1065 lines
538 KiB
Plaintext
1065 lines
538 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 139,
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"id": "eea46721-2898-411d-a80c-a908030c6977",
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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 matplotlib.pyplot as plt\n",
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"import geopandas as gpd\n",
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"import pandas as pd\n",
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"from shapely.geometry import Point, Polygon"
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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": 140,
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"id": "17f63fe2-e5f6-48a3-94f8-74ef660b2868",
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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.image.AxesImage at 0x7f8391dc35b0>"
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]
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},
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"execution_count": 140,
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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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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"ori_data = np.load('./np_data/20200220.npy')\n",
|
|
"data = ori_data[:,:,0].copy()\n",
|
|
"plt.imshow(data, cmap='RdYlGn_r')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "326b7241-afc8-43ce-b15e-3154fbeaa2d6",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "d9248def-25ef-4ae9-8425-d3a4e851afda",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.image.AxesImage at 0x7fea807c26d0>"
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"data = ori_data[:,:,0].copy()\n",
|
|
"plt.imshow(data)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "d41b956d-03af-46df-8ec1-ef9fa5503ccf",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 0 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.clf()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "bef156fa-d565-4ce8-ab33-4da917342eb1",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# 创建一个190x110的经纬度网格\n",
|
|
"lon_min, lat_min = 114.025, 33.525\n",
|
|
"lon_max, lat_max = 123.475, 38.975\n",
|
|
"lon_step = (lon_max - lon_min) / 190\n",
|
|
"lat_step = (lat_max - lat_min) / 110"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "1eb83907-4dff-497a-b481-3624a062a134",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"lons = np.linspace(lon_min, lon_max, 190)\n",
|
|
"lats = np.linspace(lat_min, lat_max, 110)\n",
|
|
"lon_grid, lat_grid = np.meshgrid(lons, lats)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "9bf5b19f-0776-4562-a194-039e10e4c5e3",
|
|
"metadata": {
|
|
"scrolled": true,
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# 初始化一个空的GeoDataFrame\n",
|
|
"gdf = gpd.GeoDataFrame(columns=['geometry', 'value'])\n",
|
|
"\n",
|
|
"# 将网格转换为多边形并添加到GeoDataFrame\n",
|
|
"for i in range(lat_grid.shape[0] - 1):\n",
|
|
" for j in range(lat_grid.shape[1] - 1):\n",
|
|
" polygon = Polygon([\n",
|
|
" (lon_grid[i, j], lat_grid[i, j]),\n",
|
|
" (lon_grid[i, j+1], lat_grid[i, j+1]),\n",
|
|
" (lon_grid[i+1, j+1], lat_grid[i+1, j+1]),\n",
|
|
" (lon_grid[i+1, j], lat_grid[i+1, j])\n",
|
|
" ])\n",
|
|
" # 使用concat而不是append\n",
|
|
" gdf = pd.concat([gdf, gpd.GeoDataFrame({'geometry': [polygon], 'value': [data[i, j]]})], ignore_index=True)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "68817ef0-79d8-49e6-ada4-152f746d5e3c",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_7233/3979395723.py:2: FutureWarning: The geopandas.dataset module is deprecated and will be removed in GeoPandas 1.0. You can get the original 'naturalearth_lowres' data from https://www.naturalearthdata.com/downloads/110m-cultural-vectors/.\n",
|
|
" world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# 读取世界地图\n",
|
|
"world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"id": "8157b80b-a758-44f2-9739-62439b254786",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x1000 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots(1, 1, figsize=(10, 10))\n",
|
|
"world.plot(ax=ax, color='white', edgecolor='black')\n",
|
|
"\n",
|
|
"# 绘制网格\n",
|
|
"gdf.plot(ax=ax, column='value', legend=False, cmap='RdYlGn_r')\n",
|
|
"# 设置地图范围\n",
|
|
"ax.set_xlim(lon_min, lon_max)\n",
|
|
"ax.set_ylim(lat_min, lat_max)\n",
|
|
"plt.savefig('./origin.png', bbox_inches='tight')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "f98c3cb6-a13e-4b59-93f7-17706c5ef975",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
