This commit is contained in:
Tomasz Grzybowski 2022-05-21 18:47:07 +02:00
parent 37289c1a79
commit ec59e0113c
18 changed files with 22740 additions and 0 deletions

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*~
*.swp
*.bak
*.pyc
*.o
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{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"id": "99f56426",
"metadata": {},
"outputs": [],
"source": [
"# Import required libraries\n",
"import pandas as pd\n",
"import numpy as np \n",
"import matplotlib.pyplot as plt\n",
"import sklearn\n",
"\n",
"# Import necessary modules\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.metrics import mean_squared_error\n",
"from math import sqrt\n",
"\n",
"# Keras specific\n",
"import keras\n",
"from keras.models import Sequential\n",
"from keras.layers import Dense"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "10b8d271",
"metadata": {},
"outputs": [],
"source": [
"in_columns = ['id_stacji', 'nazwa_stacji', 'typ_zbioru', 'rok', 'miesiąc']\n",
"\n",
"df = pd.read_csv('train/in.tsv', names=in_columns, sep='\\t')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "0cd1b792",
"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>id_stacji</th>\n",
" <th>rok</th>\n",
" <th>miesiąc</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>249180010</td>\n",
" <td>1981</td>\n",
" <td>1</td>\n",
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" <td>249180010</td>\n",
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" <tr>\n",
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" <th>4</th>\n",
" <td>249180010</td>\n",
" <td>1981</td>\n",
" <td>5</td>\n",
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" <tr>\n",
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" <td>...</td>\n",
" <td>...</td>\n",
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" <tr>\n",
" <th>8756</th>\n",
" <td>252230120</td>\n",
" <td>2010</td>\n",
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" <tr>\n",
" <th>8757</th>\n",
" <td>252230120</td>\n",
" <td>2010</td>\n",
" <td>10</td>\n",
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" <tr>\n",
" <th>8758</th>\n",
" <td>252230120</td>\n",
" <td>2010</td>\n",
" <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8759</th>\n",
" <td>252230120</td>\n",
" <td>2010</td>\n",
" <td>12</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>8760 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" id_stacji rok miesiąc\n",
"0 249180010 1981 1\n",
"1 249180010 1981 2\n",
"2 249180010 1981 3\n",
"3 249180010 1981 4\n",
"4 249180010 1981 5\n",
"... ... ... ...\n",
"8755 252230120 2010 8\n",
"8756 252230120 2010 9\n",
"8757 252230120 2010 10\n",
"8758 252230120 2010 11\n",
"8759 252230120 2010 12\n",
"\n",
"[8760 rows x 3 columns]"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.drop(['nazwa_stacji','typ_zbioru'], axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "d4fbb03a",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"\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>rainfall</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>19.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>43.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>72.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>25.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>89.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8755</th>\n",
