{"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":"<a id='table'></a>\n\n<div style=\"color:white;display:fill;border-radius:15px;\n            font-size:150%;background-image: url(https://img.freepik.com/free-photo/network-connections_1048-7701.jpg?w=900&t=st=1667903311~exp=1667903911~hmac=4fe7e808cbf9667877af9c07ccbd5a88e8d78e1c3c1a85d2aaa48c838fdd74f0);\n            letter-spacing:1.0px\">\n    <p style=\"padding: 12px;color:white;\"><b><b><span style='color:#F1A424'> |</span></b> Table of contents</b></p>\n</div>\n\n* [1. Introduction](#Introduction)\n* [2. LiDAR Data](#LiDAR)\n* [3. Importing dataset](#dataset)\n    * [3. Building the DataFrame](#dataframe)\n* [4. Feature analysis](#Feature)\n    * [4.1. Features Description](#Description)\n        * [4.1.1. Numerical features analysis](#Numericalfeaturesanalysis)\n        * [4.1.2. Non-Numerical features analysis](#Non_Numericalfeaturesanalysis)\n* [5. LiDAR data](#LiDARdata)\n* [Conclusion](#Conclusion)\n","metadata":{"id":"Tg7zYIFPRgzh"}},{"cell_type":"markdown","source":"![Point_cloud_torus.gif](attachment:4b6fc24f-df30-4cce-8941-194d127eba42.gif)","metadata":{},"attachments":{"4b6fc24f-df30-4cce-8941-194d127eba42.gif":{"image/gif":"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"}}},{"cell_type":"markdown","source":"<a id='Introduction'></a>\n\n# <b><span style='color:#F1A424'>| 1.</span> Introduction </b>\n\n[Table of contents](#table)\n\n<div style=\"color:white;display:fill;border-radius:15px;\n            font-size:150%;background-image: url(https://img.freepik.com/free-photo/network-connections_1048-7701.jpg?w=900&t=st=1667903311~exp=1667903911~hmac=4fe7e808cbf9667877af9c07ccbd5a88e8d78e1c3c1a85d2aaa48c838fdd74f0);\n            letter-spacing:1.0px\">\n    <p style=\"padding: 12px;color:white;\"><b><b><span style='color:#F1A424'> | 1.1. </span></b> About the NoteBook </b></p>\n</div>\n\nIn the following NoteBook, we will review examples of LiDAR data, learn about the LiDAR data, and related Python packages, and implement machine learning algorithms on top of the LiDAR.\n\n\n\n","metadata":{"id":"aQgsfYV5QVSi"}},{"cell_type":"markdown","source":"<a id='LiDAR'></a>\n\n## <b><span style='color:#F1A424'>| 2. </span> LiDAR Data </b>\n\n\n \n<div style=\"color:white;display:fill;border-radius:15px;\n            font-size:150%;background-image: url(https://img.freepik.com/free-photo/network-connections_1048-7701.jpg?w=900&t=st=1667903311~exp=1667903911~hmac=4fe7e808cbf9667877af9c07ccbd5a88e8d78e1c3c1a85d2aaa48c838fdd74f0);\n            letter-spacing:1.0px\">\n    <p style=\"padding: 12px;color:white;\"><b><b><span style='color:#F1A424'> | 2.1. </span></b> What is LiDAR and its applications</b></p>\n</div>\n\n\n[Table of contents](#table)\n\n\n**<span style='color:#F1A424'>LiDAR</span>** stands for Light detection and ranging. <span style='color:#F1A424'>LiDAR</span> is a method of generating 3D illustrations of the surrounding environment.\n\n\n\nA LiDAR dataset is one of the point cloud data types with three-dimensional (X, Y, Z) points with related features like width, length, etc.\n\nLiDAR has been used in different applications. For instance; \n\n* previous Auto-self driving vehicles had used LiDAR. \n* LiDAR also is used to build 3D area maps to identify the areas for agricultural use. \n* Moreover, we can have more information from underwater such as rivers and seas by 3D modeling the site. \n* Furthermore, LiDAR can be used in architecture engineering to build 3D structures and gives the engineers information about the surface, and structure.