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"execution_count": 6,
|
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"id": "93c8c793-10bd-4e8c-aab8-7317103979b1",
|
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"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import os\n",
|
|
"show_list = os.listdir('./out_mat/96/train/')"
|
|
]
|
|
},
|
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{
|
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"cell_type": "code",
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"execution_count": 23,
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"id": "79d57a73-909c-4c69-aa1a-82c04233b50e",
|
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"metadata": {},
|
|
"outputs": [],
|
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"source": [
|
|
"val_list = [x for x in show_list if '20201106' in x]"
|
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]
|
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},
|
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{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
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"id": "b6f213fe-5f61-4c32-a475-25d421b7f440",
|
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"metadata": {},
|
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"outputs": [],
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"source": []
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},
|
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{
|
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"cell_type": "code",
|
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"execution_count": 68,
|
|
"id": "0306308d-d578-4114-9bfb-e2ffc2e87219",
|
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"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 0 Axes>"
|
|
]
|
|
},
|
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"metadata": {},
|
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"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for i, p in enumerate(val_list):\n",
|
|
" if i >= 10:\n",
|
|
" break\n",
|
|
" val_data = np.load(f'./out_mat/96/train/{p}')[:,:,0]\n",
|
|
" plt.imshow(val_data, cmap='RdYlGn_r')\n",
|
|
" plt.savefig(f'./figures/full/{i}.png', bbox_inches='tight')\n",
|
|
" plt.clf()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 69,
|
|
"id": "0e9bf439-bc45-4ffd-823c-153e0361d360",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"['20200503-439.jpg',\n",
|
|
" '20201212-1053.jpg',\n",
|
|
" '20200416-1333.jpg',\n",
|
|
" '20200505-626.jpg',\n",
|
|
" '20200516-624.jpg']"
|
|
]
|
|
},
|
|
"execution_count": 69,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"masks = [x for x in os.listdir('./out_mat/96/mask/30/')][:5]\n",
|
|
"masks"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 70,
|
|
"id": "4a69e0ab-cf00-402e-84f6-821ea5edd1e2",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"['20201106-859.npy',\n",
|
|
" '20201106-866.npy',\n",
|
|
" '20201106-1088.npy',\n",
|
|
" '20201106-1142.npy',\n",
|
|
" '20201106-1238.npy']"
|
|
]
|
|
},
|
|
"execution_count": 70,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"new_miss = val_list[5:10]\n",
|
|
"new_miss"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 71,
|
|
"id": "cc86d982-d861-490c-9e5a-b94e9d18d9b1",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import cv2"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 91,
|
|
"id": "847c5cce-8109-48e1-8041-7132e5f9c3b1",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 0 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for img, msk in zip(new_miss, masks):\n",
|
|
" img_np = np.load(f'./out_mat/96/train/{img}')[:,:,0]\n",
|
|
" msk_np = cv2.cvtColor(cv2.imread(f'./out_mat/96/mask/30/{msk}'), cv2.COLOR_BGR2GRAY)\n",
|
|
" msk_np_2 = msk_np.astype(float)\n",
|
|
" msk_np_2[msk_np_2 == 0] = np.nan\n",
|
|
" miss = img_np * msk_np_2\n",
|
|
" plt.imshow(miss, cmap='RdYlGn_r')\n",
|
|
" plt.savefig(f'./figures/miss/{img}.png', bbox_inches='tight')\n",
|
|
" plt.clf()\n",
|
|
" plt.imshow(msk_np_2, cmap='gray')\n",
|
|
" plt.savefig(f'./figures/mask/{img}.png', bbox_inches='tight')\n",
|
|
" plt.clf()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"id": "3aab440a-32d8-4ba3-a729-daebaef80edd",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import os\n",
|
|
"data_list = [x for x in os.listdir('./np_data/') if 'npy' in x]\n",
|
|
"dates = list()\n",
|
|
"miss_rate_list = list()\n",
|
|
"for path in data_list:\n",
|
|
" dates.append(path.split('.')[0].strip())\n",