" <td>114.9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8756</th>\n",
" <td>101.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8757</th>\n",
" <td>20.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8758</th>\n",
" <td>93.2</td>\n",
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" <tr>\n",
" <th>8759</th>\n",
" <td>46.9</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>8760 rows × 1 columns</p>\n",
"</div>"
],
"text/plain": [
" rainfall\n",
"0 19.4\n",
"1 43.2\n",
"2 72.2\n",
"3 25.3\n",
"4 89.3\n",
"... ...\n",
"8755 114.9\n",
"8756 101.2\n",
"8757 20.4\n",
"8758 93.2\n",
"8759 46.9\n",
"\n",
"[8760 rows x 1 columns]"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y = pd.read_csv('train/expected.tsv', sep='\\t', names=['rainfall'])\n",
"#y = np.array(y).reshape(1,-1)\n",
"y"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "fdb79c48",
"metadata": {},
"outputs": [],
"source": [
"# Define model\n",
"model = Sequential()\n",
"model.add(Dense(500, input_dim=4, activation= \"relu\"))\n",
"model.add(Dense(100, activation= \"relu\"))\n",
"model.add(Dense(50, activation= \"relu\"))\n",
"model.add(Dense(1))\n",
"#model.summary() #Print model Summary"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "483a10d4",
"metadata": {},
"outputs": [
{
"ename": "ValueError",
"evalue": "could not convert string to float: 'PSZCZYNA'",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_9948/1827701549.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'float32'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[1;31mValueError\u001b[0m: could not convert string to float: 'PSZCZYNA'"
]
}
],
"source": [
"df['id_stacji'] = np.asarray(df['id_stacji']).astype('float32')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "9d7f9ad2",
"metadata": {},
"outputs": [],
"source": [
"y = np.asarray(y).astype('float32')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "10e71137",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(None, 4) <dtype: 'float32'>\n",
"(None, 1) <dtype: 'float32'>\n",
"dense (None, 4) float32\n",
"dense_1 (None, 500) float32\n",
"dense_2 (None, 100) float32\n",
"dense_3 (None, 50) float32\n"
]
},
{
"data": {
"text/plain": [
"[None, None, None, None]"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[print(i.shape, i.dtype) for i in model.inputs]\n",
"[print(o.shape, o.dtype) for o in model.outputs]\n",
"[print(l.name, l.input_shape, l.dtype) for l in model.layers]"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "827c4d74",
"metadata": {},
"outputs": [
{
"ename": "ValueError",
"evalue": "Failed to convert a NumPy array to a Tensor (Unsupported object type int).",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_9948/1196997991.