{"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":"Published on January 19, 2023 by Marília Prata, mpwolke","metadata":{}},{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n\nimport plotly.express as px\nimport plotly.graph_objs as go\nfrom plotly.offline import iplot\n\nimport warnings\nwarnings.filterwarnings(\"ignore\")\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2023-01-20T21:57:17.190017Z","iopub.execute_input":"2023-01-20T21:57:17.190763Z","iopub.status.idle":"2023-01-20T21:57:19.188670Z","shell.execute_reply.started":"2023-01-20T21:57:17.190587Z","shell.execute_reply":"2023-01-20T21:57:19.187627Z"},"collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#Competition Citation\n\n@misc{icecube-neutrinos-in-deep-ice,\n\n    author = {Ashley Chow, HCL-Rantig, Ignacio Taboada, Lukas Heinrich, Marco Barden, \n    Philipp Eller, Rasmus Ørsøe, Sohier Dane},\n    \n    title = {IceCube - Neutrinos in Deep Ice},\n    \n    publisher = {Kaggle},\n    \n    year = {2023},\n    \n    url = {https://kaggle.com/competitions/icecube-neutrinos-in-deep-ice}\n}","metadata":{}},{"cell_type":"markdown","source":"![](https://brianwhitworth.com/wp-content/uploads/2019/02/Figure-4-24.png)https://brianwhitworth.com/quantum-realism-4-7-2-neutrino-asymmetry/","metadata":{}},{"cell_type":"markdown","source":"#Goal of the Competition\n\n\"The goal of this competition is to predict a neutrino particle’s direction. You will develop a model based on data from the \"IceCube\" detector, which observes the cosmos from deep within the South Pole ice.\"\n\n\"Your work could help scientists better understand exploding stars, gamma-ray bursts, and cataclysmic phenomena involving black holes, neutron stars and the fundamental properties of the neutrino itself.\"\n\nhttps://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/overview","metadata":{}},{"cell_type":"code","source":"df = pd.read_csv(\"/kaggle/input/icecube-neutrinos-in-deep-ice/sensor_geometry.csv\", delimiter=',', encoding='ISO-8859-2')\npd.set_option('display.max_columns', None)\ndf.head()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T21:30:27.796035Z","iopub.execute_input":"2023-01-20T21:30:27.797257Z","iopub.status.idle":"2023-01-20T21:30:27.836617Z","shell.execute_reply.started":"2023-01-20T21:30:27.797192Z","shell.execute_reply":"2023-01-20T21:30:27.835273Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#Since many plotted 3D, Let's go with the flow and make one too. ","metadata":{}},{"cell_type":"code","source":"#Code by Anmorgul https://www.kaggle.com/anmorgul/strange-pattern-cottonwood-willow\n#https://www.kaggle.com/code/mpwolke/roosevelt-forest-of-northern-colorado-charts\n\nfor i in range(4,5):\n    fig = px.scatter_3d(df, x='x', y='y', z='z',\n                  color='sensor_id', size_max=8, width=1000, height=800, opacity=0.9, template=\"plotly_dark\")\n    fig.update_layout(\n        font_size=8,\n        legend_font_size=16,)\n    fig.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-01-20T21:32:22.530620Z","iopub.execute_input":"2023-01-20T21:32:22.531317Z","iopub.status.idle":"2023-01-20T21:32:23.900766Z","shell.execute_reply.started":"2023-01-20T21:32:22.531248Z","shell.execute_reply":"2023-01-20T21:32:23.899414Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import pyarrow.parquet as pq","metadata":{"execution":{"iopub.status.busy":"2023-01-20T21:58:14.219553Z","iopub.execute_input":"2023-01-20T21:58:14.220008Z","iopub.status.idle":"2023-01-20T21:58:14.225258Z","shell.execute_reply.started":"2023-01-20T21:58:14.219972Z","shell.execute_reply":"2023-01-20T21:58:14.224274Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#Reading the entire parquet file is a one liner. Parquet will handle the parallelization and recover the original int8 datatype.","metadata":{}},{"cell_type":"code","source":"meta = pq.read_pandas('../input/icecube-neutrinos-in-deep-ice/train_meta.parquet').to_pandas()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T21:58:33.228459Z","iopub.execute_input":"2023-01-20T21:58:33.228891Z","iopub.status.idle":"2023-01-20T21:58:58.284420Z","shell.execute_reply.started":"2023-01-20T21:58:33.228856Z","shell.execute_reply":"2023-01-20T21:58:58.283121Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#Note that each column contains a single 131953924 measurement signal.","metadata":{}},{"cell_type":"code","source":"meta.info()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T21:32:43.562558Z","iopub.execute_input":"2023-01-20T21:32:43.562984Z","iopub.status.idle":"2023-01-20T21:32:43.580032Z","shell.execute_reply.started":"2023-01-20T21:32:43.562949Z","shell.execute_reply":"2023-01-20T21:32:43.578821Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#Neutrino Asymmetry\n\nBy Brian Whitworth 2023\n\n\"In our world, changing direction changes the values but not the equations and this spatial symmetry is basic to physics itself. Yet neutrinos violate this principle because they always spin left-handed, an asymmetry that is reflected neither in the world we see nor the laws that describe it. As Pauli said:\"\n\n“I cannot believe God is a weak left hander” (Lederma & Teresi, 2012) (p. 256)\"\n\n\"All neutrinos are left-handed and all anti-neutrinos are right-handed. While electrons spin either way, a neutrino reversing direction still spins left and an anti-neutrino reversing direction still spins right.\"\n\n\"The standard model can’t explain why neutrinos spin the same way when they reverse direction or why changing a neutrino’s spin makes it an anti-neutrino. That the mirror image of a neutrino isn’t a neutrino contradicts spatial symmetry.\"\n\nhttps://brianwhitworth.com/quantum-realism-4-7-2-neutrino-asymmetry/","metadata":{}},{"cell_type":"code","source":"meta.columns[:6]","metadata":{"execution":{"iopub.status.busy":"2023-01-20T21:32:51.919099Z","iopub.execute_input":"2023-01-20T21:32:51.919546Z","iopub.status.idle":"2023-01-20T21:32:51.927823Z","shell.execute_reply.started":"2023-01-20T21:32:51.919510Z","shell.execute_reply":"2023-01-20T21:32:51.926572Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#Load a subset of the data\n\n\"If we wanted to instead load a subset of the data, we could load the metadata file to get the names of a few signals of interest. However, since the column names are just the column enumerations, we'll skip that step for now and just load the first five.\"\n\nhttps://www.kaggle.com/code/sohier/reading-the-data-with-python","metadata":{}},{"cell_type":"markdown","source":"That below didn't work.","metadata":{}},{"cell_type":"code","source":"#By Sohier Dane https://www.kaggle.com/code/sohier/reading-the-data-with-python\n\nsubset_meta = pq.read_pandas('../input/icecube-neutrinos-in-deep-ice/train_meta.parquet', columns=[str(i) for i in range(6)]).to_pandas()","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2023-01-20T21:20:16.178723Z","iopub.execute_input":"2023-01-20T21:20:16.179670Z","iopub.status.idle":"2023-01-20T21:20:16.421081Z","shell.execute_reply.started":"2023-01-20T21:20:16.179630Z","shell.execute_reply":"2023-01-20T21:20:16.419229Z"},"collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#That will work adding columns in a list","metadata":{}},{"cell_type":"code","source":"#By Ioannis M (I added columns one by one)\n\nsubset_meta = pq.read_pandas('../input/icecube-neutrinos-in-deep-ice/train_meta.parquet', columns = ['batch_id', 'event_id', 'first_pulse_index', 'last_pulse_index', 'azimuth', 'zenith']).to_pandas()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T21:23:02.988551Z","iopub.execute_input":"2023-01-20T21:23:02.990041Z","iopub.status.idle":"2023-01-20T21:23:23.412928Z","shell.execute_reply.started":"2023-01-20T21:23:02.989992Z","shell.execute_reply":"2023-01-20T21:23:23.411869Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#Thank you Ioannis M (imeintanis) for fixing the line above adding columns list instead of what was on the original code.