|
|
" data = np.load(f\"./np_data/{path}\")[:,:,0]\n",
|
|
" miss_rate = (np.isnan(data) * 1).sum() / (data.shape[0] * data.shape[1])\n",
|
|
" miss_rate_list.append(miss_rate)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"id": "904c5576-cdfa-4dc9-b824-21bef037fc7d",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"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>date</th>\n",
|
|
" <th>rate</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>20201116</td>\n",
|
|
" <td>0.14933</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>20200120</td>\n",
|
|
" <td>0.054163</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>20200724</td>\n",
|
|
" <td>0.124641</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>20200622</td>\n",
|
|
" <td>0.364641</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>20200711</td>\n",
|
|
" <td>0.896986</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" date rate\n",
|
|
"0 20201116 0.14933\n",
|
|
"1 20200120 0.054163\n",
|
|
"2 20200724 0.124641\n",
|
|
"3 20200622 0.364641\n",
|
|
"4 20200711 0.896986"
|
|
]
|
|
},
|
|
"execution_count": 28,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"miss_df = pd.DataFrame([dates, miss_rate_list]).T\n",
|
|
"miss_df.columns = ['date', 'rate']\n",
|
|
"miss_df.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"id": "1efb840f-b749-41fa-96d8-35a2f9aa1b9e",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"miss_df.date = pd.to_datetime(miss_df.date)\n",
|
|
"miss_df['month'] = miss_df.date.apply(lambda x: x.month)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 33,
|
|
"id": "45ddaec0-d868-4946-9d6a-e30246b2fdd1",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"month\n",
|
|
"1 0.496714\n",
|
|
"2 0.445747\n",
|
|
"3 0.246096\n",
|
|
"4 0.232876\n",
|
|
"5 0.349770\n",
|
|
"6 0.427705\n",
|
|
"7 0.523877\n",
|
|
"8 0.510536\n",
|
|
"9 0.295989\n",
|
|
"10 0.393019\n",
|
|
"11 0.345657\n",
|
|
"12 0.313314\n",
|
|
"Name: rate, dtype: float64"
|
|
]
|
|
},
|
|
"execution_count": 33,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"miss_df.groupby('month')['rate'].mean()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 34,
|
|
"id": "5b7fea10-889f-448f-b1c4-7900ad3fc202",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import os"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 41,
|
|
"id": "72fc40d6-fd5a-4709-9ab9-f64cd3c9db1d",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"4245"
|
|
]
|
|
},
|
|
"execution_count": 41,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"len(os.listdir('./out_mat/96/mask/50/'))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 69,
|
|
"id": "4623918e-1970-4fc4-8914-23357eb3bbb6",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"with open('./POMINO_data/POMINO_v2.1_daily_20200220.txt', 'r', encoding='utf-8') as fr:\n",
|
|
" d = fr.readlines()\n",
|
|
" dd = [float(x.strip()) for x in d]\n",
|
|
" vcd = np.zeros([160,280])\n",
|
|
" ct = 0\n",
|
|
" for j in range(280):\n",
|
|
" for i in range(160):\n",
|
|
" vcd[i,j] = dd[ct]\n",
|
|
" ct += 1\n",
|
|
" if i == 159:\n",
|
|
" break"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 70,
|
|
"id": "b513f7b7-41e9-461d-9e0d-daf985014c10",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.image.AxesImage at 0x7fea72102820>"
|
|
]
|
|
},
|
|
"execution_count": 70,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.imshow(vcd)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 106,
|
|
"id": "1a285b44-13a9-47c4-873b-d832d54c623e",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(110, 190)"
|
|
]
|
|
},
|
|
"execution_count": 106,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"img1.shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 129,
|
|
"id": "1f1f9fbe-66a6-4f23-980b-2dd74867419c",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"img1 = np.load('./np_data/20200320.npy')[:,:,0]\n",
|
|
"data = img1[:96, -96:].copy()\n",
|
|
"plt.imshow(data, cmap='RdYlGn_r')\n",
|
|
"plt.xticks([])\n",
|
|
"plt.yticks([])\n",
|
|
"plt.savefig('./figures/fig4-ori_and_miss/a.png', bbox_inches='tight')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 130,
|
|
"id": "1e015fff-aaaa-44eb-846c-34079ea633fe",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.imshow(np.isnan(data) * 1, cmap='gray')\n",
|
|
"plt.xticks([])\n",
|
|
"plt.yticks([])\n",
|
|
"plt.savefig('./figures/fig4-ori_and_miss/a-mask.png', bbox_inches='tight')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 137,
|
|
"id": "f86a7a59-4b71-4f39-ae7f-6394daae5308",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"img2 = np.load('./np_data/20200621.npy')\n",