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompile\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mloss\u001b[0m\u001b[1;33m=\u001b[0m \u001b[1;34m\"mean_squared_error\"\u001b[0m \u001b[1;33m,\u001b[0m \u001b[0moptimizer\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"adam\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmetrics\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"mean_squared_error\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mepochs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m20\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[1;32m~\\anaconda3\\lib\\site-packages\\keras\\utils\\traceback_utils.py\u001b[0m in \u001b[0;36merror_handler\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 65\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;31m# pylint: disable=broad-except\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 66\u001b[0m \u001b[0mfiltered_tb\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_process_traceback_frames\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__traceback__\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 67\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfiltered_tb\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 68\u001b[0m \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 69\u001b[0m \u001b[1;32mdel\u001b[0m \u001b[0mfiltered_tb\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m~\\anaconda3\\lib\\site-packages\\tensorflow\\python\\framework\\constant_op.py\u001b[0m in \u001b[0;36mconvert_to_eager_tensor\u001b[1;34m(value, ctx, dtype)\u001b[0m\n\u001b[0;32m 100\u001b[0m \u001b[0mdtype\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdtypes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mas_dtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mas_datatype_enum\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 101\u001b[0m \u001b[0mctx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mensure_initialized\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 102\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mops\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mEagerTensor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mctx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdevice_name\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 103\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 104\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;31mValueError\u001b[0m: Failed to convert a NumPy array to a Tensor (Unsupported object type int)."
]
}
],
"source": [
"model.compile(loss= \"mean_squared_error\" , optimizer=\"adam\", metrics=[\"mean_squared_error\"])\n",
"model.fit(df, y, epochs=20)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f53bf8ef",
"metadata": {},
"outputs": [],
"source": [
"pred_train= model.predict(X_train)\n",
"print(np.sqrt(mean_squared_error(y_train,pred_train)))\n",
"\n",
"pred= model.predict(X_test)\n",
"print(np.sqrt(mean_squared_error(y_test,pred))) "
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.9.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}

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{
"cells": [],
"metadata": {},
"nbformat": 4,
"nbformat_minor": 5
}

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{
"cells": [],
"metadata": {},
"nbformat": 4,
"nbformat_minor": 5
}

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{
"cells": [],
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{
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}

1
config.txt Normal file