\n\nI have No clue how to fix that ArrowInvalid Error above. Even after searching on StackOverflow.","metadata":{}},{"cell_type":"code","source":"subset_meta.info()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T21:35:00.739647Z","iopub.execute_input":"2023-01-20T21:35:00.740109Z","iopub.status.idle":"2023-01-20T21:35:00.751964Z","shell.execute_reply.started":"2023-01-20T21:35:00.740075Z","shell.execute_reply":"2023-01-20T21:35:00.751066Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"subset_meta.head()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T21:35:28.376134Z","iopub.execute_input":"2023-01-20T21:35:28.376557Z","iopub.status.idle":"2023-01-20T21:35:28.389158Z","shell.execute_reply.started":"2023-01-20T21:35:28.376524Z","shell.execute_reply":"2023-01-20T21:35:28.388351Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"meta.tail()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T21:17:54.498616Z","iopub.execute_input":"2023-01-20T21:17:54.499057Z","iopub.status.idle":"2023-01-20T21:17:54.528018Z","shell.execute_reply.started":"2023-01-20T21:17:54.499020Z","shell.execute_reply":"2023-01-20T21:17:54.526804Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#Submission","metadata":{}},{"cell_type":"code","source":"submission = pq.read_pandas('../input/icecube-neutrinos-in-deep-ice/sample_submission.parquet').to_pandas()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T21:36:17.666579Z","iopub.execute_input":"2023-01-20T21:36:17.667044Z","iopub.status.idle":"2023-01-20T21:36:17.682752Z","shell.execute_reply.started":"2023-01-20T21:36:17.667007Z","shell.execute_reply":"2023-01-20T21:36:17.681675Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"submission.head()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T21:36:25.154483Z","iopub.execute_input":"2023-01-20T21:36:25.154876Z","iopub.status.idle":"2023-01-20T21:36:25.165539Z","shell.execute_reply.started":"2023-01-20T21:36:25.154847Z","shell.execute_reply":"2023-01-20T21:36:25.164461Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#Read only one Batch","metadata":{}},{"cell_type":"code","source":"train = pq.read_pandas('../input/icecube-neutrinos-in-deep-ice/train/batch_240.parquet').to_pandas()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T21:36:34.357513Z","iopub.execute_input":"2023-01-20T21:36:34.357936Z","iopub.status.idle":"2023-01-20T21:36:37.567915Z","shell.execute_reply.started":"2023-01-20T21:36:34.357899Z","shell.execute_reply":"2023-01-20T21:36:37.566991Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.head()","metadata":{"execution":{"iopub.status.busy":"2023-01-20T21:36:42.679089Z","iopub.execute_input":"2023-01-20T21:36:42.679487Z","iopub.status.idle":"2023-01-20T21:36:42.692616Z","shell.execute_reply.started":"2023-01-20T21:36:42.679457Z","shell.execute_reply":"2023-01-20T21:36:42.691306Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#Auxiliary Bool\n\n\"True, the pulse was not fully digitized, is of lower quality, and was more likely to originate from noise. If False, then this pulse was contributed to the trigger decision and the pulse was fully digitized.\"\n\nhttps://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/data?select=sensor_geometry.csv","metadata":{}},{"cell_type":"code","source":"#Code by Lucas Abrahão https://www.kaggle.com/lucasabrahao/trabalho-manufatura-an-lise-de-dados-no-brasil\n\ntrain[\"auxiliary\"].value_counts().plot.barh(color=['blue', '#f5005a'], title='Digitized Pulses');","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-01-20T21:36:49.055034Z","iopub.execute_input":"2023-01-20T21:36:49.055450Z","iopub.status.idle":"2023-01-20T21:36:49.485713Z","shell.execute_reply.started":"2023-01-20T21:36:49.055417Z","shell.execute_reply":"2023-01-20T21:36:49.484582Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#Why neutrinos always spin left and anti-neutrinos always spin right.