|
|
"data = img2[:,:,0][110-96:110, 20:116].copy()\n",
|
|
"plt.imshow(data, cmap='RdYlGn_r')\n",
|
|
"plt.xticks([])\n",
|
|
"plt.yticks([])\n",
|
|
"plt.savefig('./figures/fig4-ori_and_miss/b.png', bbox_inches='tight')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 138,
|
|
"id": "d45ac436-0e5b-4860-a763-265b84914b7d",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.imshow(np.isnan(data) * 1, cmap='gray')\n",
|
|
"plt.xticks([])\n",
|
|
"plt.yticks([])\n",
|
|
"plt.savefig('./figures/fig4-ori_and_miss/b-mask.png', bbox_inches='tight')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 133,
|
|
"id": "02b56763-e1f5-4091-a708-4d11dbb2ad15",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"img3 = np.load('./np_data/20200922.npy')\n",
|
|
"data = img3[:,:,0][10:106, :96].copy()\n",
|
|
"plt.imshow(data, cmap='RdYlGn_r')\n",
|
|
"plt.xticks([])\n",
|
|
"plt.yticks([])\n",
|
|
"plt.savefig('./figures/fig4-ori_and_miss/c.png', bbox_inches='tight')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 134,
|
|
"id": "45053672-473c-4001-acad-3572f68b3225",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.imshow(np.isnan(data) * 1, cmap='gray')\n",
|
|
"plt.xticks([])\n",
|
|
"plt.yticks([])\n",
|
|
"plt.savefig('./figures/fig4-ori_and_miss/c-mask.png', bbox_inches='tight')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 135,
|
|
"id": "40cfca7f-21ed-49b4-aedd-afc0d2ba8b10",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"img4 = np.load('./np_data/20201221.npy')\n",
|
|
"data = img4[:,:,0][:96, -96:].copy()\n",
|
|
"plt.imshow(data, cmap='RdYlGn_r')\n",
|
|
"plt.xticks([])\n",
|
|
"plt.yticks([])\n",
|
|
"plt.savefig('./figures/fig4-ori_and_miss/d.png', bbox_inches='tight')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 136,
|
|
"id": "264fc468-fc1f-4298-923a-4e0174c052d8",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.imshow(np.isnan(data) * 1, cmap='gray')\n",
|
|
"plt.xticks([])\n",
|
|
"plt.yticks([])\n",
|
|
"plt.savefig('./figures/fig4-ori_and_miss/d-mask.png', bbox_inches='tight')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 166,
|
|
"id": "605f263e-1ef3-4fa7-be74-142c6918d682",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"ori_data_16 = np.load('./np_data/20200220.npy')\n",
|
|
"data = ori_data_16[25:55,65:95,0].copy()\n",
|
|
"plt.imshow(data, cmap='RdYlGn_r')\n",
|
|
"plt.gca().axis('off') # 获取当前坐标轴并关闭\n",
|
|
"plt.savefig('./figures/fig1/color.png', bbox_inches='tight')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 167,
|
|
"id": "b7c0d144-b0f4-427c-b07c-3bb4d4d4be96",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.clf()\n",
|
|
"plt.imshow(data, cmap='gray')\n",
|
|
"plt.gca().axis('off') # 获取当前坐标轴并关闭\n",
|
|
"plt.savefig('./figures/fig1/gray.png', bbox_inches='tight')"
|
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]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 158,
|
|
"id": "7cfe14e9-1f71-4db2-bedf-4ce036c7496a",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(30, 30)"
|
|
]
|
|
},
|
|
"execution_count": 158,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
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"data.shape"
|
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]
|
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},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 164,
|
|
"id": "d2e09df0-a482-4c03-aa3a-bbcca4024c45",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"pd.DataFrame(data.astype(int)).to_csv('./numeric.csv', index=False)"
|
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]
|
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},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 161,
|
|
"id": "2bde0a43-b1ab-4bb4-b77a-6b74373127a3",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
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"8 7 7 7 7 7 6 6 8 9 9 10 10 10 10 9 10 9 9 9 8 8 9 9 8 9 9 9 9 10 \n",
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"8 8 7 7 7 7 7 7 8 9 9 10 10 10 9 9 9 10 10 9 9 9 9 10 9 9 10 10 10 10 \n",
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"8 8 7 8 8 8 8 8 8 8 9 9 10 10 9 9 9 9 10 9 9 9 10 10 10 10 10 11 12 13 \n",
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"9 9 10 9 8 9 9 9 9 9 9 9 9 10 9 9 9 9 8 9 9 9 10 10 10 11 12 14 15 16 \n",
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"10 9 9 10 9 10 11 11 10 11 12 10 11 11 11 10 9 9 8 9 9 9 10 12 12 14 15 17 18 20 \n",
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"8 8 8 10 10 11 12 11 11 13 12 10 11 12 12 11 10 9 8 9 9 10 12 15 16 17 19 22 25 24 \n",