\n\n\nLiDAR is a point cloud dataset and it categorized in the GeoSpatial datasets.\n\n\n> **If you are looking for point cloud terminology, please refer [here](https://samanemami.medium.com/point-cloud-quality-befde14cff97).**","metadata":{}},{"cell_type":"code","source":"import warnings\nimport numpy as np\nimport pandas as pd\nimport seaborn as sns\nfrom textwrap import wrap\nimport plotly.express as px\nimport matplotlib.pyplot as plt\nfrom wordcloud import WordCloud\nfrom itertools import combinations\nimport plotly.figure_factory as ff","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-11-13T16:41:33.832570Z","iopub.execute_input":"2022-11-13T16:41:33.833132Z","iopub.status.idle":"2022-11-13T16:41:33.839115Z","shell.execute_reply.started":"2022-11-13T16:41:33.832996Z","shell.execute_reply":"2022-11-13T16:41:33.837969Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%matplotlib inline\n\nrandom_state = 123\nnp.random.seed(random_state)\n\nwarnings.simplefilter('ignore')\nnp.set_printoptions(precision=5, suppress=True)\n\nsns.set_theme()","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-11-13T16:41:28.216159Z","iopub.status.idle":"2022-11-13T16:41:28.217005Z","shell.execute_reply.started":"2022-11-13T16:41:28.216752Z","shell.execute_reply":"2022-11-13T16:41:28.216775Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id='dataset'></a>\n\n#  <b><span style='color:#F1A424'>| 2. </span> Importing Dataset </b>\n\n[Table of contents](#table)","metadata":{"id":"Nc3y8ujoQccj","_kg_hide-input":true,"_kg_hide-output":true}},{"cell_type":"code","source":"path = \"../input/3d-object-detection-for-autonomous-vehicles/train.csv\"\ntrain = pd.read_csv(path)\nsample_submission = pd.read_csv(\"../input/3d-object-detection-for-autonomous-vehicles/sample_submission.csv\")","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-11-13T16:41:28.217983Z","iopub.status.idle":"2022-11-13T16:41:28.218799Z","shell.execute_reply.started":"2022-11-13T16:41:28.218624Z","shell.execute_reply":"2022-11-13T16:41:28.218642Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id='dataframe'></a>\n\n\n<div style=\"color:white;display:fill;border-radius:15px;\n            font-size:150%;background-image: url(https://img.freepik.com/free-photo/network-connections_1048-7701.jpg?w=900&t=st=1667903311~exp=1667903911~hmac=4fe7e808cbf9667877af9c07ccbd5a88e8d78e1c3c1a85d2aaa48c838fdd74f0);\n            letter-spacing:1.0px\">\n    <p style=\"padding: 12px;color:white;\"><b><b><span style='color:#F1A424'> | 2.1. </span></b>Building the DataFrame</b></p>\n</div>\n\n[Table of contents](#table)","metadata":{"_kg_hide-input":true}},{"cell_type":"code","source":"%%time\ndef train_df(data):\n\n    object_columns = ['sample_id', 'object_id',\n                      'center_x', 'center_y',\n                      'center_z', 'width',\n                      'length', 'height',\n                      'yaw', 'class_name']\n\n    # Taken from https://www.kaggle.com/gaborfodor/eda-3d-object-detection-challenge\n    objects = []\n    for sample_id, ps in data.values[:]:\n        object_params = ps.split()\n        n_objects = len(object_params)\n        for i in range(n_objects // 8):\n            x, y, z, w, l, h, yaw, c = tuple(object_params[i * 8: (i + 1) * 8])\n            objects.append([sample_id, i, x, y, z, w, l, h, yaw, c])\n\n    train_objects = pd.DataFrame(\n        objects,\n        columns=object_columns\n    )\n\n    train_objects[object_columns[1:-1]\n                  ] = np.float32(train_objects[object_columns[1:-1]].values)\n    