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--metric RMSE --metric MAE --in-header in-header.tsv --out-header out-header.tsv --precision 3

21
dataset_splits.tsv Normal file
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WARSZAWA-BIELANY train
JARCZEW train
PUŁTUSK train
JABŁONKA train
LGOTA GÓRNA train
PSZCZYNA train
RÓŻANYSTOK train
STASZÓW train
KOMAŃCZA train
OLECKO train
SOLINA-JAWOR dev-0
LIDZBARK WARMIŃSKI dev-0
BIEBRZA-PIEŃCZYKÓWEK dev-0
MUSZYNA dev-0
CHRZĄSTOWO dev-0
SMOLICE test-A
KRAKÓW-OBSERWATORIUM test-A
KROŚCIENKO test-A
BIAŁOWIEŻA test-A
GORZYŃ test-A
WIELICHOWO test-A
1 WARSZAWA-BIELANY train
2 JARCZEW train
3 PUŁTUSK train
4 JABŁONKA train
5 LGOTA GÓRNA train
6 PSZCZYNA train
7 RÓŻANYSTOK train
8 STASZÓW train
9 KOMAŃCZA train
10 OLECKO train
11 SOLINA-JAWOR dev-0
12 LIDZBARK WARMIŃSKI dev-0
13 BIEBRZA-PIEŃCZYKÓWEK dev-0
14 MUSZYNA dev-0
15 CHRZĄSTOWO dev-0
16 SMOLICE test-A
17 KRAKÓW-OBSERWATORIUM test-A
18 KROŚCIENKO test-A
19 BIAŁOWIEŻA test-A
20 GORZYŃ test-A
21 WIELICHOWO test-A

600
dev-0/expected.tsv Normal file
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32.5
11.8
10.9
52.4
72.3
139.1
245.6
35.4
12.3
59.4
1.2
28.3
41.2
25.0
16.2
67.4
62.1
103.0
300.7
57.3
43.9
59.8
2.5
54.8
28.1
13.4
20.8
9.0
38.4
39.4
116.5
51.0
27.2
19.5
3.4
40.0
23.7
37.1
13.7
29.5
71.2
31.3
206.1
92.0
18.1
16.8
12.5
31.3
34.9
55.2
14.0
26.6
61.0
61.0
221.2
81.1
38.5
40.2
11.8
36.0
64.7
49.1
41.1
34.1
80.0
130.6
141.5
38.1
28.9
46.6
30.9
31.3
66.2
60.8
42.0
54.3
122.5
168.9
131.7
60.6
51.7
86.3
39.9
48.0
53.2
29.9
10.0
30.4
42.9
113.9
144.3
48.4
30.5
32.5
54.0
19.6
40.8
27.0
13.5
49.7
51.1
97.1
135.3
56.3
28.2
50.5
42.2
34.2
48.4
30.4
29.1
77.9
52.8
125.8
170.2
90.7
46.5
62.7
67.2
25.8
71.7
58.3
50.8
17.8
111.2
117.0
37.4
21.3
112.3
19.1
107.6
24.6
63.3
33.4
85.9
43.6
86.5
237.7
71.7
14.9
103.6
20.6
116.5
22.6
39.6
34.3
18.2
15.6
78.1
58.3
92.7
30.2
54.7
28.1
31.7
19.0
32.0
29.6
26.5
42.8
67.2
77.9
67.2
58.9
144.0
19.0
36.4
22.1
35.2
27.7
23.7
28.5
33.3
110.7
44.3
49.2
105.4
40.3
24.8
51.2
24.7
31.3
65.6
73.4
163.4
74.6
147.0
151.4
76.9
72.2
17.0
22.0
32.3
37.7
59.3
61.6
258.3
77.7
228.9
117.3
77.2
64.5
16.0
37.5
31.6
19.2
49.5
36.9
59.7
44.6
46.3
58.5
23.6
28.9
19.1
83.7
47.8
24.4
35.5
21.4
38.8
86.1
41.4
63.7
18.6
11.6
20.2
36.6
55.0
14.1
55.7
19.4
31.0
60.5
59.9
82.4
15.6
19.7
33.2
62.7
94.9
31.1
36.4
31.4
94.3
37.8
55.4
45.3
81.4
48.5
59.9
20.6
73.5
27.1
44.9
35.1
152.1
70.5
93.0
22.4
111.7
52.7
81.9
17.7
30.7
5.8
33.7
23.4
22.0
40.1
57.3
18.1
53.2
21.2
37.5
22.7
45.1
8.2
36.6
29.1
55.9
41.5
57.0
12.2
35.4
18.7
86.1
56.2
61.2
3.6
35.8
34.4
46.6
35.8
82.6
6.4
33.6
19.3
108.1
64.2
27.0
92.8
24.7
56.8
95.9
25.2
170.5
72.6
41.2
134.8
47.6
68.9
50.0
76.6
46.6
88.4
68.2
92.4
164.3
129.1
39.6
154.1
77.2
73.8
24.1
25.0
26.4
44.7
56.1
85.4
121.5
70.9
4.7
125.9
44.1
42.7
24.9
62.2
31.4
24.0
28.1
42.4
89.2
65.2
22.4
115.4
51.6
39.1
35.2
59.1
17.8
40.7
55.8
60.4
118.3
87.1
42.5
112.1
85.2
54.9
26.7
28.3
35.1
84.2
80.0
90.5
123.7
94.8
106.6
82.4
56.2
60.4
39.0
24.1
45.1
50.2
99.7
169.3
94.4
46.3
144.6
74.3
72.3
148.2
12.6
25.5
33.5
29.7
85.3
61.6
134.0
143.2
63.9
98.3
36.4
31.6
13.8
36.6
60.8
61.7
19.5
109.7
79.3
62.6
103.5
97.5
40.4
64.9
21.5
48.9
52.7
71.9
30.1
63.4
113.6
75.0
145.3
133.2
72.0
80.9
9.5
45.9
36.4
44.4
62.6
161.6
