{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Part 1: Time series and other simple plots"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import warnings\n",
"warnings.simplefilter(action='ignore', category=FutureWarning) ## suppress annoying deprecation warnings\n",
"\n",
"from datetime import datetime\n",
"\n",
"import pandas as pd\n",
"import seaborn.objects as so\n",
"from matplotlib import style\n",
"\n",
"import plotly.express as px"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Renaming columns for better axis labels in plots\n",
"col_rename = {\n",
"\t'tavg': 'Temp_Avg_°C',\n",
"\t'tmax': 'Temp_Max_°C',\n",
"\t'tmin': 'Temp_Min_°C',\n",
"\t'rhum': 'Rel_Humidity_%',\n",
"\t'coco': 'Condition',\n",
"\t'wspd': 'Wind_Speed_kmh',\n",
"\t'prcp': 'Precipation_mm',\n",
"\t'wdir': 'Wind_Direction_°',\n",
"\t'pres': 'Air_pressure_hPa',\n",
"\t'dwpt': 'Dew_point_°C'\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" name | \n",
" country | \n",
" region | \n",
" wmo | \n",
" icao | \n",
" latitude | \n",
" longitude | \n",
" elevation | \n",
" timezone | \n",
" hourly_start | \n",
" ... | \n",
" Rel_Humidity_% | \n",
" Condition | \n",
" Temp_Avg_°C | \n",
" Temp_Min_°C | \n",
" Temp_Max_°C | \n",
" Precipation_mm | \n",
" Wind_Direction_° | \n",
" Wind_Speed_kmh | \n",
" Air_pressure_hPa | \n",
" Continent | \n",
"
\n",
" \n",
" \n",
" \n",
" | 1412 | \n",
" Berlin / Tempelhof | \n",
" DE | \n",
" BE | \n",
" 10384 | \n",
" EDDI | \n",
" 52.4667 | \n",
" 13.4 | \n",
" 50.0 | \n",
" Europe/Berlin | \n",
" 1929-08-01 | \n",
" ... | \n",
" 80.0 | \n",
" Overcast | \n",
" 7.8 | \n",
" 5.5 | \n",
" 10.0 | \n",
" 0.3 | \n",
" 144.0 | \n",
" 9.0 | \n",
" 1007.8 | \n",
" Europe | \n",
"
\n",
" \n",
" | 1413 | \n",
" Berlin / Tempelhof | \n",
" DE | \n",
" BE | \n",
" 10384 | \n",
" EDDI | \n",
" 52.4667 | \n",
" 13.4 | \n",
" 50.0 | \n",
" Europe/Berlin | \n",
" 1929-08-01 | \n",
" ... | \n",
" 68.0 | \n",
" Overcast | \n",
" 9.4 | \n",
" 6.3 | \n",
" 13.3 | \n",
" 0.0 | \n",
" 132.0 | \n",
" 7.6 | \n",
" 1007.3 | \n",
" Europe | \n",
"
\n",
" \n",
" | 1414 | \n",
" Berlin / Tempelhof | \n",
" DE | \n",
" BE | \n",
" 10384 | \n",
" EDDI | \n",
