{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"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)\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","execution":{"iopub.status.busy":"2022-10-15T18:00:45.896899Z","iopub.execute_input":"2022-10-15T18:00:45.897897Z","iopub.status.idle":"2022-10-15T18:00:51.555488Z","shell.execute_reply.started":"2022-10-15T18:00:45.897776Z","shell.execute_reply":"2022-10-15T18:00:51.554561Z"},"trusted":true},"execution_count":1,"outputs":[{"name":"stdout","text":"/kaggle/input/g2net-detecting-continuous-gravitational-waves/sample_submission.csv\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/train_labels.csv\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/518949f96.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/bf06b17c8.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/c24c73851.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/42a3b2de1.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/7c654565d.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/b3d086b3e.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/4ec4b6776.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/1031d1f36.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/03b599d01.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/82ebf844f.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/bb6f754e4.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/79a0e8448.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/fc0cdb276.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/c703a1ac7.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/a51035b48.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/46b2dcb51.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/6d16d5a37.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/5e6efcc1e.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/c1e35f009.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/9d5af1c53.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/162395d96.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/65e78b1d2.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/9a0e48c5c.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/e5d4d6811.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/e109dc0eb.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/9e35bca73.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/7aced34e4.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/a50dce606.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/809de329a.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/e53baf796.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/d754b6e93.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/d5cd4c0b9.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/657ebf705.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/3d3ece2ca.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/114c6179c.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/a48b5e743.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/e49b6e46c.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/450f0b42f.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/1a19ecba2.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/e3d94f61b.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/174f903ee.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/785001f55.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/162ed9a53.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/a0e34369c.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/974d7745b.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/b21bf0ac4.