65.0
79.6
32.4
35.6
23.2
65.7
16.9
69.3
44.7
47.0
56.3
155.1
134.0
45.3
97.8
77.8
27.8
66.5
56.6
2.2
31.8
48.4
5.1
44.4
120.0
14.0
32.0
24.7
8.4
52.1
26.6
10.0
19.0
52.1
24.5
25.6
96.5
69.6
21.9
37.8
20.1
57.1
41.3
10.5
16.3
45.0
55.4
58.2
81.0
27.1
31.0
67.1
22.9
58.9
81.5
20.4
31.0
68.1
160.7
37.9
56.7
117.9
52.6
50.9
72.9
69.7
65.9
24.9
26.2
67.5
148.6
91.0
73.2
124.3
47.7
68.4
77.2
88.0
27.6
16.5
30.8
3.1
72.2
17.5
24.4
43.5
83.6
31.4
66.0
23.2
54.0
20.2
38.9
2.0
87.2
81.5
43.8
39.8
43.2
35.7
19.5
32.7
52.8
33.4
53.6
4.7
74.5
83.9
55.1
55.0
98.8
46.4
30.9
34.7
16.5
85.4
21.0
19.2
117.0
121.4
97.9
104.1
67.5
151.0
19.7
38.6
23.1
76.1
39.9
23.4
152.4
229.3
107.9
56.4
85.8
97.6
27.5
62.1
32.1
42.1
28.6
4.0
44.7
165.4
57.4
104.7
55.4
70.2
12.2
35.9
33.5
38.3
24.5
6.7
69.9
150.6
47.2
107.3
35.9
65.4
29.1
37.3
50.1
57.5
40.3
5.7
75.2
96.3
64.1
73.5
18.3
90.5
45.5
42.8
1 32.5
2 11.8
3 10.9
4 52.4
5 72.3
6 139.1
7 245.6
8 35.4
9 12.3
10 59.4
11 1.2
12 28.3
13 41.2
14 25.0
15 16.2
16 67.4
17 62.1
18 103.0
19 300.7
20 57.3
21 43.9
22 59.8
23 2.5
24 54.8
25 28.1
26 13.4
27 20.8
28 9.0
29 38.4
30 39.4
31 116.5
32 51.0
33 27.2
34 19.5
35 3.4
36 40.0
37 23.7
38 37.1
39 13.7
40 29.5
41 71.2
42 31.3
43 206.1
44 92.0
45 18.1
46 16.8
47 12.5
48 31.3
49 34.9
50 55.2
51 14.0
52 26.6
53 61.0
54 61.0
55 221.2
56 81.1
57 38.5
58 40.2
59 11.8
60 36.0
61 64.7
62 49.1
63 41.1
64 34.1
65 80.0
66 130.6
67 141.5
68 38.1
69 28.9
70 46.6
71 30.9
72 31.3
73 66.2
74 60.8
75 42.0
76 54.3
77 122.5
78 168.9
79 131.7
80 60.6
81 51.7
82 86.3
83 39.9
84 48.0
85 53.2
86 29.9
87 10.0
88 30.4
89 42.9
90 113.9
91 144.3
92 48.4
93 30.5
94 32.5
95 54.0
96 19.6
97 40.8
98 27.0
99 13.5
100 49.7
101 51.1
102 97.1
103 135.3
104 56.3
105 28.2
106 50.5
107 42.2
108 34.2
109 48.4
110 30.4
111 29.1
112 77.9
113 52.8
114 125.8
115 170.2
116 90.7
117 46.5
118 62.7
119 67.2
120 25.8
121 71.7
122 58.3
123 50.8
124 17.8
125 111.2
126 117.0
127 37.4
128 21.3
129 112.3
130 19.1
131 107.6
132 24.6
133 63.3
134 33.4
135 85.9
136 43.6
137 86.5
138 237.7
139 71.7
140 14.9
141 103.6
142 20.6
143 116.5
144 22.6
145 39.6
146 34.3
147 18.2
148 15.6
149 78.1
150 58.3
151 92.7
152 30.2
153 54.7
154 28.1
155 31.7
156 19.0
157 32.0
158 29.6
159 26.5
160 42.8
161 67.2
162 77.9
163 67.2
164 58.9
165 144.0
166 19.0
167 36.4
168 22.1
169 35.2
170 27.7
171 23.7
172 28.5
173 33.3
174 110.7
175 44.3
176 49.2
177 105.4
178 40.3
179 24.8
180 51.2
181 24.7
182 31.3
183 65.6
184 73.4
185 163.4
186 74.6
187 147.0
188 151.4
189 76.9
190 72.2
191 17.0
192 22.0
193 32.3
194 37.7
195 59.3
196 61.6
197 258.3
198 77.7
199 228.9
200 117.3
201 77.2
202 64.5
203 16.0
204 37.5
205 31.6
206 19.2
207 49.5
208 36.9
209 59.7
210 44.6
211 46.3
212 58.5
213 23.6
214 28.9
215 19.1
216 83.7
217 47.8
218 24.4
219 35.5
220 21.4
221 38.8
222 86.1
223 41.4
224 63.7
225 18.6
226 11.6
227 20.2
228 36.6
229 55.0
230 14.1
231 55.7
232 19.4
233 31.0
234 60.5
235 59.9
236 82.4
237 15.6
238 19.7
239 33.2
240 62.7
241 94.9
242 31.1
243 36.4
244 31.4
245 94.3
246 37.8
247 55.4
248 45.3
249 81.4
250 48.5
251 59.9
252 20.6
253 73.5
254 27.1
255 44.9
256 35.1
257 152.1
258 70.5
259 93.0
260 22.4
261 111.7
262 52.7
263 81.9
264 17.7
265 30.7
266 5.8
267 33.7
268 23.4
269 22.0
270 40.1
271 57.3
272 18.1