" 52.4667 | \n",
" 13.4 | \n",
" 50.0 | \n",
" Europe/Berlin | \n",
" 1929-08-01 | \n",
" ... | \n",
" 64.0 | \n",
" Overcast | \n",
" 10.4 | \n",
" 7.0 | \n",
" 14.8 | \n",
" 0.0 | \n",
" 93.0 | \n",
" 13.3 | \n",
" 1005.8 | \n",
" Europe | \n",
"
\n",
" \n",
" | 1415 | \n",
" Berlin / Tempelhof | \n",
" DE | \n",
" BE | \n",
" 10384 | \n",
" EDDI | \n",
" 52.4667 | \n",
" 13.4 | \n",
" 50.0 | \n",
" Europe/Berlin | \n",
" 1929-08-01 | \n",
" ... | \n",
" 74.0 | \n",
" Clear | \n",
" 9.4 | \n",
" 6.1 | \n",
" 12.8 | \n",
" 0.0 | \n",
" 71.0 | \n",
" 12.6 | \n",
" 1010.0 | \n",
" Europe | \n",
"
\n",
" \n",
" | 1416 | \n",
" Berlin / Tempelhof | \n",
" DE | \n",
" BE | \n",
" 10384 | \n",
" EDDI | \n",
" 52.4667 | \n",
" 13.4 | \n",
" 50.0 | \n",
" Europe/Berlin | \n",
" 1929-08-01 | \n",
" ... | \n",
" 63.0 | \n",
" Clear | \n",
" 4.6 | \n",
" -0.8 | \n",
" 8.0 | \n",
" 0.0 | \n",
" 66.0 | \n",
" 14.4 | \n",
" 1017.0 | \n",
" Europe | \n",
"
\n",
" \n",
"
\n",
"
5 rows × 28 columns
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" temp_min | \n",
" temp_avg | \n",
" temp_max | \n",
" nb_cities | \n",
"
\n",
" \n",
" | time | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | 2024-03-01 | \n",
" -9.6 | \n",
" 18.207801 | \n",
" 33.1 | \n",
" 141 | \n",
"
\n",
" \n",
" | 2024-03-02 | \n",
" -11.0 | \n",
" 18.255944 | \n",
" 34.8 | \n",
" 143 | \n",
"
\n",
" \n",
" | 2024-03-03 | \n",
" -15.1 | \n",
" 18.426950 | \n",
" 33.9 | \n",
" 141 | \n",
"
\n",
" \n",
" | 2024-03-04 | \n",
" -13.4 | \n",
" 18.536170 | \n",
" 34.7 | \n",
" 141 | \n",
"
\n",
" \n",
" | 2024-03-05 | \n",
" -9.3 | \n",
" 18.916783 | \n",
" 34.4 | \n",
" 143 | \n",
"
\n",
" \n",
" | 2024-03-06 | \n",
" -9.4 | \n",
" 18.864336 | \n",
" 35.5 | \n",
" 143 | \n",
"
\n",
" \n",
" | 2024-03-07 | \n",
" -9.0 | \n",
" 18.797183 | \n",
" 36.3 | \n",
" 142 | \n",
"
\n",
" \n",
" | 2024-03-08 | \n",
" -11.1 | \n",
" 18.853901 | \n",
" 36.7 | \n",
" 141 | \n",
"
\n",
" \n",
" | 2024-03-09 | \n",
" -11.0 | \n",
" 18.795683 | \n",
" 35.4 | \n",
" 139 | \n",
"
\n",
" \n",
" | 2024-03-10 | \n",
" -10.0 | \n",
" 19.744526 | \n",
" 37.3 | \n",
" 137 | \n",
"
\n",
" \n",
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\n",