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/e541abebb.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/e07f99008.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/f3b410908.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/27ba828fc.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/3846c80d2.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/af12201f6.hdf5\n/kaggle/input/g2net-detecting-continuous-gravitational-waves/test/7f36dfaf2.hdf5\n/kaggle/input/g2n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-m pip install gwpy\n# !pip install astropy==4.2.1\n!pip install astropy\n!pip install nnAudio\n","metadata":{"execution":{"iopub.status.busy":"2022-10-15T18:00:51.557681Z","iopub.execute_input":"2022-10-15T18:00:51.558391Z","iopub.status.idle":"2022-10-15T18:01:33.853955Z","shell.execute_reply.started":"2022-10-15T18:00:51.558344Z","shell.execute_reply":"2022-10-15T18:01:33.852763Z"},"trusted":true},"execution_count":2,"outputs":[{"name":"stdout","text":"Collecting gwpy\n  Downloading gwpy-3.0.0-py2.py3-none-any.whl (1.4 MB)\n\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.4/1.4 MB\u001b[0m \u001b[31m4.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m0m\n\u001b[?25hRequirement already satisfied: matplotlib>=3.3.0 in /opt/conda/lib/python3.7/site-packages (from gwpy) (3.5.3)\nRequirement already satisfied: astropy>=4.3.0 in /opt/conda/lib/python3.7/site-packages (from gwpy) (4.3.1)\nCollecting gwdatafind>=1.1.0\n  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cryptography>=2.3->igwn-auth-utils>=0.3.1->gwdatafind>=1.1.0->gwpy) (1.15.0)\nRequirement already satisfied: PyJWT>=1.6.1 in /opt/conda/lib/python3.7/site-packages (from scitokens>=1.7.0->igwn-auth-utils>=0.3.1->gwdatafind>=1.1.0->gwpy) (2.4.0)\nRequirement already satisfied: setuptools in /opt/conda/lib/python3.7/site-packages (from scitokens>=1.7.0->igwn-auth-utils>=0.3.1->gwdatafind>=1.1.0->gwpy) (59.8.0)\nRequirement already satisfied: pycparser in /opt/conda/lib/python3.7/site-packages (from cffi>=1.12->cryptography>=2.3->igwn-auth-utils>=0.3.1->gwdatafind>=1.1.0->gwpy) (2.21)\nBuilding wheels for collected packages: ligo-segments\n  Building wheel for ligo-segments (setup.py) ... \u001b[?25ldone\n\u001b[?25h  Created wheel for ligo-segments: filename=ligo_segments-1.4.0-cp37-cp37m-linux_x86_64.whl size=99654 sha256=2282107fb105a88cb8ba2e43f9e34d2ee2f8e2dbf70c7833b10f6eb258d26e9e\n  Stored in directory: /root/.cache/pip/wheels/09/f9/d4/129b3bb4458d50b56fdc8245ace7c8216d54865fe8d3aebc05\nSuccessfully built ligo-segments\nInstalling collected packages: safe-netrc, ligotimegps, ligo-segments, gwosc, scitokens, igwn-auth-utils, gwdatafind, dqsegdb2, gwpy\nSuccessfully installed dqsegdb2-1.1.3 gwdatafind-1.1.2 gwosc-0.6.1 gwpy-3.0.0 igwn-auth-utils-0.3.1 ligo-segments-1.4.0 ligotimegps-2.0.1 safe-netrc-1.0.0 scitokens-1.7.2\n\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n\u001b[0mRequirement already satisfied: astropy in /opt/conda/lib/python3.7/site-packages (4.3.1)\nRequirement already satisfied: pyerfa>=1.7.3 in /opt/conda/lib/python3.7/site-packages (from astropy) (2.0.0.1)\nRequirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from astropy) (1.21.6)\nRequirement already satisfied: importlib-metadata in /opt/conda/lib/python3.7/site-packages (from astropy) (4.12.0)\nRequirement already satisfied: typing-extensions>=3.6.4 in /opt/conda/lib/python3.7/site-packages (from importlib-metadata->astropy) (4.3.0)\nRequirement already satisfied: zipp>=0.5 in /opt/conda/lib/python3.7/site-packages (from importlib-metadata->astropy) (3.8.0)\n\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n\u001b[0mCollecting nnAudio\n  Downloading nnAudio-0.3.2-py3-none-any.whl (43 kB)\n\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m43.3/43.3 kB\u001b[0m \u001b[31m553.4 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m \u001b[36m0:00:01\u001b[0m\n\u001b[?25hRequirement already satisfied: scipy in /opt/conda/lib/python3.7/site-packages (from nnAudio) (1.7.3)\nRequirement already satisfied: numpy<1.23.0,>=1.16.5 in /opt/conda/lib/python3.7/site-packages (from scipy->nnAudio) (1.21.6)\nInstalling collected packages: nnAudio\nSuccessfully installed nnAudio-0.3.2\n\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n\u001b[0m","output_type":"stream"}]},{"cell_type":"code","source":"import pandas as pd\nimport seaborn as sns\nfrom scipy import signal\nfrom gwpy.timeseries import TimeSeries\nfrom gwpy.plot import Plot\nimport numpy as np\nfrom sklearn.preprocessing import MinMaxScaler\nfrom PIL import Image\nfrom glob import glob\nfrom matplotlib import pyplot as plt\nimport random\nfrom colorama import Fore, Back, Style\nplt.style.use('ggplot')\nimport warnings\nwarnings.filterwarnings('ignore')\nfrom sklearn.model_selection import train_test_split\n\nfrom tensorflow.keras.utils import Sequence\n\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.layers import Dense, Dropout, Flatten, Conv1D, MaxPool1D, BatchNormalization\nfrom tensorflow.keras.optimizers import RMSprop, Adam\n\nimport torch\nfrom nnAudio.Spectrogram import CQT1992v2","metadata":{"execution":{"iopub.status.busy":"2022-10-15T18:01:33.856599Z","iopub.execute_input":"2022-10-15T18:01:33.857094Z","iopub.status.idle":"2022-10-15T18:01:44.25048Z","shell.execute_reply.started":"2022-10-15T18:01:33.857044Z","shell.execute_reply":"2022-10-15T18:01:44.248942Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"!pip -qq install git+https://github.com/PyFstat/PyFstat@python37","metadata":{"execution":{"iopub.status.busy":"2022-10-15T18:01:44.255548Z","iopub.execute_input":"2022-10-15T18:01:44.256316Z","iopub.status.idle":"2022-10-15T18:02:23.854597Z","shell.execute_reply.started":"2022-10-15T18:01:44.256274Z","shell.execute_reply":"2022-10-15T18:02:23.852992Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"import os\nimport h5py # import to read hdf5\nimport numpy as np\nimport pandas as pd\nfrom glob import glob\nfrom pathlib import Path\nimport matplotlib.pyplot as plt\n%matplotlib inline\n\n# To create graitational waves\nimport pyfstat\nfrom pyfstat.utils import get_sft_as_arrays","metadata":{"execution":{"iopub.status.busy":"2022-10-15T18:02:23.856895Z","iopub.execute_input":"2022-10-15T18:02:23.857384Z","iopub.status.idle":"2022-10-15T18:02:26.124226Z","shell.execute_reply.started":"2022-10-15T18:02:23.857336Z","shell.execute_reply":"2022-10-15T18:02:26.123189Z"},"trusted":true},"execution_count":5,"outputs":[]},{"cell_type":"code","source":"ROOT_DIR = '../input/g2net-detecting-continuous-gravitational-waves'\nos.path.isdir(ROOT_DIR)","metadata":{"execution":{"iopub.status.busy":"2022-10-15T18:02:26.125513Z","iopub.execute_input":"2022-10-15T18:02:26.125833Z","iopub.status.idle":"2022-10-15T18:02:26.134637Z","shell.execute_reply.started":"2022-10-15T18:02:26.125803Z","shell.execute_reply":"2022-10-15T18:02:26.133798Z"},"trusted":true},"execution_count":6,"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"True"},"metadata":{}}]},{"cell_type":"code","source":"df = pd.read_csv(f\"{ROOT_DIR}/train_labels.csv\")\ndf.head()","metadata":{"execution":{"iopub.status.busy":"2022-10-15T18:02:26.136329Z","iopub.execute_input":"2022-10-15T18:02:26.13669Z","iopub.status.idle":"2022-10-15T18:02:26.168586Z","shell.execute_reply.started":"2022-10-15T18:02:26.13666Z","shell.execute_reply":"2022-10-15T18:02:26.167235Z"},"trusted":true},"execution_count":7,"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"          id  target\n0  001121a05       1\n1  004f23b2d       1\n2  00a6db666       1\n3  00f36a6ac       1\n4  010a387db       1","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>target</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>001121a05</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>004f23b2d</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>00a6db666</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>00f36a6ac</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>010a387db</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df.target.value_counts()","metadata":{"execution":{"iopub.status.busy":"2022-10-15T18:02:26.169996Z","iopub.execute_input":"2022-10-15T18:02:26.170307Z","iopub.status.idle":"2022-10-15T18:02:26.186683Z","shell.execute_reply.started":"2022-10-15T18:02:26.170281Z","shell.execute_reply":"2022-10-15T18:02:26.185424Z"},"trusted":true},"execution_count":8,"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":" 1    400\n 0    200\n-1      3\nName: target, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"train_files = glob(f\"{ROOT_DIR}/train/*.hdf5\")\ntrain_files[:5]","metadata":{"execution":{"iopub.status.busy":"2022-10-15T18:02:26.188231Z","iopub.execute_input":"2022-10-15T18:02:26.188694Z","iopub.status.idle":"2022-10-15T18:02:26.20113Z","shell.execute_reply.started":"2022-10-15T18:02:26.188648Z","shell.execute_reply":"2022-10-15T18:02:26.199805Z"},"trusted":true},"execution_count":9,"outputs":[{"execution_count":9,"output_type":"execute_result","data":{"text/plain":"['../input/g2net-detecting-continuous-gravitational-waves/train/0517ef7fe.hdf5',\n '../input/g2net-detecting-continuous-gravitational-waves/train/09531cde3.hdf5',\n '../input/g2net-detecting-continuous-gravitational-waves/train/067b3fb4b.hdf5',\n '../input/g2net-detecting-continuous-gravitational-waves/train/4f61f078b.hdf5',\n '../input/g2net-detecting-continuous-gravitational-waves/train/7c2e38128.hdf5']"},"metadata":{}}]},{"cell_type":"code","source":"DATA_IDX = 0","metadata":{"execution":{"iopub.status.busy":"2022-10-15T18:02:26.205613Z","iopub.execute_input":"2022-10-15T18:02:26.206063Z","iopub.status.idle":"2022-10-15T18:02:26.21032Z","shell.execute_reply.started":"2022-10-15T18:02:26.206026Z","shell.execute_reply":"2022-10-15T18:02:26.209148Z"},"trusted":true},"execution_count":10,"outputs":[]},{"cell_type":"code","source":"# Utility to read hdf5 file\ndef read_data(file: Path):\n    with h5py.File(file, \"r\") as f:\n        filename = file.stem\n        f = f[filename]\n        h1 = f[\"H1\"]\n        l1 = f[\"L1\"]\n        freq_hz = list(f[\"frequency_Hz\"])\n        \n        h1_stft = h1[\"SFTs\"][()]\n        h1_timestamp = h1[\"timestamps_GPS\"][()]\n        # H2 data\n        l1_stft = l1[\"SFTs\"][()]\n        l1_timestamp = l1[\"timestamps_GPS\"][()]\n        \n        return {\n            \"H1\": [h1_stft, h1_timestamp],\n            \"L1\": [l1_stft, l1_timestamp],\n            \"freq_hz\": freq_hz\n        }","metadata":{"execution":{"iopub.status.busy":"2022-10-15T18:02:26.211562Z","iopub.execute_input":"2022-10-15T18:02:26.21203Z","iopub.status.idle":"2022-10-15T18:02:26.224106Z","shell.execute_reply.started":"2022-10-15T18:02:26.211982Z","shell.execute_reply":"2022-10-15T18:02:26.223101Z"},"trusted":true},"execution_count":11,"outputs":[]},{"cell_type":"code","source":"file = Path(train_files[1])\ndata = read_data(file)\nh1_sft, h1_ts = data[\"H1\"]\nl1_sft, l1_ts = data[\"L1\"]\nfreq_hz = data[\"freq_hz\"]","metadata":{"execution":{"iopub.status.busy":"2022-10-15T18:02:26.225536Z","iopub.execute_input":"2022-10-15T18:02:26.226007Z","iopub.status.idle":"2022-10-15T18:02:26.687926Z","shell.execute_reply.started":"2022-10-15T18:02:26.225963Z","shell.execute_reply":"2022-10-15T18:02:26.686333Z"},"trusted":true},"execution_count":12,"outputs":[]},{"cell_type":"code","source":"print(f\"The shape of H1 SFT is: {h1_sft.shape} while that of it's time stamp is: {h1_ts.shape}\")\nprint(f\"The shape of L1 SFT is: {l1_sft.shape} while that of it's time stamp is: {l1_ts.shape}\")\nprint(f\"The shape of frequency Hz is: {np.array(freq_hz).shape}\")","metadata":{"execution":{"iopub.status.busy":"2022-10-15T18:02:26.689343Z","iopub.execute_input":"2022-10-15T18:02:26.689702Z","iopub.status.idle":"2022-10-15T18:02:26.695807Z","shell.execute_reply.started":"2022-10-15T18:02:26.689669Z","shell.execute_reply":"2022-10-15T18:02:26.694696Z"},"trusted":true},"execution_count":13,"outputs":[{"name":"stdout","text":"The shape of H1 SFT is: (360, 4573) while that of it's time stamp is: (4573,)\nThe shape of L1 SFT is: (360, 4504) while that of it's time stamp is: (4504,)\nThe shape of frequency Hz is: (360,)\n","output_type":"stream"}]},{"cell_type":"code","source":"l1_ts","metadata":{"execution":{"iopub.status.busy":"2022-10-15T18:02:26.697219Z","iopub.execute_input":"2022-10-15T18:02:26.697577Z","iopub.status.idle":"2022-10-15T18:02:26.708147Z","shell.execute_reply.started":"2022-10-15T18:02:26.697546Z","shell.execute_reply":"2022-10-15T18:02:26.707238Z"},"trusted":true},"execution_count":14,"outputs":[{"execution_count":14,"output_type":"execute_result","data":{"text/plain":"array([1238171878, 1238173678, 1238175478, ..., 1248547919,\n       1248549719, 1248551519])"},"metadata":{}}]},{"cell_type":"code","source":"from datetime import datetime\nprint(datetime.utcfromtimestamp(l1_ts[0]).strftime('%Y-%m-%d %H:%M:%S'))","metadata":{"execution":{"iopub.status.busy":"2022-10-15T18:02:26.709356Z","iopub.execute_input":"2022-10-15T18:02:26.71002Z","iopub.status.idle":"2022-10-15T18:02:26.718777Z","shell.execute_reply.started":"2022-10-15T18:02:26.709987Z","shell.execute_reply":"2022-10-15T18:02:26.717917Z"},"trusted":true},"execution_count":15,"outputs":[{"name":"stdout","text":"2009-03-27 16:37:58\n","output_type":"stream"}]},{"cell_type":"code","source":"gaps = []\na = l1_ts[0]\nfor b in l1_ts[1:]:\n    gap = b-a\n    a = b\n    gaps.append(gap)\n\nplt.figure(figsize=(20, 5))\nplt.plot(l1_ts[1:], gaps, marker='.');","metadata":{"execution":{"iopub.status.busy":"2022-10-15T18:02:26.720426Z","iopub.execute_input":"2022-10-15T18:02:26.721098Z","iopub.status.idle":"2022-10-15T18:02:27.159386Z","shell.execute_reply.started":"2022-10-15T18:02:26.721062Z","shell.execute_reply":"2022-10-15T18:02:27.15806Z"},"trusted":true},"execution_count":16,"outputs":[]},{"cell_type":"code","source":"len(h1_ts) == len(l1_ts)","metadata":{"execution":{"iopub.status.busy":"2022-10-15T18:02:27.1611Z","iopub.execute_input":"2022-10-15T18:02:27.161498Z","iopub.status.idle":"2022-10-15T18:02:27.177092Z","shell.execute_reply.started":"2022-10-15T18:02:27.161464Z","shell.execute_reply":"2022-10-15T18:02:27.174966Z"},"trusted":true},"execution_count":17,"outputs":[{"execution_count":17,"output_type":"execute_result","data":{"text/plain":"False"},"metadata":{}}]},{"cell_type":"code","source":"!pip