273 53.2
274 21.2
275 37.5
276 22.7
277 45.1
278 8.2
279 36.6
280 29.1
281 55.9
282 41.5
283 57.0
284 12.2
285 35.4
286 18.7
287 86.1
288 56.2
289 61.2
290 3.6
291 35.8
292 34.4
293 46.6
294 35.8
295 82.6
296 6.4
297 33.6
298 19.3
299 108.1
300 64.2
301 27.0
302 92.8
303 24.7
304 56.8
305 95.9
306 25.2
307 170.5
308 72.6
309 41.2
310 134.8
311 47.6
312 68.9
313 50.0
314 76.6
315 46.6
316 88.4
317 68.2
318 92.4
319 164.3
320 129.1
321 39.6
322 154.1
323 77.2
324 73.8
325 24.1
326 25.0
327 26.4
328 44.7
329 56.1
330 85.4
331 121.5
332 70.9
333 4.7
334 125.9
335 44.1
336 42.7
337 24.9
338 62.2
339 31.4
340 24.0
341 28.1
342 42.4
343 89.2
344 65.2
345 22.4
346 115.4
347 51.6
348 39.1
349 35.2
350 59.1
351 17.8
352 40.7
353 55.8
354 60.4
355 118.3
356 87.1
357 42.5
358 112.1
359 85.2
360 54.9
361 26.7
362 28.3
363 35.1
364 84.2
365 80.0
366 90.5
367 123.7
368 94.8
369 106.6
370 82.4
371 56.2
372 60.4
373 39.0
374 24.1
375 45.1
376 50.2
377 99.7
378 169.3
379 94.4
380 46.3
381 144.6
382 74.3
383 72.3
384 148.2
385 12.6
386 25.5
387 33.5
388 29.7
389 85.3
390 61.6
391 134.0
392 143.2
393 63.9
394 98.3
395 36.4
396 31.6
397 13.8
398 36.6
399 60.8
400 61.7
401 19.5
402 109.7
403 79.3
404 62.6
405 103.5
406 97.5
407 40.4
408 64.9
409 21.5
410 48.9
411 52.7
412 71.9
413 30.1
414 63.4
415 113.6
416 75.0
417 145.3
418 133.2
419 72.0
420 80.9
421 9.5
422 45.9
423 36.4
424 44.4
425 62.6
426 161.6
427 65.0
428 79.6
429 32.4
430 35.6
431 23.2
432 65.7
433 16.9
434 69.3
435 44.7
436 47.0
437 56.3
438 155.1
439 134.0
440 45.3
441 97.8
442 77.8
443 27.8
444 66.5
445 56.6
446 2.2
447 31.8
448 48.4
449 5.1
450 44.4
451 120.0
452 14.0
453 32.0
454 24.7
455 8.4
456 52.1
457 26.6
458 10.0
459 19.0
460 52.1
461 24.5
462 25.6
463 96.5
464 69.6
465 21.9
466 37.8
467 20.1
468 57.1
469 41.3
470 10.5
471 16.3
472 45.0
473 55.4
474 58.2
475 81.0
476 27.1
477 31.0
478 67.1
479 22.9
480 58.9
481 81.5
482 20.4
483 31.0
484 68.1
485 160.7
486 37.9
487 56.7
488 117.9
489 52.6
490 50.9
491 72.9
492 69.7
493 65.9
494 24.9
495 26.2
496 67.5
497 148.6
498 91.0
499 73.2
500 124.3
501 47.7
502 68.4
503 77.2
504 88.0
505 27.6
506 16.5
507 30.8
508 3.1
509 72.2
510 17.5
511 24.4
512 43.5
513 83.6
514 31.4
515 66.0
516 23.2
517 54.0
518 20.2
519 38.9
520 2.0
521 87.2
522 81.5
523 43.8
524 39.8
525 43.2
526 35.7
527 19.5
528 32.7
529 52.8
530 33.4
531 53.6
532 4.7
533 74.5
534 83.9
535 55.1
536 55.0
537 98.8
538 46.4
539 30.9
540 34.7
541 16.5
542 85.4
543 21.0
544 19.2
545 117.0
546 121.4
547 97.9
548 104.1
549 67.5
550 151.0
551 19.7
552 38.6
553 23.1
554 76.1
555 39.9
556 23.4
557 152.4
558 229.3
559 107.9
560 56.4
561 85.8
562 97.6
563 27.5
564 62.1
565 32.1
566 42.1
567 28.6
568 4.0
569 44.7
570 165.4
571 57.4
572 104.7
573 55.4
574 70.2
575 12.2
576 35.9
577 33.5
578 38.3
579 24.5
580 6.7
581 69.9
582 150.6
583 47.2
584 107.3
585 35.9
586 65.4
587 29.1
588 37.3
589 50.1
590 57.5
591 40.3
592 5.7
593 75.2
594 96.3
595 64.1
596 73.5
597 18.3
598 90.5
599 45.5
600 42.8

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249200490 MUSZYNA dev 2011 1
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249220150 SOLINA-JAWOR dev 2011 1
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253170210 CHRZĄSTOWO dev 2011 1