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"8 8 8 9 9 10 11 11 11 13 11 11 11 13 14 13 12 11 10 10 10 12 15 16 18 19 20 21 21 20 \n",
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"7 8 9 9 9 9 10 10 11 10 11 12 16 17 18 19 16 15 13 12 14 15 15 15 16 16 17 18 18 16 \n",
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"7 8 8 9 9 10 10 10 10 11 12 13 16 19 22 25 25 22 16 18 19 18 15 15 15 15 15 15 15 14 \n",
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"8 8 7 8 9 10 12 11 10 11 13 13 15 21 22 24 25 23 19 21 22 19 16 15 14 13 13 12 12 12 \n",
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"10 9 7 8 8 9 10 10 10 11 11 12 15 19 21 22 24 23 22 20 18 16 14 13 12 12 11 11 12 13 \n",
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"9 8 8 9 8 9 10 11 11 12 12 14 17 19 21 20 22 23 23 19 16 15 14 12 12 12 12 11 12 12 \n",
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"10 10 10 10 11 11 11 12 13 14 17 21 24 25 22 22 24 26 25 20 18 19 15 13 12 12 13 13 13 13 \n",
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"10 10 10 12 12 13 13 14 15 17 21 25 28 28 26 25 28 32 27 20 15 17 17 16 15 13 13 13 13 13 \n",
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"10 9 9 13 14 15 15 16 18 22 25 28 31 32 32 28 27 24 20 17 15 16 18 18 17 15 14 14 13 13 \n",
|
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"10 10 12 14 16 17 17 23 27 30 29 30 33 37 35 30 27 23 18 15 15 16 17 17 17 18 17 17 14 13 \n",
|
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"10 11 10 12 15 18 25 33 43 41 36 36 36 37 36 35 29 22 19 17 15 15 16 17 18 19 19 18 16 14 \n",
|
|
"12 13 11 13 15 20 30 39 47 46 39 30 28 30 34 39 31 25 21 18 17 17 17 17 17 17 17 15 16 14 \n",
|
|
"15 14 14 14 16 20 26 38 36 31 26 22 20 21 30 40 36 27 21 20 18 17 17 16 16 15 13 13 13 13 \n",
|
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"16 15 15 15 16 17 17 18 19 20 17 15 13 16 24 28 30 22 18 17 15 15 15 15 15 14 14 14 14 13 \n",
|
|
"18 17 16 16 16 14 12 10 10 13 11 10 10 12 15 18 18 16 13 13 12 11 12 13 15 14 14 15 17 16 \n",
|
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"18 16 17 16 15 10 8 8 8 9 10 9 10 11 12 12 11 10 8 10 9 8 8 11 13 14 14 16 17 16 \n",
|
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"15 12 12 11 9 7 6 7 7 6 7 9 10 9 9 8 7 6 6 6 6 6 7 7 9 12 14 14 14 13 \n",
|
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"9 7 5 6 6 6 6 6 6 5 6 8 10 8 6 5 4 5 5 4 5 6 6 7 7 10 11 11 10 7 \n",
|
|
"4 3 4 4 5 6 7 7 8 7 8 9 11 8 5 5 4 4 4 4 5 6 6 6 7 9 9 6 6 4 \n",
|
|
"4 2 4 5 6 8 10 8 9 9 10 12 11 9 5 4 4 4 3 4 5 5 6 6 6 7 7 5 4 4 \n",
|
|
"3 3 3 5 7 11 15 11 11 11 11 11 12 8 5 4 3 3 3 4 5 5 6 5 5 5 6 6 5 5 \n",
|
|
"4 4 5 7 9 13 14 14 14 11 10 11 15 9 6 4 3 3 4 4 4 4 5 6 6 5 5 7 6 6 \n",
|
|
"4 4 6 8 9 14 16 18 14 10 10 15 17 12 6 4 3 4 3 4 4 3 5 5 5 4 4 6 7 6 \n",
|
|
"4 4 5 5 9 11 13 19 14 10 14 17 15 9 5 4 3 5 5 4 4 4 4 5 5 4 3 4 5 5 \n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"for i in range(data.shape[0]):\n",
|
|
" for j in range(data.shape[1]):\n",
|
|
" print(int(data[i][j]), end=' ')\n",
|
|
" print()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 168,
|
|
"id": "bc1b4e5e-52b5-462c-8fbf-e1ebaeca382f",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"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>train</th>\n",
|
|
" <th>validation</th>\n",
|
|
" <th>test</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>9624</td>\n",
|
|
" <td>1500</td>\n",
|
|
" <td>1743</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>6534</td>\n",
|
|
" <td>1117</td>\n",
|
|
" <td>1150</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>5380</td>\n",
|
|
" <td>840</td>\n",
|
|
" <td>956</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>5211</td>\n",
|
|
" <td>818</td>\n",
|
|
" <td>890</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" train validation test\n",
|
|
"0 9624 1500 1743\n",
|
|
"1 6534 1117 1150\n",
|
|
"2 5380 840 956\n",
|
|
"3 5211 818 890"
|
|
]
|
|
},
|
|
"execution_count": 168,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 169,
|
|
"id": "534dd823-08b2-419f-bb83-10f211fc2533",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "0db4e06f-4027-4e45-809c-b63a2cdfe15b",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
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"kernelspec": {
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"display_name": "Python 3 (ipykernel)",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.8.16"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
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