6004019626be44f"},"cell_type":"markdown","source":"DataFrame of Old Open Image Dataset"},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"b6e9d3aef814b3f5c49093b0e5f85a53b3b7bdf1"},"cell_type":"code","source":"old_oid = pd.DataFrame(data = d, columns = ['name','display_name'])\nold_oid.head()","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"219102f155cc70b0574c614ff020656848727cf4"},"cell_type":"markdown","source":"Classes from old dataset which are renamed in new dataset"},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"b5055d54d096b3e8099f89bc7084773716fabd3f"},"cell_type":"code","source":"old_oid.loc[old_oid['name'].isin(list(renamed_classes['name']))]","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"bd68f01633fb445f583ea893445e4bcd8fab5952"},"cell_type":"markdown","source":"Changing the old class values with new ones"},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"fb2d786d73f30eee288dbe2af20ff8af76a9277f"},"cell_type":"code","source":"for x,y in zip(list(renamed_classes['name']),list(renamed_classes['display_name'])):\n    print(x,y)\n    old_oid.loc[old_oid.name == x , 'display_name'] = y","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"3f07a630a2266c1fd8a7ad69c382b7cae9d70b98"},"cell_type":"markdown","source":"Changed values"},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"09228e49f8aa8a66af786d41263ef4c12c112a78"},"cell_type":"code","source":"old_oid.loc[old_oid['name'].isin(list(renamed_classes['name']))]","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"755d03c1a60dcff3378f2e772f6f2523486b0121"},"cell_type":"markdown","source":"These are the newly added classes in new open image dataset"},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"8a9ecfe851fcd1ae481d4d84c5f4614a74a7085e"},"cell_type":"code","source":"new_labels = new_oid[new_oid.name.isin(list(difference_nvo_name))]\nnew_labels","execution_count":null,"outputs":[]},{"metadata":{"trusted":false,"collapsed":true,"_uuid":"c150b64e8e62114bc42970705b8e9f7243f8249c"},"cell_type":"code","source":"new_labels.shape","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"9ef78e1c0d02622fb6b0d261fdc5afc5e4f69435"},"cell_type":"markdown","source":"Old Open Images Dataset JSON ------------>"},{"metadata":{"_uuid":"1f332761ce19c77cbb0dbafb676390c7fc610224"},"cell_type":"markdown","source":"[\n {\n  \"name\": \"/m/01g317\"\n  ,\"id\": 1\n  ,\"display_name\": \"Person\"\n},\n {\n  \"name\": \"/m/09j2d\"\n  ,\"id\": 2\n  ,\"display_name\": \"Clothing\"\n},\n {\n  \"name\": \"/m/04yx4\"\n  ,\"id\": 3\n  ,\"display_name\": \"Man\"\n},\n {\n  \"name\": \"/m/0dzct\"\n  ,\"id\": 4\n  ,\"display_name\": \"Face\"\n},\n {\n  \"name\": \"/m/07j7r\"\n  ,\"id\": 5\n  ,\"display_name\": \"Tree\"\n},\n {\n  \"name\": \"/m/05s2s\"\n  ,\"id\": 6\n  ,\"display_name\": \"Plant\"\n},\n {\n  \"name\": \"/m/03bt1vf\"\n  ,\"id\": 7\n  ,\"display_name\": \"Woman\"\n},\n {\n  \"name\": \"/m/07yv9\"\n  ,\"id\": 8\n  ,\"display_name\": \"Vehicle\"\n},\n {\n  \"name\": \"/m/0cgh4\"\n  ,\"id\": 9\n  ,\"display_name\": \"Building\"\n},\n {\n  \"name\": \"/m/01prls\"\n  ,\"id\": 10\n  ,\"display_name\": \"Land vehicle\"\n},\n {\n  \"name\": \"/m/09j5n\"\n  ,\"id\": 11\n  ,\"display_name\": \"Footwear\"\n},\n {\n  \"name\": \"/m/05r655\"\n  ,\"id\": 12\n  ,\"display_name\": \"Girl\"\n},\n {\n  \"name\": \"/m/0jbk\"\n  ,\"id\": 13\n  ,\"display_name\": \"Animal\"\n},\n {\n  \"name\": \"/m/0k4j\"\n  ,\"id\": 14\n  ,\"display_name\": \"Car\"\n},\n {\n  \"name\": \"/m/02wbm\"\n  ,\"id\": 15\n  ,\"display_name\": \"Food\"\n},\n {\n  \"name\": \"/m/083wq\"\n  ,\"id\": 16\n  ,\"display_name\": \"Wheel\"\n},\n {\n  \"name\": \"/m/0c9ph5\"\n  ,\"id\": 17\n  ,\"display_name\": \"Flower\"\n},\n {\n  \"name\": \"/m/0c_jw\"\n  ,\"id\": 18\n  ,\"display_name\": \"Furniture\"\n},\n {\n  \"name\": \"/m/0d4v4\"\n  ,\"id\": 19\n  ,\"display_name\": \"Window\"\n},\n {\n  \"name\": \"/m/03jm5\"\n  ,\"id\": 20\n  ,\"display_name\": \"House\"\n},\n {\n  \"name\": \"/m/01bl7v\"\n  ,\"id\": 21\n  ,\"display_name\": \"Boy\"\n},\n {\n  \"name\": \"/m/0463sg\"\n  ,\"id\": 22\n  ,\"display_name\": \"Fashion accessory\"\n},\n {\n  \"name\": \"/m/04bcr3\"\n  ,\"id\": 23\n  ,\"display_name\": \"Table\"\n},\n {\n  \"name\": \"/m/0jyfg\"\n  ,\"id\": 24\n  ,\"display_name\": \"Glasses\"\n},\n {\n  \"name\": \"/m/01xyhv\"\n  ,\"id\": 25\n  ,\"display_name\": \"Suit\"\n},\n {\n  \"name\": \"/m/08dz3q\"\n  ,\"id\": 26\n  ,\"display_name\": \"Auto part\"\n},\n {\n  \"name\": \"/m/015p6\"\n  ,\"id\": 27\n  ,\"display_name\": \"Bird\"\n},\n {\n  \"name\": \"/m/05y5lj\"\n  ,\"id\": 28\n  ,\"display_name\": \"Sports equipment\"\n},\n {\n  \"name\": \"/m/01d40f\"\n  ,\"id\": 29\n  ,\"display_name\": \"Dress\"\n},\n {\n  \"name\": \"/m/0bt9lr\"\n  ,\"id\": 30\n  ,\"display_name\": \"Dog\"\n},\n {\n  \"name\": \"/m/01lrl\"\n  ,\"id\": 31\n  ,\"display_name\": \"Carnivore\"\n},\n {\n  \"name\": \"/m/02p0tk3\"\n  ,\"id\": 32\n  ,\"display_name\": \"Human body\"\n},\n {\n  \"name\": \"/m/0fly7\"\n  ,\"id\": 33\n  ,\"display_name\": \"Jeans\"\n},\n {\n  \"name\": \"/m/04szw\"\n  ,\"id\": 34\n  ,\"display_name\": \"Musical instrument\"\n},\n {\n  \"name\": \"/m/0271t\"\n  ,\"id\": 35\n  ,\"display_name\": \"Drink\"\n},\n {\n  \"name\": \"/m/019jd\"\n  ,\"id\": 36\n  ,\"display_name\": \"Boat\"\n},\n {\n  \"name\": \"/m/03q69\"\n  ,\"id\": 37\n  ,\"display_name\": \"Hair\"\n},\n {\n  \"name\": \"/m/0h9mv\"\n  ,\"id\": 38\n  ,\"display_name\": \"Tire\"\n},\n {\n  \"name\": \"/m/04hgtk\"\n  ,\"id\": 39\n  ,\"display_name\": \"Head\"\n},\n {\n  \"name\": \"/m/01yrx\"\n  ,\"id\": 40\n  ,\"display_name\": \"Cat\"\n},\n {\n  \"name\": \"/m/01rzcn\"\n  ,\"id\": 41\n  ,\"display_name\": \"Watercraft\"\n},\n {\n  \"name\": \"/m/01mzpv\"\n  ,\"id\": 42\n  ,\"display_name\": \"Chair\"\n},\n {\n  \"name\": \"/m/0199g\"\n  ,\"id\": 43\n  ,\"display_name\": \"Bike\"\n},\n {\n  \"name\": \"/m/01fdzj\"\n  ,\"id\": 44\n  ,\"display_name\": \"Tower\"\n},\n {\n  \"name\": \"/m/04rky\"\n  ,\"id\": 45\n  ,\"display_name\": \"Mammal\"\n},\n {\n  \"name\": \"/m/079cl\"\n  ,\"id\": 46\n  ,\"display_name\": \"Skyscraper\"\n},\n {\n  \"name\": \"/m/0dzf4\"\n  ,\"id\": 47\n  ,\"display_name\": \"Arm\"\n},\n {\n  \"name\": \"/m/0138tl\"\n  ,\"id\": 48\n  ,\"display_name\": \"Toy\"\n},\n {\n  \"name\": \"/m/06msq\"\n  ,\"id\": 49\n  ,\"display_name\": \"Sculpture\"\n},\n {\n  \"name\": \"/m/03xxp\"\n  ,\"id\": 50\n  ,\"display_name\": \"Invertebrate\"\n},\n {\n  \"name\": \"/m/0hg7b\"\n  ,\"id\": 51\n  ,\"display_name\": \"Microphone\"\n},\n {\n  \"name\": \"/m/01n5jq\"\n  ,\"id\": 52\n  ,\"display_name\": \"Poster\"\n},\n {\n  \"name\": \"/m/03vt0\"\n  ,\"id\": 53\n  ,\"display_name\": \"Insect\"\n},\n {\n  \"name\": \"/m/0342h\"\n  ,\"id\": 54\n  ,\"display_name\": \"Guitar\"\n},\n {\n  \"name\": \"/m/0k0pj\"\n  ,\"id\": 55\n  ,\"display_name\": \"Nose\"\n},\n {\n  \"name\": \"/m/02dl1y\"\n  ,\"id\": 56\n  ,\"display_name\": \"Hat\"\n},\n {\n  \"name\": \"/m/04brg2\"\n  ,\"id\": 57\n  ,\"display_name\": \"Tableware\"\n},\n {\n  \"name\": \"/m/02dgv\"\n  ,\"id\": 58\n  ,\"display_name\": \"Door\"\n},\n {\n  \"name\": \"/m/01bqk0\"\n  ,\"id\": 59\n  ,\"display_name\": \"Bicycle wheel\"\n},\n {\n  \"name\": \"/m/017ftj\"\n  ,\"id\": 60\n  ,\"display_name\": \"Sunglasses\"\n},\n {\n  \"name\": \"/m/052lwg6\"\n  ,\"id\": 61\n  ,\"display_name\": \"Baked goods\"\n},\n {\n  \"name\": \"/m/014sv8\"\n  ,\"id\": 62\n  ,\"display_name\": \"Eye\"\n},\n {\n  \"name\": \"/m/0270h\"\n  ,\"id\": 63\n  ,\"display_name\": \"Dessert\"\n},\n {\n  \"name\": \"/m/0283dt1\"\n  ,\"id\": 64\n  ,\"display_name\": \"Mouth\"\n},\n {\n  \"name\": \"/m/0k5j\"\n  ,\"id\": 65\n  ,\"display_name\": \"Aircraft\"\n},\n {\n  \"name\": \"/m/0cmf2\"\n  ,\"id\": 66\n  ,\"display_name\": \"Airplane\"\n},\n {\n  \"name\": \"/m/07jdr\"\n  ,\"id\": 67\n  ,\"display_name\": \"Train\"\n},\n {\n  \"name\": \"/m/032b3c\"\n  ,\"id\": 68\n  ,\"display_name\": \"Jacket\"\n},\n {\n  \"name\": \"/m/033rq4\"\n  ,\"id\": 69\n  ,\"display_name\": \"Street light\"\n},\n {\n  \"name\": \"/m/0k65p\"\n  ,\"id\": 70\n  ,\"display_name\": \"Hand\"\n},\n {\n  \"name\": \"/m/01ww8y\"\n  ,\"id\": 71\n  ,\"display_name\": \"Snack\"\n},\n {\n  \"name\": \"/m/0zvk5\"\n  ,\"id\": 72\n  ,\"display_name\": \"Helmet\"\n},\n {\n  \"name\": \"/m/07mhn\"\n  ,\"id\": 73\n  ,\"display_name\": \"Trousers\"\n},\n {\n  \"name\": \"/m/04dr76w\"\n  ,\"id\": 74\n  ,\"display_name\": \"Bottle\"\n},\n {\n  \"name\": \"/m/03fp41\"\n  ,\"id\": 75\n  ,\"display_name\": \"Houseplant\"\n},\n {\n  \"name\": \"/m/03k3r\"\n  ,\"id\": 76\n  ,\"display_name\": \"Horse\"\n},\n {\n  \"name\": \"/m/01y9k5\"\n  ,\"id\": 77\n  ,\"display_name\": \"Desk\"\n},\n {\n  \"name\": \"/m/0cdl1\"\n  ,\"id\": 78\n  ,\"display_name\": \"Palm tree\"\n},\n {\n  \"name\": \"/m/0f4s2w\"\n  ,\"id\": 79\n  ,\"display_name\": \"Vegetable\"\n},\n {\n  \"name\": \"/m/02xwb\"\n  ,\"id\": 80\n  ,\"display_name\": \"Fruit\"\n},\n {\n  \"name\": \"/m/035r7c\"\n  ,\"id\": 81\n  ,\"display_name\": \"Leg\"\n},\n {\n  \"name\": \"/m/0bt_c3\"\n  ,\"id\": 82\n  ,\"display_name\": \"Book\"\n},\n {\n  \"name\": \"/m/01_bhs\"\n  ,\"id\": 83\n  ,\"display_name\": \"Fast food\"\n},\n {\n  \"name\": \"/m/01599\"\n  ,\"id\": 84\n  ,\"display_name\": \"Beer\"\n},\n {\n  \"name\": \"/m/03120\"\n  ,\"id\": 85\n  ,\"display_name\": \"Flag\"\n},\n {\n  \"name\": \"/m/026t6\"\n  ,\"id\": 86\n  ,\"display_name\": \"Drum\"\n},\n {\n  \"name\": \"/m/01bjv\"\n  ,\"id\": 87\n  ,\"display_name\": \"Bus\"\n},\n {\n  \"name\": \"/m/07r04\"\n  ,\"id\": 88\n  ,\"display_name\": \"Truck\"\n},\n {\n  \"name\": \"/m/018xm\"\n  ,\"id\": 89\n  ,\"display_name\": \"Ball\"\n},\n {\n  \"name\": \"/m/01rkbr\"\n  ,\"id\": 90\n  ,\"display_name\": \"Tie\"\n},\n {\n  \"name\": \"/m/0fm3zh\"\n  ,\"id\": 91\n  ,\"display_name\": \"Flowerpot\"\n},\n {\n  \"name\": \"/m/02_n6y\"\n  ,\"id\": 92\n  ,\"display_name\": \"Goggles\"\n},\n {\n  \"name\": \"/m/04_sv\"\n  ,\"id\": 93\n  ,\"display_name\": \"Motorcycle\"\n},\n {\n  \"name\": \"/m/06z37_\"\n  ,\"id\": 94\n  ,\"display_name\": \"Picture frame\"\n},\n {\n  \"name\": \"/m/01bfm9\"\n  ,\"id\": 95\n  ,\"display_name\": \"Shorts\"\n},\n {\n  \"name\": \"/m/0h8mhzd\"\n  ,\"id\": 96\n  ,\"display_name\": \"Sports uniform\"\n},\n {\n  \"name\": \"/m/0d_2m\"\n  ,\"id\": 97\n  ,\"display_name\": \"Moths and butterflies\"\n},\n {\n  \"name\": \"/m/0gjbg72\"\n  ,\"id\": 98\n  ,\"display_name\": \"Shelf\"\n},\n {\n  \"name\": \"/m/01n4qj\"\n  ,\"id\": 99\n  ,\"display_name\": \"Shirt\"\n},\n {\n  \"name\": \"/m/0ch_cf\"\n  ,\"id\": 100\n  ,\"display_name\": \"Fish\"\n},\n {\n  \"name\": \"/m/06m11\"\n  ,\"id\": 101\n  ,\"display_name\": \"Rose\"\n},\n {\n  \"name\": \"/m/01jfm_\"\n  ,\"id\": 102\n  ,\"display_name\": \"Licence plate\"\n},\n {\n  \"name\": \"/m/02crq1\"\n  ,\"id\": 103\n  ,\"display_name\": \"Couch\"\n},\n {\n  \"name\": \"/m/083kb\"\n  ,\"id\": 104\n  ,\"display_name\": \"Weapon\"\n},\n {\n  \"name\": \"/m/01c648\"\n  ,\"id\": 105\n  ,\"display_name\": \"Laptop\"\n},\n {\n  \"name\": \"/m/09tvcd\"\n  ,\"id\": 106\n  ,\"display_name\": \"Wine glass\"\n},\n {\n  \"name\": \"/m/0h2r6\"\n  ,\"id\": 107\n  ,\"display_name\": \"Van\"\n},\n {\n  \"name\": \"/m/081qc\"\n  ,\"id\": 108\n  ,\"display_name\": \"Wine\"\n},\n {\n  \"name\": \"/m/09ddx\"\n  ,\"id\": 109\n  ,\"display_name\": \"Duck\"\n},\n {\n  \"name\": \"/m/03p3bw\"\n  ,\"id\": 110\n  ,\"display_name\": \"Bicycle helmet\"\n},\n {\n  \"name\": \"/m/0cyf8\"\n  ,\"id\": 111\n  ,\"display_name\": \"Butterfly\"\n},\n {\n  \"name\": \"/m/0b_rs\"\n  ,\"id\": 112\n  ,\"display_name\": \"Swimming pool\"\n},\n {\n  \"name\": \"/m/039xj_\"\n  ,\"id\": 113\n  ,\"display_name\": \"Ear\"\n},\n {\n  \"name\": \"/m/021sj1\"\n  ,\"id\": 114\n  ,\"display_name\": \"Office\"\n},\n {\n  \"name\": \"/m/0dv5r\"\n  ,\"id\": 115\n  ,\"display_name\": \"Camera\"\n},\n {\n  \"name\": \"/m/01lynh\"\n  ,\"id\": 116\n  ,\"display_name\": \"Stairs\"\n},\n {\n  \"name\": \"/m/06bt6\"\n  ,\"id\": 117\n  ,\"display_name\": \"Reptile\"\n},\n {\n  \"name\": \"/m/01226z\"\n  ,\"id\": 118\n  ,\"display_name\": \"Football\"\n},\n {\n  \"name\": \"/m/0fszt\"\n  ,\"id\": 119\n  ,\"display_name\": \"Cake\"\n},\n {\n  \"name\": \"/m/050k8\"\n  ,\"id\": 120\n  ,\"display_name\": \"Mobile phone\"\n},\n {\n  \"name\": \"/m/02wbtzl\"\n  ,\"id\": 121\n  ,\"display_name\": \"Sun hat\"\n},\n {\n  \"name\": \"/m/02p5f1q\"\n  ,\"id\": 122\n  ,\"display_name\": \"Coffee cup\"\n},\n {\n  \"name\": \"/m/025nd\"\n  ,\"id\": 123\n  ,\"display_name\": \"Christmas tree\"\n},\n {\n  \"name\": \"/m/02522\"\n  ,\"id\": 124\n  ,\"display_name\": \"Computer monitor\"\n},\n {\n  \"name\": \"/m/09ct_\"\n  ,\"id\": 125\n  ,\"display_name\": \"Helicopter\"\n},\n {\n  \"name\": \"/m/0cvnqh\"\n  ,\"id\": 126\n  ,\"display_name\": \"Bench\"\n},\n {\n  \"name\": \"/m/0d5gx\"\n  ,\"id\": 127\n  ,\"display_name\": \"Castle\"\n},\n {\n  \"name\": \"/m/01xygc\"\n  ,\"id\": 128\n  ,\"display_name\": \"Coat\"\n},\n {\n  \"name\": \"/m/04m6gz\"\n  ,\"id\": 129\n  ,\"display_name\": \"Porch\"\n},\n {\n  \"name\": \"/m/01gkx_\"\n  ,\"id\": 130\n  ,\"display_name\": \"Swimwear\"\n},\n {\n  \"name\": \"/m/01s105\"\n  ,\"id\": 131\n  ,\"display_name\": \"Cabinetry\"\n},\n {\n  \"name\": \"/m/01j61q\"\n  ,\"id\": 132\n  ,\"display_name\": \"Tent\"\n},\n {\n  \"name\": \"/m/0hnnb\"\n  ,\"id\": 133\n  ,\"display_name\": \"Umbrella\"\n},\n {\n  \"name\": \"/m/01j51\"\n  ,\"id\": 134\n  ,\"display_name\": \"Balloon\"\n},\n {\n  \"name\": \"/m/01knjb\"\n  ,\"id\": 135\n  ,\"display_name\": \"Billboard\"\n},\n {\n  \"name\": \"/m/03__z0\"\n  ,\"id\": 136\n  ,\"display_name\": \"Bookcase\"\n},\n {\n  \"name\": 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,\"id\": 171\n  ,\"display_name\": \"Plumbing fixture\"\n},\n {\n  \"name\": \"/m/0h99cwc\"\n  ,\"id\": 172\n  ,\"display_name\": \"Kitchen appliance\"\n},\n {\n  \"name\": \"/m/050gv4\"\n  ,\"id\": 173\n  ,\"display_name\": \"Plate\"\n},\n {\n  \"name\": \"/m/02vqfm\"\n  ,\"id\": 174\n  ,\"display_name\": \"Coffee\"\n},\n {\n  \"name\": \"/m/09kx5\"\n  ,\"id\": 175\n  ,\"display_name\": \"Deer\"\n},\n {\n  \"name\": \"/m/019w40\"\n  ,\"id\": 176\n  ,\"display_name\": \"Surfboard\"\n},\n {\n  \"name\": \"/m/09dzg\"\n  ,\"id\": 177\n  ,\"display_name\": \"Turtle\"\n},\n {\n  \"name\": \"/m/07k1x\"\n  ,\"id\": 178\n  ,\"display_name\": \"Tool\"\n},\n {\n  \"name\": \"/m/080hkjn\"\n  ,\"id\": 179\n  ,\"display_name\": \"Handbag\"\n},\n {\n  \"name\": \"/m/07qxg_\"\n  ,\"id\": 180\n  ,\"display_name\": \"Football helmet\"\n},\n {\n  \"name\": \"/m/0ph39\"\n  ,\"id\": 181\n  ,\"display_name\": \"Canoe\"\n},\n {\n  \"name\": \"/m/018p4k\"\n  ,\"id\": 182\n  ,\"display_name\": \"Cart\"\n},\n 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,\"id\": 218\n  ,\"display_name\": \"Bowl\"\n},\n {\n  \"name\": \"/m/0174n1\"\n  ,\"id\": 219\n  ,\"display_name\": \"Glove\"\n},\n {\n  \"name\": \"/m/0gv1x\"\n  ,\"id\": 220\n  ,\"display_name\": \"Parrot\"\n},\n {\n  \"name\": \"/m/09csl\"\n  ,\"id\": 221\n  ,\"display_name\": \"Eagle\"\n},\n {\n  \"name\": \"/m/02jnhm\"\n  ,\"id\": 222\n  ,\"display_name\": \"Tin can\"\n},\n {\n  \"name\": \"/m/099ssp\"\n  ,\"id\": 223\n  ,\"display_name\": \"Platter\"\n},\n {\n  \"name\": \"/m/03nfch\"\n  ,\"id\": 224\n  ,\"display_name\": \"Sandal\"\n},\n {\n  \"name\": \"/m/07y_7\"\n  ,\"id\": 225\n  ,\"display_name\": \"Violin\"\n},\n {\n  \"name\": \"/m/05z6w\"\n  ,\"id\": 226\n  ,\"display_name\": \"Penguin\"\n},\n {\n  \"name\": \"/m/03m3pdh\"\n  ,\"id\": 227\n  ,\"display_name\": \"Sofa bed\"\n},\n {\n  \"name\": \"/m/09ld4\"\n  ,\"id\": 228\n  ,\"display_name\": \"Frog\"\n},\n {\n  \"name\": \"/m/09b5t\"\n  ,\"id\": 229\n  ,\"display_name\": \"Chicken\"\n},\n {\n  \"name\": 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 \"name\": \"/m/0cyfs\"\n  ,\"id\": 277\n  ,\"display_name\": \"Parachute\"\n},\n {\n  \"name\": \"/m/021mn\"\n  ,\"id\": 278\n  ,\"display_name\": \"Cookie\"\n},\n {\n  \"name\": \"/m/07dm6\"\n  ,\"id\": 279\n  ,\"display_name\": \"Tiger\"\n},\n {\n  \"name\": \"/m/0k1tl\"\n  ,\"id\": 280\n  ,\"display_name\": \"Pen\"\n},\n {\n  \"name\": \"/m/0dv9c\"\n  ,\"id\": 281\n  ,\"display_name\": \"Racket\"\n},\n {\n  \"name\": \"/m/0dt3t\"\n  ,\"id\": 282\n  ,\"display_name\": \"Fork\"\n},\n {\n  \"name\": \"/m/04yqq2\"\n  ,\"id\": 283\n  ,\"display_name\": \"Bust\"\n},\n {\n  \"name\": \"/m/01cmb2\"\n  ,\"id\": 284\n  ,\"display_name\": \"Miniskirt\"\n},\n {\n  \"name\": \"/m/0gd36\"\n  ,\"id\": 285\n  ,\"display_name\": \"Sea lion\"\n},\n {\n  \"name\": \"/m/033cnk\"\n  ,\"id\": 286\n  ,\"display_name\": \"Egg\"\n},\n {\n  \"name\": \"/m/06ncr\"\n  ,\"id\": 287\n  ,\"display_name\": \"Saxophone\"\n},\n {\n  \"name\": \"/m/03bk1\"\n  ,\"id\": 288\n  ,\"display_name\": \"Giraffe\"\n},\n {\n  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