install pycbc\nimport matplotlib.pyplot as pp\nfrom pycbc.waveform import get_td_waveform\n\n\nfor apx in ['SEOBNRv4', 'IMRPhenomD']:\n    hp, hc = get_td_waveform(approximant=apx,\n                                 mass1=10,\n                                 mass2=10,\n                                 spin1z=0.9,\n                                 delta_t=1.0/4096,\n                                 f_lower=40)\n\n    pp.plot(hp.sample_times, hp, label=apx)\n\npp.ylabel('Strain')\npp.xlabel('Time (s)')\npp.legend()\npp.show()","metadata":{"execution":{"iopub.status.busy":"2022-10-15T18:05:43.329136Z","iopub.execute_input":"2022-10-15T18:05:43.329624Z","iopub.status.idle":"2022-10-15T18:05:56.209394Z","shell.execute_reply.started":"2022-10-15T18:05:43.329579Z","shell.execute_reply":"2022-10-15T18:05:56.207663Z"},"trusted":true},"execution_count":19,"outputs":[{"name":"stdout","text":"Requirement already satisfied: pycbc in /opt/conda/lib/python3.7/site-packages (2.0.5)\nRequirement already satisfied: h5py>=3.0.0 in /opt/conda/lib/python3.7/site-packages (from pycbc) (3.7.0)\nRequirement already satisfied: ligo-segments in /opt/conda/lib/python3.7/site-packages (from pycbc) (1.4.0)\nRequirement already satisfied: tqdm in /opt/conda/lib/python3.7/site-packages (from pycbc) (4.64.0)\nRequirement already satisfied: Mako>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from pycbc) (1.2.2)\nRequirement already satisfied: matplotlib>=1.5.1 in /opt/conda/lib/python3.7/site-packages (from pycbc) (3.5.3)\nRequirement already satisfied: numpy>=1.16.0 in /opt/conda/lib/python3.7/site-packages (from pycbc) (1.21.6)\nRequirement already satisfied: pillow in /opt/conda/lib/python3.7/site-packages (from pycbc) (9.1.1)\nRequirement already satisfied: astropy!=4.0.5,!=4.2.1,>=2.0.3 in /opt/conda/lib/python3.7/site-packages (from pycbc) (4.3.1)\nRequirement already satisfied: scipy>=0.16.0 in /opt/conda/lib/python3.7/site-packages (from pycbc) (1.7.3)\nRequirement already satisfied: mpld3>=0.3 in /opt/conda/lib/python3.7/site-packages (from pycbc) (0.5.8)\nRequirement already satisfied: jinja2 in /opt/conda/lib/python3.7/site-packages (from pycbc) (3.1.2)\nRequirement already satisfied: lscsoft-glue>=1.59.3 in /opt/conda/lib/python3.7/site-packages (from pycbc) (3.0.1)\nRequirement already satisfied: cython>=0.29 in /opt/conda/lib/python3.7/site-packages (from pycbc) (0.29.32)\nRequirement already satisfied: pegasus-wms.api>=5.0.1 in /opt/conda/lib/python3.7/site-packages (from pycbc) (5.0.2)\nRequirement already satisfied: lalsuite!=7.2 in /opt/conda/lib/python3.7/site-packages (from pycbc) (7.5)\nRequirement already satisfied: beautifulsoup4>=4.6.0 in /opt/conda/lib/python3.7/site-packages (from pycbc) (4.11.1)\nRequirement already satisfied: setuptools in /opt/conda/lib/python3.7/site-packages (from pycbc) (59.8.0)\nRequirement already satisfied: gwdatafind in /opt/conda/lib/python3.7/site-packages (from pycbc) (1.1.2)\nRequirement already satisfied: python-ligo-lw>=1.7.0 in /opt/conda/lib/python3.7/site-packages (from pycbc) (1.8.3)\nRequirement already satisfied: importlib-metadata in /opt/conda/lib/python3.7/site-packages (from astropy!=4.0.5,!=4.2.1,>=2.0.3->pycbc) (4.12.0)\nRequirement already satisfied: pyerfa>=1.7.3 in /opt/conda/lib/python3.7/site-packages (from astropy!=4.0.5,!