print(train_objects.info())\n\n    return train_objects","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-11-13T16:41:28.220289Z","iopub.status.idle":"2022-11-13T16:41:28.221725Z","shell.execute_reply.started":"2022-11-13T16:41:28.221332Z","shell.execute_reply":"2022-11-13T16:41:28.221371Z"},"_kg_hide-output":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df = train_df(train)\ndf.head()","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-11-13T16:41:28.223111Z","iopub.status.idle":"2022-11-13T16:41:28.223573Z","shell.execute_reply.started":"2022-11-13T16:41:28.223339Z","shell.execute_reply":"2022-11-13T16:41:28.223374Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df._get_numeric_data().columns.tolist()","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-11-13T16:41:28.224912Z","iopub.status.idle":"2022-11-13T16:41:28.225252Z","shell.execute_reply.started":"2022-11-13T16:41:28.225095Z","shell.execute_reply":"2022-11-13T16:41:28.225110Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"null = df.isnull().sum()\nnull","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-11-13T16:41:28.226194Z","iopub.status.idle":"2022-11-13T16:41:28.226522Z","shell.execute_reply.started":"2022-11-13T16:41:28.226372Z","shell.execute_reply":"2022-11-13T16:41:28.226387Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id='Feature'></a>\n\n#  <b><span style='color:#F1A424'>| 4. </span> Feature analysis </b>\n\n[Table of contents](#table)","metadata":{}},{"cell_type":"markdown","source":"<a id='Description'></a>\n\n<div style=\"color:white;display:fill;border-radius:15px;\n            font-size:150%;background-image: url(https://img.freepik.com/free-photo/network-connections_1048-7701.jpg?w=900&t=st=1667903311~exp=1667903911~hmac=4fe7e808cbf9667877af9c07ccbd5a88e8d78e1c3c1a85d2aaa48c838fdd74f0);\n            letter-spacing:1.0px\">\n    <p style=\"padding: 12px;color:white;\"><b><b><span style='color:#F1A424'> | 4.1. </span></b> Features Description</b></p>\n</div>\n\n[Table of contents](#table)\n\n* **<span style='color:#F1A424'>sample_id:</span>** Index of each instance\n* **<span style='color:#F1A424'>object_id:</span>** Index of each object\n* **<span style='color:#F1A424'>center_x:</span>** X coordinate of the center of the object (in the area)\n* **<span style='color:#F1A424'>center_y:</span>** y coordinate of the center of the object (in the area)\n* **<span style='color:#F1A424'>center_z:</span>** height of the object\n* **<span style='color:#F1A424'>width:</span>**  Bounding volume width \n* **<span style='color:#F1A424'>length:</span>** Bounding volume length\n* **<span style='color:#F1A424'>height:</span>** Bounding volume height\n* **<span style='color:#F1A424'>yaw:</span>** z-axis angle (object direction)\n* **<span style='color:#F1A424'>class_name:</span>** class name","metadata":{}},{"cell_type":"markdown","source":"<a id='Numericalfeaturesanalysis'></a>\n\n<div style=\"color:white;display:fill;border-radius:15px;\n            font-size:100%;background-image: url(https://img.freepik.com/free-photo/network-connections_1048-7701.jpg?w=900&t=st=1667903311~exp=1667903911~hmac=4fe7e808cbf9667877af9c07ccbd5a88e8d78e1c3c1a85d2aaa48c838fdd74f0);\n            letter-spacing:1.0px\">\n    <p style=\"padding: 12px;color:white;\"><b><b><span style='color:#F1A424'> | 4.1.1. </span></b> Numerical features analysis</b></p>\n</div>\n\n[Table of contents](#table)","metadata":{}},{"cell_type":"code","source":"cl = df._get_numeric_data().columns.tolist()\nfigure, axes = plt.subplots(figsize=(15, 10))\nplt.subplots_adjust(left=None, bottom=None, right=None, top=None, wspace=None, hspace=0.3)\nfor i, j in enumerate(cl):\n    plt.subplot(4, 2, i+1)\n    plt.hist(df[j], color='black', histtype='bar', alpha=0.3, density=True)\n    plt.title(j, pad=2)\n    plt.ylabel(\"probability density\")\n# figure.tight_layout()\nfigure.suptitle(\"histogram of the features\")","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-11-13T16:41:28.227739Z","iopub.status.idle":"2022-11-13T16:41:28.228128Z","shell.execute_reply.started":"2022-11-13T16:41:28.227962Z","shell.execute_reply":"2022-11-13T16:41:28.227978Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id='Numericalfeaturesanalysis'></a>\n\n<div style=\"color:white;display:fill;border-radius:15px;\n            font-size:100%;background-image: url(https://img.freepik.com/free-photo/network-connections_1048-7701.jpg?w=900&t=st=1667903311~exp=1667903911~hmac=4fe7e808cbf9667877af9c07ccbd5a88e8d78e1c3c1a85d2aaa48c838fdd74f0);\n            letter-spacing:1.0px\">\n    <p style=\"padding: 12px;color:white;\"><b><b><span style='color:#F1A424'> | </span></b> Interactive distribution plot with regard to different class labels with regard to object location</b></p>\n</div>\n\n[Table of contents](#table)","metadata":{}},{"cell_type":"code","source":"sample = df.sample(n=1000, random_state=random_state)\nfig = px.histogram(sample, x=\"center_x\", color=\"class_name\",\n                   marginal=\"violin\",\n                   hover_data=sample.columns)\nfig.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-11-13T16:41:28.229092Z","iopub.status.idle":"2022-11-13T16:41:28.229416Z","shell.execute_reply.started":"2022-11-13T16:41:28.229259Z","shell.execute_reply":"2022-11-13T16:41:28.229274Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for i, j in enumerate(list(set(sample.class_name))):\n    df_ = (sample.query(f'class_name==\"{j}\"'))\n    exec(f'x_{i} = (df_.center_z).values')\nfig = ff.create_distplot([x_1, x_2], list(set(sample.class_name))[:2], bin_size=[.2, .2])\nfig.update_layout(title_text='center_z distribution')\nfig.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-11-13T16:41:28.230322Z","iopub.status.idle":"2022-11-13T16:41:28.230646Z","shell.execute_reply.started":"2022-11-13T16:41:28.230496Z","shell.execute_reply":"2022-11-13T16:41:28.230511Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sample = df.sample(n=800, random_state = random_state,)\nplot = sns.jointplot(data=sample, x=\"center_x\", y=\"center_y\", hue=\"class_name\")\n\nplot.set_axis_labels('center_x', 'center_y', fontsize=16)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-11-13T16:41:28.231468Z","iopub.status.idle":"2022-11-13T16:41:28.231772Z","shell.execute_reply.started":"2022-11-13T16:41:28.231626Z","shell.execute_reply":"2022-11-13T16:41:28.231641Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Most of the detected objects are cars and other vehicles and the correlation of the x and y coordinates are almost the same for all objects, meaning that the camera installed on top of the car can detect any object that is close to the car in the road better.","metadata":{}},{"cell_type":"markdown","source":"<a id='Box'></a>\n\n<div style=\"color:white;display:fill;border-radius:15px;\n            font-size:100%;background-image: url(https://img.freepik.com/free-photo/network-connections_1048-7701.jpg?w=900&t=st=1667903311~exp=1667903911~hmac=4fe7e808cbf9667877af9c07ccbd5a88e8d78e1c3c1a85d2aaa48c838fdd74f0);\n            letter-spacing:1.0px\">\n    <p style=\"padding: 12px;color:white;\"><b><b><span style='color:#F1A424'> | </span></b> Correlation Plot </b></p>\n</div>\n\n[Table of contents](#table)","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(1, 1, figsize=(10, 5))\nmask = np.triu(np.ones_like(df[cl].corr(\"pearson\"), dtype=bool))\nsns.heatmap(df[cl].corr(\"pearson\"), annot=True,\n            cmap='BuPu',\n            mask=mask,\n            center=0,\n            linewidths=1,\n            vmax=1,\n            ax=ax\n            )\nax.set_title(\"Correlation between the numerical attributes\")\n\nc = df[cl].corr(\"pearson\").abs()\ns = c.unstack()\nso = s.sort_values(kind=\"quicksort\")\nprint(so)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-11-13T16:41:28.232654Z","iopub.status.idle":"2022-11-13T16:41:28.232965Z","shell.execute_reply.started":"2022-11-13T16:41:28.232819Z","shell.execute_reply":"2022-11-13T16:41:28.232834Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id='Box'></a>\n\n<div style=\"color:white;display:fill;border-radius:15px;\n            font-size:100%;background-image: url(https://img.freepik.com/free-photo/network-connections_1048-7701.jpg?w=900&t=st=1667903311~exp=1667903911~hmac=4fe7e808cbf9667877af9c07ccbd5a88e8d78e1c3c1a85d2aaa48c838fdd74f0);\n            letter-spacing:1.0px\">\n    <p style=\"padding: 12px;color:white;\"><b><b><span style='color:#F1A424'> | </span></b> Box Plot</b></p>\n</div>\n\n[Table of contents](#table)","metadata":{}},{"cell_type":"code","source":"plt.figure(figsize=(15, 5))\nplt.subplots_adjust(hspace=0.3)\n\nfor i, j in enumerate(cl):\n    plt.subplot(2, 4, i+1)\n    plt.boxplot(df[j], 0,'o',showbox=True,\n            showfliers=True, showcaps=True, showmeans=True)\n    plt.title(j + ' - box plot')","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-11-13T16:41:28.234528Z","iopub.status.idle":"2022-11-13T16:41:28.234865Z","shell.execute_reply.started":"2022-11-13T16:41:28.234683Z","shell.execute_reply":"2022-11-13T16:41:28.234697Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id='Non_Numericalfeaturesanalysis'></a>\n\n<div style=\"color:white;display:fill;border-radius:15px;\n            font-size:100%;background-image: url(https://img.freepik.com/free-photo/network-connections_1048-7701.jpg?w=900&t=st=1667903311~exp=1667903911~hmac=4fe7e808cbf9667877af9c07ccbd5a88e8d78e1c3c1a85d2aaa48c838fdd74f0);\n            letter-spacing:1.0px\">\n    <p style=\"padding: 12px;color:white;\"><b><b><span style='color:#F1A424'> | </span></b>A brief conclusion of the analysis of the numerical variables\n</b></p>\n</div>\n\n[Table of contents](#table)\n\n\nAs the above plots show, the system can track the closer objects better. We can see in the distribution and box plots that the counted objects with smaller x and y centers are more than the objects with higher distance.","metadata":{}},{"cell_type":"markdown","source":"<a id='Non_Numericalfeaturesanalysis'></a>\n\n<div style=\"color:white;display:fill;border-radius:15px;\n            font-size:100%;background-image: url(https://img.freepik.com/free-photo/network-connections_1048-7701.jpg?w=900&t=st=1667903311~exp=1667903911~hmac=4fe7e808cbf9667877af9c07ccbd5a88e8d78e1c3c1a85d2aaa48c838fdd74f0);\n            letter-spacing:1.0px\">\n    <p style=\"padding: 12px;color:white;\"><b><b><span style='color:#F1A424'> | 4.1.2. </span></b> Non-Numerical features analysis</b></p>\n</div>\n\n[Table of contents](#table)","metadata":{}},{"cell_type":"code","source":"cr = pd.crosstab(index=df['object_id'], columns=[df['class_name']],\n            