{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"\n# EDA on Google-Isolated sign Language Recognition\n## Goal of the Competition:\nThe goal of this competition is to classify isolated American Sign Language (ASL) signs. You will create a TensorFlow Lite model trained on labeled landmark data extracted using the MediaPipe Holistic Solution.\n\nYour work may improve the ability of PopSign* to help relatives of deaf children learn basic signs and communicate better with their loved ones.\n\n","metadata":{}},{"cell_type":"markdown","source":"### Workflow:\n- Import libraries\n- Loading dataset\n- Preprocessing: checking null values\n- Checking duplicate rows\n- Performing Data visualization","metadata":{}},{"cell_type":"markdown","source":"### Import libraries\n","metadata":{}},{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as ply\nimport seaborn as sns\n%matplotlib inline","metadata":{"execution":{"iopub.status.busy":"2023-02-25T16:40:07.718209Z","iopub.execute_input":"2023-02-25T16:40:07.718637Z","iopub.status.idle":"2023-02-25T16:40:09.256646Z","shell.execute_reply.started":"2023-02-25T16:40:07.718601Z","shell.execute_reply":"2023-02-25T16:40:09.255445Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# loading dataset\ntrain = pd.read_csv(\"/kaggle/input/asl-signs/train.csv\")","metadata":{"execution":{"iopub.status.busy":"2023-02-25T16:42:28.691170Z","iopub.execute_input":"2023-02-25T16:42:28.691667Z","iopub.status.idle":"2023-02-25T16:42:28.980352Z","shell.execute_reply.started":"2023-02-25T16:42:28.691621Z","shell.execute_reply":"2023-02-25T16:42:28.978733Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.head() # to show top 5 rows","metadata":{"execution":{"iopub.status.busy":"2023-02-25T16:42:47.279150Z","iopub.execute_input":"2023-02-25T16:42:47.279678Z","iopub.status.idle":"2023-02-25T16:42:47.306105Z","shell.execute_reply.started":"2023-02-25T16:42:47.279639Z","shell.execute_reply":"2023-02-25T16:42:47.304736Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.shape #to show number of rows and columns in dataset","metadata":{"execution":{"iopub.status.busy":"2023-02-25T16:43:21.078900Z","iopub.execute_input":"2023-02-25T16:43:21.079446Z","iopub.status.idle":"2023-02-25T16:43:21.086882Z","shell.execute_reply.started":"2023-02-25T16:43:21.079402Z","shell.execute_reply":"2023-02-25T16:43:21.085794Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"- Their are 94477 rows and 4 columns in this dataset","metadata":{}},{"cell_type":"code","source":"train.columns","metadata":{"execution":{"iopub.status.busy":"2023-02-25T16:43:35.078362Z","iopub.execute_input":"2023-02-25T16:43:35.078910Z","iopub.status.idle":"2023-02-25T16:43:35.088800Z","shell.execute_reply.started":"2023-02-25T16:43:35.078860Z","shell.execute_reply":"2023-02-25T16:43:35.087122Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.describe()","metadata":{"execution":{"iopub.status.busy":"2023-02-25T16:44:00.738561Z","iopub.execute_input":"2023-02-25T16:44:00.738974Z","iopub.status.idle":"2023-02-25T16:44:00.783002Z","shell.execute_reply.started":"2023-02-25T16:44:00.738940Z","shell.execute_reply":"2023-02-25T16:44:00.781780Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.info()","metadata":{"execution":{"iopub.status.busy":"2023-02-25T16:44:35.993992Z","iopub.execute_input":"2023-02-25T16:44:35.995442Z","iopub.status.idle":"2023-02-25T16:44:36.025374Z","shell.execute_reply.started":"2023-02-25T16:44:35.995379Z","shell.execute_reply":"2023-02-25T16:44:36.024215Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.isnull().sum()","metadata":{"execution":{"iopub.status.busy":"2023-02-25T16:44:52.343671Z","iopub.execute_input":"2023-02-25T16:44:52.344318Z","iopub.status.idle":"2023-02-25T16:44:52.366715Z","shell.execute_reply.started":"2023-02-25T16:44:52.344263Z","shell.execute_reply":"2023-02-25T16:44:52.365751Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"- No null values ","metadata":{}},{"cell_type":"code","source":"train.duplicated().sum()","metadata":{"execution":{"iopub.status.busy":"2023-02-25T16:47:34.114987Z","iopub.execute_input":"2023-02-25T16:47:34.115956Z","iopub.status.idle":"2023-02-25T16:47:34.176756Z","shell.execute_reply.started":"2023-02-25T16:47:34.115892Z","shell.execute_reply":"2023-02-25T16:47:34.175279Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"","metadata":{}},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}