\n\n\"Since a neutrino processing in reverse is an anti-neutrino, they always have right-handed spin for the same reason that neutrinos always spin left. The mirror image of a particle should be the same particle but the mirror image of a neutrino’s processing is not the same by the asymmetry that created our matter universe. A quantum processing model explains why neutrinos always spin left and anti-neutrinos always spin right.\"\n\nBy Brian Whitworth 2023\n\nhttps://brianwhitworth.com/quantum-realism-4-7-2-neutrino-asymmetry/","metadata":{}},{"cell_type":"markdown","source":"#The Target columns: Azimuth and Zenith\n\n\"the [azimuth/zenith] angle in radians of the neutrino. A value between 0 and 2*pi for the azimuth and 0 and pi for zenith. The target columns. Not provided for the test set. The direction vector represented by zenith and azimuth points to where the neutrino came from.\"\n\nhttps://www.kaggle.com/competitions/icecube-neutrinos-in-deep-ice/data","metadata":{}},{"cell_type":"markdown","source":"#Deep Convolutional Networks and Azimuth/Zenith\n\nDeep learning reconstruction in ANTARES\n\nAuthors: J. García-Méndez, N. Geißelbrecht, T. Eberl, M. Ardid, and S. Ardid,\non behalf of the ANTARES collaboration\n\n\"They explored different architectures and network parameters. To diminish over-fitting during training, the authors considered early stopping with a patience of 10 epochs, for a maximum of 150 training epochs. In each epoch, learning batches of 64 input elements were considered. They used the Adam algorithm as the learning optimizer because it is able to dynamically regulate the learning rate, which was initialized at 0.001.\"\n\n\"For the Zenith prediction, the authors scaled the tanh activation function for 𝜇, so that its value lay in [0, 𝜋] radians. No scaling was necessary for the prediction of the Azimuth since its estimation was derived from the Cartesian XY components of the unit vector.\"\n\n\"Their DCN clearly outperforms the conventional BBfit reconstruction method of ANTARES. The DCN method results in a significantly larger proportion of low errors for the Zenith angle and a first estimation for the Azimuth angle, which was previously missing for single-line events.\"\n\n![image.png](attachment:dd6f59a4-b2bf-43ce-94e1-737cee1900f0.png)\n\nhttps://arxiv.org/pdf/2107.13654.pdf","metadata":{},"attachments":{"dd6f59a4-b2bf-43ce-94e1-737cee1900f0.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"#I allocated to much memory\n\nI wish I could make some of the charts above, however to make a simple regplot/lineplot my Notebook allocated too much memory and stopped. Then, I'm satisfied to plot Jirka's Borovec histogram bellow. ","metadata":{}},{"cell_type":"code","source":"#By Jirka Borovec https://www.kaggle.com/code/jirkaborovec/icecube-eda-3d-interactive-viewer/notebook\n\nmeta[[\"azimuth\", \"zenith\"]].plot.hist(bins=50, alpha=0.5, figsize=(10, 3), color=['blue', '#f5005a']);","metadata":{"execution":{"iopub.status.busy":"2023-01-20T21:40:43.723786Z","iopub.execute_input":"2023-01-20T21:40:43.725082Z","iopub.status.idle":"2023-01-20T21:41:29.879475Z","shell.execute_reply.started":"2023-01-20T21:40:43.725039Z","shell.execute_reply":"2023-01-20T21:41:29.878136Z"},"_kg_hide-input":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#Has Ice Cube seen a Neutrino going in his direction?\n\n![](https://media.tenor.com/odeZtGvRGXMAAAAd/damn-ice-cube.gif)https://tenor.com/pt-BR/view/damn-ice-cube-chris-tucker-friday-gif-15588941","metadata":{}},{"cell_type":"markdown","source":"#Acknowledgements:\n\nSohier Dane https://www.kaggle.com/code/sohier/reading-the-data-with-python\n\nJirka Borovec https://www.kaggle.com/code/jirkaborovec/icecube-eda-3d-interactive-viewer/notebook\n\nLucas Abrahão https://www.kaggle.com/lucasabrahao/trabalho-manufatura-an-lise-de-dados-no-brasil\n\nAnmorgul https://www.kaggle.com/anmorgul/strange-pattern-cottonwood-willow","metadata":{}}]}