margins=True)\ncr.head(10).style.background_gradient(cmap='winter_r')","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-11-13T16:41:28.236466Z","iopub.status.idle":"2022-11-13T16:41:28.236982Z","shell.execute_reply.started":"2022-11-13T16:41:28.236725Z","shell.execute_reply":"2022-11-13T16:41:28.236746Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(30, 5))\nclasses = (df['class_name']).values\nTitle = \" \".join(i for i in classes)\n\nwordcloud = WordCloud(width=400, height=400, max_font_size=50,\n                      max_words=800, colormap=\"Dark2\", background_color='white').generate(Title).generate(Title)\n\nplt.title('Class labels')\nplt.imshow(wordcloud, interpolation='bilinear')\nplt.axis(\"off\")","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-11-13T16:41:28.238054Z","iopub.status.idle":"2022-11-13T16:41:28.238427Z","shell.execute_reply.started":"2022-11-13T16:41:28.238243Z","shell.execute_reply":"2022-11-13T16:41:28.238260Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id='LiDARdata'></a>\n\n\n<div style=\"color:white;display:fill;border-radius:15px;\n            font-size:150%;background-image: url(https://img.freepik.com/free-photo/network-connections_1048-7701.jpg?w=900&t=st=1667903311~exp=1667903911~hmac=4fe7e808cbf9667877af9c07ccbd5a88e8d78e1c3c1a85d2aaa48c838fdd74f0);\n            letter-spacing:1.0px\">\n    <p style=\"padding: 12px;color:white;\"><b><b><span style='color:#F1A424'> | 5. </span></b> LiDAR data</b></p>\n</div>\n\n[Table of contents](#table)","metadata":{}},{"cell_type":"code","source":"new_df = df.rename(columns={\"center_x\": \"x\", \"center_y\": \"y\", \"center_z\": \"z\" })\nsample = new_df.sample(frac=0.005, random_state = random_state)\n\n# Taken from https://www.kaggle.com/code/kmader/point-cloud-overview/notebook\nfig, m_axs = plt.subplots(1, 3, figsize = (20, 5))\nax_names = 'xyz'\nfor i, ax in enumerate(m_axs.flatten()):\n    plot_axes = [x for j, x in enumerate(ax_names) if j!=i]\n    ax.scatter(sample[plot_axes[0]],\n                 sample[plot_axes[1]],\n                 s=1\n                )\n    ax.set_xlabel(plot_axes[0])\n    ax.set_ylabel(plot_axes[1])","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-11-13T16:41:28.239414Z","iopub.status.idle":"2022-11-13T16:41:28.239749Z","shell.execute_reply.started":"2022-11-13T16:41:28.239595Z","shell.execute_reply":"2022-11-13T16:41:28.239610Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"fig = plt.figure(figsize=(15,10))\nax = plt.axes(projection='3d')\nax.scatter3D(sample['x'], sample['y'], sample['z'], s=10, color='g', cmap='Greens')  \nax.view_init(10, 230)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-11-13T16:41:28.242681Z","iopub.status.idle":"2022-11-13T16:41:28.243060Z","shell.execute_reply.started":"2022-11-13T16:41:28.242898Z","shell.execute_reply":"2022-11-13T16:41:28.242914Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"fig, ax = plt.subplots(1, 3, figsize=(10, 5))\nparams = [\"width\", \"length\", \"height\"]\n\nfor i, j in enumerate(combinations(params, 2)):\n    sns.scatterplot(x=sample[j[0]], y=sample[j[1]], color='k', ax=ax[i])\n    ax[i].set_xlabel(j[0])\n    ax[i].set_ylabel(j[1])\n\nfig.suptitle('Scatter plot')\nfig.tight_layout()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-11-13T16:41:28.244514Z","iopub.status.idle":"2022-11-13T16:41:28.244881Z","shell.execute_reply.started":"2022-11-13T16:41:28.244693Z","shell.execute_reply":"2022-11-13T16:41:28.244709Z"},"trusted":true},"execution_count":null,"outputs":[]}]}