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14,
12,
16.9,
18,
19.9,
21,
7.1,
11.8,
13.5,
15.2,
16.4,
11.1,
11.7,
8.8,
7.9,
7,
9.8,
10.9,
11.7,
12,
11.3,
16.1,
10.1,
7.6,
10.8,
16.7,
15.4,
6.7,
7.7,
6.6,
8.6,
0.7,
-0.5,
12.8,
12.9,
12.9,
13.1,
9.9,
8.9,
6,
-2.1,
5.7,
10,
4.6,
14.9,
8.2,
11.1,
22.2,
23.9,
20,
22,
20,
20.9,
20,
20.9,
20,
20.9,
23.1,
24,
21.9,
20.9,
20.9,
20.9,
20.9,
22,
20,
22.1,
26,
26,
26,
27,
26.9,
26.9,
27,
26.9,
26,
26,
26.9,
26.9,
26,
26,
26,
5,
6,
3.9,
4,
3.1,
6.1,
4,
0.8,
3.1,
6.1,
6.4,
5,
3.1,
3,
2.2,
4,
4.9,
1.9,
-0.3,
-3,
-1.8,
2.6,
-0.7,
-0.5,
-2.2,
-0.5,
1.5,
3.4,
0.3,
11,
8.5,
6.8,
2.6,
1.9,
13.5,
-1.6,
-1.6,
2.9,
0,
0.4,
18,
15.9,
15,
15,
16,
15,
15,
15.1,
14.4,
15.1,
16,
16,
17,
16,
17,
17.9,
16,
17,
17,
17.2,
17,
24,
24,
24.1,
23.1,
23.1,
24.1,
24,
23.2,
22.9,
22.9,
23.3,
22.9,
24.1,
24,
23.1,
24,
24,
24,
22.9,
23,
25.3,
27.6,
27.1,
26.8,
27.1,
27.7,
25,
24.2,
24.6,
25.4,
26,
24.8,
25.1,
23.6,
25.8,
25.2,
24.8,
25,
24.8,
25.7,
-9.1,
2.8,
3.5,
5.3,
6.5,
4.9,
-3.3,
-5,
-1.5,
-7.8,
-3.6,
-1.8,
-2.7,
2.6,
-1,
-0.2,
-1.8,
-10.1,
-9.3,
22.4,
23.1,
23.6,
19,
23.6,
20,
22.6,
22,
19.9,
23,
22.5,
22.7,
23.5,
22.5,
22.7,
23.4,
22.1,
22.1,
22.5,
23.1,
-6.9,
-2.7,
-3.6,
-3.5,
-0.3,
-1.3,
-0.1,
5.8,
3.5,
0.7,
-3.7,
-4.4,
-3.8,
-3.3,
-2,
0.8,
-6.7,
-1.9,
-6.8,
-10.1,
7,
8.9,
8.3,
7.7,
6.9,
8.9,
9,
3.7,
7.2,
9,
10.6,
7.9,
10.1,
9.3,
7.2,
4.8,
3.9,
5.9,
4.7,
10.5,
8,
7,
16,
22,
22,
14.1,
12.9,
12.5,
12.9,
15,
14.1,
14.1,
17,
17,
18.1,
20,
21,
19,
12.7,
12,
4,
3.1,
6.1,
11,
19.5,
8,
5.1,
5,
5,
9.1,
11.3,
6.1,
4.9,
12,
14.4,
14,
11.1,
6.9,
8.7,
4,
8.9,
25,
25,
23,
22.9,
25,
25,
25,
24.7,
25,
25,
24.3,
25,
26,
26,
25.1,
25.1,
25,
25,
23.9,
26,
15.1,
12.8,
13.9,
12,
15.2,
15.9,
14.1,
19,
19.1,
15,
16.9,
18,
14.1,
16.9,
18.2,
18.2,
19,
17.1,
15.2,
12.8,
23.9,
26,
23,
24.1,
25.1,
25.1,
27,
25.7,
25.1,
26,
26.5,
26,
26,
27,
26.2,
25.1,
27,
26.9,
26.5,
25.1,
21.1,
21.1,
22.2,
21.7,
22.8,
23.4,
24,
24.4,
24.5,
17.9,
19.3,
21.1,
21.1,
22.3,
23.4,
23.4,
24.9,
18.9,
20.8,
7.1,
8.9,
13.1,
11.9,
11.9,
9,
7.9,
10.5,
9,
7,
8.7,
12,
12,
9.1,
11.1,
11.9,
11.9,
13,
8.6,
12.9,
6.6,
5.9,
5.6,
4,
2.9,
-1,
-2.1,
0,
3.5,
6.1,
2.9,
