mirror of
https://github.com/wassname/Volt.git
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175 lines
74 KiB
Plaintext
175 lines
74 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "21eabbd3-cd2d-48dc-ae08-e4088abf5609",
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import pandas as pd\n",
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"from bs4 import BeautifulSoup\n",
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"import requests\n",
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"import matplotlib.pyplot as plt\n",
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"import torch"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "e3b55ef7-21f0-4265-a6cc-4ba4fb905024",
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"metadata": {},
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"outputs": [],
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"source": [
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"base_url = 'https://www.ncei.noaa.gov/pub/data/uscrn/products/subhourly01/2021/'"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "acce1d74-81f9-490e-88d6-f351cc29f489",
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"metadata": {},
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"outputs": [],
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"source": [
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"grab = requests.get(base_url)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "eb774d40-fb46-4c11-80b6-0fadb348a7bd",
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"metadata": {},
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"outputs": [],
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"source": [
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"stn_names = {}\n",
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"stn_lonlat = {}\n",
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"stn_data = {}\n",
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"ndata = 105120\n",
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"stn_id = 0\n",
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"\n",
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"soup = BeautifulSoup(grab.text, 'html.parser')\n",
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"for link in soup.find_all('a'):\n",
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" url = link.get('href')\n",
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" if url[-4:] == '.txt':\n",
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" dat = pd.read_csv(base_url + url,\n",
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" header=None, delim_whitespace=True)\n",
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" if dat.shape[0] == ndata:\n",
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" stn_names[stn_id] = url[17:-4]\n",
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" stn_lonlat[stn_id] = [dat.iloc[0, 6], dat.iloc[0, 7]]\n",
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" stn_data[stn_id] = dat.iloc[:, 21].to_numpy()\n",
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" stn_id += 1"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "81464613-f48c-4341-9c67-7a35c1740b65",
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"metadata": {},
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"outputs": [],
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"source": [
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"full_dat = np.stack( list(stn_data.values()))\n",
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"lonlat = np.array(list(stn_lonlat.values()))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "82066517-6625-4b6c-ad77-73ed32c9525c",
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"metadata": {},
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"outputs": [],
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"source": [
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"full_dat[full_dat == -99.0] = 0."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "29fd2ffd-57c5-4aed-b321-7a9dc3b0b5a4",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<matplotlib.lines.Line2D at 0x7f765db6d250>"
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]
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},
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"execution_count": 7,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 900x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(dpi=150)\n",
|
|
"plt.scatter(lonlat[:, 0], lonlat[:, 1], c=full_dat.mean(-1))\n",
|
|
"plt.axvline(-128)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "03d676dd-4cff-4a12-9b1e-3877242b1ecc",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import pickle as pkl"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "e07bed54-2fe3-4c05-a530-4ae1032b1f60",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"dicts = [stn_names, stn_lonlat, stn_data]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "fbd09e88-8c49-4490-a0a7-f26985ae1366",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"pkl.dump(dicts, open(\"./wind_data.p\", \"wb\"))"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.8.8"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|