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253220070 BIEBRZA-PIEŃCZYKÓWEK dev 2011 1
253220070 BIEBRZA-PIEŃCZYKÓWEK dev 2011 2
253220070 BIEBRZA-PIEŃCZYKÓWEK dev 2011 3
253220070 BIEBRZA-PIEŃCZYKÓWEK dev 2011 4
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253220070 BIEBRZA-PIEŃCZYKÓWEK dev 2011 12
254200080 LIDZBARK WARMIŃSKI dev 2011 1
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249200490 MUSZYNA dev 2012 1
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249220150 SOLINA-JAWOR dev 2012 1
249220150 SOLINA-JAWOR dev 2012 2
249220150 SOLINA-JAWOR dev 2012 3
249220150 SOLINA-JAWOR dev 2012 4
249220150 SOLINA-JAWOR dev 2012 5
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253170210 CHRZĄSTOWO dev 2012 1
253170210 CHRZĄSTOWO dev 2012 2
253170210 CHRZĄSTOWO dev 2012 3
253170210 CHRZĄSTOWO dev 2012 4
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253220070 BIEBRZA-PIEŃCZYKÓWEK dev 2012 1
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253220070 BIEBRZA-PIEŃCZYKÓWEK dev 2012 3
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500 249220150 SOLINA-JAWOR dev 2019 8
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249200370 KROŚCIENKO test 2011 4
249200370 KROŚCIENKO test 2011 5
249200370 KROŚCIENKO test 2011 6
249200370 KROŚCIENKO test 2011 7
249200370 KROŚCIENKO test 2011 8
249200370 KROŚCIENKO test 2011 9
249200370 KROŚCIENKO test 2011 10
249200370 KROŚCIENKO test 2011 11
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252230120 BIAŁOWIEŻA test 2011 4
252230120 BIAŁOWIEŻA test 2011 5
252230120 BIAŁOWIEŻA test 2011 6
252230120 BIAŁOWIEŻA test 2011 7
252230120 BIAŁOWIEŻA test 2011 8
252230120 BIAŁOWIEŻA test 2011 9
252230120 BIAŁOWIEŻA test 2011 10
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249200370 KROŚCIENKO test 2012 3
249200370 KROŚCIENKO test 2012 4
249200370 KROŚCIENKO test 2012 5
249200370 KROŚCIENKO test 2012 6
249200370 KROŚCIENKO test 2012 7
249200370 KROŚCIENKO test 2012 8
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250190390 KRAKÓW-OBSERWATORIUM test 2012 4
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251170090 SMOLICE test 2012 6
251170090 SMOLICE test 2012 7
251170090 SMOLICE test 2012 8
251170090 SMOLICE test 2012 9
251170090 SMOLICE test 2012 10
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252150120 GORZYŃ test 2012 1
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252150120 GORZYŃ test 2012 3
252150120 GORZYŃ test 2012 4
252150120 GORZYŃ test 2012 5
252150120 GORZYŃ test 2012 6
252150120 GORZYŃ test 2012 7
252150120 GORZYŃ test 2012 8
252150120 GORZYŃ test 2012 9
252150120 GORZYŃ test 2012 10
252150120 GORZYŃ test 2012 11
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252160230 WIELICHOWO test 2012 10
252160230 WIELICHOWO test 2012 11
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252230120 BIAŁOWIEŻA test 2012 5
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249200370 KROŚCIENKO test 2013 3
249200370 KROŚCIENKO test 2013 4
249200370 KROŚCIENKO test 2013 5
249200370 KROŚCIENKO test 2013 6
249200370 KROŚCIENKO test 2013 7
249200370 KROŚCIENKO test 2013 8
249200370 KROŚCIENKO test 2013 9
249200370 KROŚCIENKO test 2013 10
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250190390 KRAKÓW-OBSERWATORIUM test 2013 4