2.1,
2.1,
7.2,
6.6,
7.2,
-1.4,
-4.1,
-7.1,
2.6,
-13.7,
-4.6,
0.7,
-2.8,
1.1,
-1.8,
-7.7,
-9,
-8.3,
-5.5,
0.2,
0.8,
-2.8,
-0.2,
-0.7,
-1.9,
-5.9,
-6.5,
-1.8,
-5.8,
23,
22,
21,
23.9,
23.9,
24.1,
23.1,
25.1,
23,
21.9,
23.9,
23,
22.1,
23,
23.9,
23.9,
21.9,
23.9,
23.9,
24.1,
7.1,
12,
11.1,
11.1,
11,
10.1,
9.1,
10.8,
11,
8.9,
9.2,
13.2,
12,
12,
11.7,
10.1,
14.1,
10.5,
10,
10.1,
15.9,
18.2,
18.1,
18.2,
15.9,
16.9,
19.1,
19,
16.9,
20,
18.2,
16,
19,
16.9,
18.2,
19.1,
21,
20,
17.2,
14.2,
23.5,
24.1,
24.4,
23.8,
26.9,
23.1,
24.7,
23.9,
24.3,
26.1,
25,
24,
24.6,
24.5,
24,
26,
27,
25,
22.6,
25,
23,
24.1,
25.1,
25.1,
25.1,
25.1,
25.1,
21.7,
22,
23,
24.6,
26,
25.1,
25.1,
23.9,
23.9,
23.1,
25.1,
23,
24.1,
25,
26,
24,
24,
23,
25,
24,
23,
22,
24,
24,
24,
24,
25,
25,
24,
23,
25,
23,
23,
7.1,
6.9,
3,
2,
3.1,
3,
4,
4.4,
7.9,
5.9,
6.3,
10.1,
8.1,
8.9,
10.1,
6.1,
12,
9,
7.2,
7,
23.1,
25,
23.1,
23.9,
23.9,
25,
23.9,
25.1,
20.9,
24.1,
25.1,
26,
25.1,
25.1,
25.1,
23.9,
25.1,
23.9,
23.9,
23,
23.1,
22.1,
23,
23.1,
23.1,
24.1,
23.1,
22.1,
23.1,
23.1,
23.1,
25,
23,
23,
20.1,
22.9,
21,
23,
24,
23,
15.1,
11.8,
7.9,
11.9,
7.7,
12.9,
18.1,
19.2,
15.9,
12.1,
14.7,
11.8,
12,
15.9,
11.3,
11.1,
-2.9,
14.1,
17.7,
18.2,
4.9,
8,
9.1,
8,
8,
7.1,
7,
5.9,
6,
4,
5.6,
3,
6.1,
7.9,
8.4,
9,
7.1,
7.9,
7.6,
7.1,
6.3,
6.7,
6.5,
6.8,
-1,
1.1,
-3.1,
-2.9,
2.1,
4.8,
4.4,
4.1,
3.2,
7.1,
9.1,
2.5,
-1.9,
-2.4,
-3.3,
3.3,
25.1,
25.1,
23.1,
24.5,
23.9,
25.1,
23,
25.1,
22.1,
23,
25.2,
24.1,
26,
26,
25.1,
25.1,
25.1,
25.1,
25.8,
26.1,
1.3,
-8,
-14.1,
-15,
-15,
-13,
-11.1,
-13.9,
-16.2,
-13,
-6,
-4,
-5,
-7,
-6,
-9,
-9.1,
-11.1,
-14,
-8.9,
20,
22,
26.1,
25.1,
19.9,
22.1,
21.9,
24.1,
23,
26,
21.1,
14.9,
22.1,
19,
13.1,
22.1,
20.8,
23,
27,
23.9,
23.8,
24,
23.4,
24.1,
20.9,
23.1,
23.9,
24,
23.1,
23.1,
23.3,
25.1,
23.1,
25.1,
23.6,
22.1,
20.9,
21.1,
21,
22.1,
16,
16,
16.2,
14.8,
18.3,
16,
23,
11.5,
18.1,
18.3,
4.5,
19.2,
18.3,
20.2,
5.5,
16.7,
20.9,
20,
12.5,
23.1,
24.5,
24,
24,
24.6,
24.6,
24.7,
25.2,
25,
24.7,
24.2,
24.2,
24.4,
24.7,
24.7,
24.7,
24.9,
25.2,
24.9,
24.5,
24.6,
7.1,
10,
6,
6.1,
9.1,
3.9,
4.9,
6.1,
10,
11.1,
9.1,
8.1,
8.1,
7.1,
10,
11,
10,
10,
10.1,
10.1,
14.1,
15.1,
15.1,
13.2,
13.2,
16,
16.9,
16.9,
15.1,
18.1,