=4.2.1,>=2.0.3->pycbc) (2.0.0.1)\nRequirement already satisfied: soupsieve>1.2 in /opt/conda/lib/python3.7/site-packages (from beautifulsoup4>=4.6.0->pycbc) (2.3.1)\nRequirement already satisfied: python-dateutil in /opt/conda/lib/python3.7/site-packages (from lalsuite!=7.2->pycbc) (2.8.2)\nRequirement already satisfied: pyOpenSSL in /opt/conda/lib/python3.7/site-packages (from lscsoft-glue>=1.59.3->pycbc) (22.0.0)\nRequirement already satisfied: pyRXP in /opt/conda/lib/python3.7/site-packages (from lscsoft-glue>=1.59.3->pycbc) (3.0.1)\nRequirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from lscsoft-glue>=1.59.3->pycbc) (1.15.0)\nRequirement already satisfied: MarkupSafe>=0.9.2 in /opt/conda/lib/python3.7/site-packages (from Mako>=1.0.1->pycbc) (2.1.1)\nRequirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=1.5.1->pycbc) (0.11.0)\nRequirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=1.5.1->pycbc) (3.0.9)\nRequirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=1.5.1->pycbc) (1.4.3)\nRequirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=1.5.1->pycbc) (4.33.3)\nRequirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=1.5.1->pycbc) (21.3)\nRequirement already satisfied: pegasus-wms.common in /opt/conda/lib/python3.7/site-packages (from pegasus-wms.api>=5.0.1->pycbc) (5.0.2)\nRequirement already satisfied: pyyaml in /opt/conda/lib/python3.7/site-packages (from python-ligo-lw>=1.7.0->pycbc) (6.0)\nRequirement already satisfied: igwn-auth-utils>=0.3.1 in /opt/conda/lib/python3.7/site-packages (from gwdatafind->pycbc) (0.3.1)\nRequirement already satisfied: requests>=2.14 in /opt/conda/lib/python3.7/site-packages (from igwn-auth-utils>=0.3.1->gwdatafind->pycbc) (2.28.1)\nRequirement already satisfied: cryptography>=2.3 in /opt/conda/lib/python3.7/site-packages (from igwn-auth-utils>=0.3.1->gwdatafind->pycbc) (37.0.2)\nRequirement already satisfied: safe-netrc>=1.0.0 in /opt/conda/lib/python3.7/site-packages (from igwn-auth-utils>=0.3.1->gwdatafind->pycbc) (1.0.0)\nRequirement already satisfied: scitokens>=1.7.0 in /opt/conda/lib/python3.7/site-packages (from igwn-auth-utils>=0.3.1->gwdatafind->pycbc) (1.7.2)\nRequirement already satisfied: typing-extensions in /opt/conda/lib/python3.7/site-packages (from kiwisolver>=1.0.1->matplotlib>=1.5.1->pycbc) (4.3.0)\nRequirement already satisfied: zipp>=0.5 in /opt/conda/lib/python3.7/site-packages (from importlib-metadata->astropy!=4.0.5,!=4.2.1,>=2.0.3->pycbc) (3.8.0)\nRequirement already satisfied: cffi>=1.12 in /opt/conda/lib/python3.7/site-packages (from cryptography>=2.3->igwn-auth-utils>=0.3.1->gwdatafind->pycbc) (1.15.0)\nRequirement already satisfied: urllib3<1.27,>=1.21.1 in /opt/conda/lib/python3.7/site-packages (from requests>=2.14->igwn-auth-utils>=0.3.1->gwdatafind->pycbc) (1.26.12)\nRequirement already satisfied: charset-normalizer<3,>=2 in /opt/conda/lib/python3.7/site-packages (from requests>=2.14->igwn-auth-utils>=0.3.1->gwdatafind->pycbc) (2.1.0)\nRequirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.7/site-packages (from requests>=2.14->igwn-auth-utils>=0.3.1->gwdatafind->pycbc) (3.3)\nRequirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.7/site-packages (from requests>=2.14->igwn-auth-utils>=0.3.1->gwdatafind->pycbc) (2022.6.15.2)\nRequirement already satisfied: PyJWT>=1.6.1 in /opt/conda/lib/python3.7/site-packages (from scitokens>=1.7.0->igwn-auth-utils>=0.3.1->gwdatafind->pycbc) (2.4.0)\nRequirement already satisfied: pycparser in /opt/conda/lib/python3.7/site-packages (from cffi>=1.12->cryptography>=2.3->igwn-auth-utils>=0.3.1->gwdatafind->pycbc) (2.21)\n\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n\u001b[0m","output_type":"stream"}]}]}