250190390 KRAKÓW-OBSERWATORIUM test 2013 5
250190390 KRAKÓW-OBSERWATORIUM test 2013 6
250190390 KRAKÓW-OBSERWATORIUM test 2013 7
250190390 KRAKÓW-OBSERWATORIUM test 2013 8
250190390 KRAKÓW-OBSERWATORIUM test 2013 9
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250190390 KRAKÓW-OBSERWATORIUM test 2013 11
250190390 KRAKÓW-OBSERWATORIUM test 2013 12
251170090 SMOLICE test 2013 1
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251170090 SMOLICE test 2013 4
251170090 SMOLICE test 2013 5
251170090 SMOLICE test 2013 6
251170090 SMOLICE test 2013 7
251170090 SMOLICE test 2013 8
251170090 SMOLICE test 2013 9
251170090 SMOLICE test 2013 10
251170090 SMOLICE test 2013 11
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252150120 GORZYŃ test 2013 1
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252150120 GORZYŃ test 2013 3
252150120 GORZYŃ test 2013 4
252150120 GORZYŃ test 2013 5
252150120 GORZYŃ test 2013 6
252150120 GORZYŃ test 2013 7
252150120 GORZYŃ test 2013 8
252150120 GORZYŃ test 2013 9
252150120 GORZYŃ test 2013 10
252150120 GORZYŃ test 2013 11
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252160230 WIELICHOWO test 2013 1
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252160230 WIELICHOWO test 2013 10
252160230 WIELICHOWO test 2013 11
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252230120 BIAŁOWIEŻA test 2013 3
252230120 BIAŁOWIEŻA test 2013 4
252230120 BIAŁOWIEŻA test 2013 5
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252230120 BIAŁOWIEŻA test 2013 10
252230120 BIAŁOWIEŻA test 2013 11
252230120 BIAŁOWIEŻA test 2013 12
249200370 KROŚCIENKO test 2014 1
249200370 KROŚCIENKO test 2014 2
249200370 KROŚCIENKO test 2014 3
249200370 KROŚCIENKO test 2014 4
249200370 KROŚCIENKO test 2014 5
249200370 KROŚCIENKO test 2014 6
249200370 KROŚCIENKO test 2014 7
249200370 KROŚCIENKO test 2014 8
249200370 KROŚCIENKO test 2014 9
249200370 KROŚCIENKO test 2014 10
249200370 KROŚCIENKO test 2014 11
249200370 KROŚCIENKO test 2014 12
250190390 KRAKÓW-OBSERWATORIUM test 2014 1
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250190390 KRAKÓW-OBSERWATORIUM test 2014 3
250190390 KRAKÓW-OBSERWATORIUM test 2014 4
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1 249200370 KROŚCIENKO test 2011 1
2 249200370 KROŚCIENKO test 2011 2
3 249200370 KROŚCIENKO test 2011 3
4 249200370 KROŚCIENKO test 2011 4
5 249200370 KROŚCIENKO test 2011 5
6 249200370 KROŚCIENKO test 2011 6
7 249200370 KROŚCIENKO test 2011 7
8 249200370 KROŚCIENKO test 2011 8
9 249200370 KROŚCIENKO test 2011 9
10 249200370 KROŚCIENKO test 2011 10
11 249200370 KROŚCIENKO test 2011 11
12 249200370 KROŚCIENKO test 2011 12
13 250190390 KRAKÓW-OBSERWATORIUM test 2011 1
14 250190390 KRAKÓW-OBSERWATORIUM test 2011 2
15 250190390 KRAKÓW-OBSERWATORIUM test 2011 3
16 250190390 KRAKÓW-OBSERWATORIUM test 2011 4
17 250190390 KRAKÓW-OBSERWATORIUM test 2011 5
18 250190390 KRAKÓW-OBSERWATORIUM test 2011 6
19 250190390 KRAKÓW-OBSERWATORIUM test 2011 7
20 250190390 KRAKÓW-OBSERWATORIUM test 2011 8
21 250190390 KRAKÓW-OBSERWATORIUM test 2011 9
22 250190390 KRAKÓW-OBSERWATORIUM test 2011 10
23 250190390 KRAKÓW-OBSERWATORIUM test 2011 11
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