16,
14.1,
13.2,
12.9,
17.1,
17,
15.9,
16.9,
15,
16,
-11,
-13,
-9.9,
3.1,
2,
6.9,
4,
2.9,
2,
-0.9,
-4.7,
2.1,
-1.9,
-7,
-0.9,
3,
3.1,
3,
-1.3,
2,
11.1,
17,
6.1,
4.1,
5.9,
5.9,
7,
11.7,
7.1,
9.9,
13.2,
14,
11.9,
11.1,
11.6,
9.9,
9.9,
8.8,
13.8,
-12.9,
-12.1,
-9,
-6.9,
0,
-6.9,
-2.1,
-5.5,
-13.1,
-0.9,
-0.3,
-7.8,
-5.1,
-4,
1.5,
1.9,
-4,
4.1,
5.7,
-1,
-13.8,
-12.2,
-6.8,
3,
2.1,
-2.9,
-3.8,
-5,
-6,
-3.9,
-2.2,
-4.9,
-8.8,
0.9,
0,
4,
-2.9,
7.9,
5.8,
-0.1,
2.5,
2.1,
3.1,
3.2,
5,
3,
3.1,
1.3,
5.6,
6.3,
6,
10.1,
9.9,
10.3,
5.8,
8.1,
9.4,
8,
9.2,
7.5,
-1.2,
15.1,
11.9,
11.9,
8.9,
11.9,
11.1,
11,
10.1,
8,
8.7,
9,
14.1,
11.1,
11.2,
11.1,
8.9,
12.9,
10.1,
7.1,
23,
22,
23.9,
23,
23.1,
23.9,
22.1,
25.1,
25.1,
23.9,
23,
23,
22.1,
23.1,
23.9,
23.9,
22.1,
23.9,
25.1,
23.1,
-22.1,
-21,
-16.9,
-16,
-18.9,
-18,
-3,
-11.8,
-16,
-6.9,
-3.8,
-12,
-10.1,
-7,
-7.6,
-2.9,
-14.1,
-6,
-12.9,
-11,
-8.9,
-15,
-28,
-14,
-13.9,
-13,
-11.1,
-6.8,
1,
-3,
-9.4,
-8.9,
-12,
-15,
-9.4,
-10,
-13,
-6,
-0.9,
-4,
15,
11.1,
14.1,
16,
12.9,
12.9,
9,
6.7,
13.9,
10.2,
5,
4,
7.1,
8.8,
5.9,
3,
7.2,
6.9,
3.9,
5,
-1.2,
1.1,
11.1,
6.9,
1.8,
1.3,
7.9,
-0.6,
4,
2.8,
12.4,
6.1,
1.1,
7,
16,
17,
10.8,
10.1,
16.1,
11.1,
-9.9,
-6,
-6,
-7,
-6,
-5,
-2.9,
-2.2,
-1.9,
3,
2.7,
4,
-2,
-5,
-8,
-4,
-2,
-2.9,
2.3,
7,
23,
20,
18,
21.1,
20,
19.9,
23.1,
21.2,
17,
22.1,
22.2,
19.9,
23,
21.1,
21,
25,
23.3,
23,
20.9,
19,
6,
3.1,
0,
-3.1,
-2,
-5,
-2,
-2.1,
-3,
-6.1,
-6.3,
1,
4,
5.9,
4,
7,
0,
-0.9,
-2.9,
1,
-8,
4.2,
4.1,
1.9,
0.9,
3.6,
1.9,
4.2,
1,
-0.1,
1.8,
-1.2,
-2,
3.1,
4.6,
4.9,
1.9,
2.2,
4.5,
8,
8.9,
-0.3,
1.4,
4.7,
25.1,
25,
0.9,
-3.2,
-5.2,
-5.2,
-0.1,
4,
-1.1,
3.5,
-4.4,
-8.6,
1.9,
-0.7,
6.1,
10.1,
11.3,
5,
3.8,
2.1,
3.7,
11.9,
4,
-1.9,
-3.1,
-0.9,
-4,
-7,
-9,
-4,
-4,
-9.9,
-12,
1,
0.1,
1,
1.1,
6.9,
-2,
-1,
2,
0,
0,
3.8,
5.7,
3.8,
3.1,
1.9,
-1.4,
0.1,
2.9,
3.7,
3.7,
5.8,
8.2,
8.8,
10,
3.2,
6.3,
9.7,
6.3,
8,
16,
21,
18.9,
17.5,
20,
18.8,
20,
20,
19,
19,
18.9,
19,
18.1,
19.1,
19,
16.9,
20.9,
18,
18.1,
19,
16.9,
16.9,
18.9,
24,
24.1,
24.1,
26,
25,
25,
25,
24.6,
25,
25.4,
25,
23,
26,
25.6,
22.9,
25,
24.6,
22,
24.1,
24.1,
23.9,
23.9,
25.1,
26.4,
23.9,
25.1,
-3.7,
-2,
-3,
-3.7,
-1.2,
-3,
-2.3,
9,
3.4,
6,
5.1,
0.3,
1.9,
0.3,
1.2,
-1.6,
-4.4,
-3.7,
5.2,
16.9,
10,
10,
14,
6.1,
9,
8,
11,
12,
12.9,
14.1,
9.8,
8.9,
9,
10.1,
10,
11,
9.9,
12,
13.1,
10.1,
13.1,
11.8,
8.8,
12.3,
12.8,
12.8,
13.3,
0.6,
10.9,
10.8,
0.8,
10.4,
14.1,
12,
-4.2,
11,
10.2,
14.4,
-6.2,
12.8,
20.1,
22.6,
25.4,
25.5,
24.1,
22.1,
21,
23,
25,
26,
22.8,
23,
23.1,
24.1,
22.6,
21,
24.1,
23.1,
23.3,
22,
10,
12,
9.1,
8,
8,
6.1,
7.1,
5.9,
9,
8.1,
8.1,
11,
11,
10,
11.3,
12,
11,
12,
12.5,
12,
-11.1,
-17,
-20,
-18,
-15.9,
-17.1,
-14,
-12.8,
-4,
-10,
-9.9,
-6.9,
-4,
-11,
-11,
-13,
-11,
-6,
-9.1,
-5,
7.1,
9.9,
11.1,
11.1,
11,
12,
14,
9.8,
14,
9.1,
10.8,
14.1,
13.1,
13.9,
15.6,
15.1,
11.9,
6.2,
15.1,
12,
21.1,
21.1,
23,
22,
23.9,
22.9,
23,
25.1,
24,
24.1,
24,
24.1,
20.1,
20.9,
20.6,
23,
21.1,
21,
21.9,
22.9,
10.2,
19.3,
20.1,
13.2,
14.2,
13.8,
15.3,
15.1,
12.2,
11.4,
10.6,
8.3,
9.5,
13.2,
12.8,
12.2,
9.4,
13.6,
7.8,
8.6,
16,
14.1,
15.6,
3.5,
4.3,
7.8,
3.7,
7,
6,
2.7,
1.9,
4.3,
6.2,
5.7,
6.1,
8.4,
5.5,
9,
2.8,
7.9,
7.1,
8.1,
8.7,
23.6,
24.1,
24.4,
23.7,
23.8,
24.1,
23.9,
23.3,
23.9,
24.2,
24.9,
25,
24.6,
24.3,
24.4,
23,
23.9,
23.9,
23.2,
22.9,
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28.45,
28.45
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12.3,
10.8,
8.9,
11.3,
13.7,
14.9,
16.5,
16,
17.2,
17.8,
19.6,
19.9,
15.6,
15.8,
17.8,
18.3,
20.1,
20.4,
21.7,
22,
13.6,
12.4,
12.7,
10.9,
10.4,
11.8,
9.7,
9.6,
11.1,
14.2,
12.2,
11.7,
11.3,
10.2,
11.9,
12.6,
13.5,
13.1,
12.3,
10.6,
12.4,
11.1,
12.6,
13.2,
14.1,
11.9,
15.3,
14.4,
15.2,
15.5,
14.4,
12.9,
12.9,
13.8,
14.2,
15.6,
16,
17.6,
16.7,
18.9,
30.1,
30.1,
28.9,
29.4,
29.4,
27.2,
28.2,
29.9,
29.4,
28.6,
29.7,
29.4,
28.8,
29.4,
28.9,
29.1,
12.1,
10.6,
8.9,
11.7,
12.1,
11.4,
10.8,
14.2,
11.9,
10.9,
12.2,
13.6,
13.2,
12.7,
15.1,
17.3,
15.3,
17.1,
17,
14.9,
26.1,
27.5,
28.4,
28.7,
28.8,
28.9,
28.8,
28.9,
29.4,
28.6,
29.3,
29.3,
29.8,
28.9,
27.7,
29.3,
29.1,
28.5,
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29.2,
25.1,
25.7,
24.9,
25.1,
25.1,
25.7,
26.4,
26.5,
26.4,
26.3,
26.2,
26.4,
26.2,
26.6,
26,
25.6,
26.5,
27,
27.4,
26.9,
24.1,
25.3,
19.3,
16.8,
16.8,
20.6,
23.3,
24.5,
25.9,
21.5,
20.4,
17.7,
22.4,
22.4,
22.7,
23.9,
19,
19.1,
23.4,
20.6,
1.2,
2.8,
3.9,
3.3,
5.7,
3.3,
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4,
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6.2,
4.2,
4.4,
10,
8.5,
5.2,
30.5,
30.1,
29.1,
28,
29.4,
29.4,
29.1,
29.2,
29.1,
28.1,
29.5,
28.1,
30.3,
30.3,
30.7,
29.9,
30.1,
31.9,
31.3,
29.1,
23.3,
18.8,
18.5,
14.9,
16.9,
20.1,
21.5,
22.6,
21.3,
20.5,
18.7,
22.4,
22.8,
19.3,
14.4,
17,
16.8,
18.8,
23.1,
13.4,
1.5,
2.9,
4.1,
4.6,
4.7,
5.8,
7.5,
4.1,
4.9,
5.6,
4.4,
5.4,
7.5,
10.4,
11.6,
9.7,
8.2,
7.4,
11,
8.9,
26.4,
23.2,
23.5,
25,
23.6,
24.7,
26.8,
26.5,
25,
23.6,
21.7,
21.5,
22.9,
23.9,
24.4,
25.9,
25.3,
23.8,
25.2,
18,
17.7,
19.2,
21.3,
20.6,
20.7,
20.3,
21.5,
21.6,
22.5,
22.8,
21.1,
20.8,
21.9,
22.1,
23.1,
22.9,
24,
23.4,
22.2,
21.8,
22.3,
22.9,
21.9,
23.4,
21.8,
21.1,
21.7,
21.3,
21.2,
22.6,
23.8,
25.6,
24.7,
25.1,
25.6,
27.8,
26.4,
26.1,
24.7,
26.5,
26.2,
26.5,
26.5,
27.3,
27.5,
27.7,
28.2,
28.4,
27.9,
27.7,
27.9,
27.7,
27.6,
28.2,
27.4,
27.4,
28.4,
28.3,
28.2,
3.7,
4.1,
1.7,
0.6,
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3,
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4.6,
2.3,
4.4,
2.5,
6.8,
6.6,
5.8,
6,
6.3,
7.2,
6.8,
7.7,
10.3,
9.4,
8.3,
8.7,
11.7,
12.1,
12.8,
10,
10.2,
11.2,
12.1,
12.1,
27.1,
27.2,
27.9,
27.9,
27.6,
27.7,
27.7,
28.2,
25.9,
26.1,
28,
27.3,
27.8,
28.7,
28.7,
27.9,
28.4,
28.8,
27.6,
28.3,
16.4,
16.9,
18.7,
19.1,
18.8,
19.7,
19.8,
20.1,
17.8,
18.6,
17.1,
18.8,
17.8,
16.4,
19.1,
19.9,
21.2,
20.1,
16.6,
20.7,
22,
22.8,
22.5,
22.1,
20.2,
20,
20.8,
21.1,
21.6,
22.8,
23.7,
23.2,
23.6,
23.2,
24.1,
24.9,
24.3,
25.2,
19.7,
23.8,
24.6,
18.8,
18.4,
20,
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25.4,
27.3,
27,
27.9,
27,
18.2,
18.4,
25.9,
16.6,
15,
15.9,
14.9,
17,
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25.5,
24.9,
24.3,
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26.5,
27.4,
26.4,
26.3,
26.5,
27.8,
25.8,
26.1,
26.7,
27.2,
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22.3,
26.1,
27.2,
27.3,
28.7,
28.3,
28.5,
28.2,
28.9,
29.1,
28.7,
28.5,
28.3,
28.4,
28.3,
28.4,
28.8,
28.4,
28.3,
8.9,
7.1,
7,
7.6,
8,
6.8,
5.8,
4.4,
5.3,
8.4,
9.9,
9.1,
7.6,
6.7,
6.4,
7.4,
7.9,
8.7,
6.7,
5.2,
31.4,
32.3,
33.2,
33.7,
33.4,
33.3,
32.6,
31.9,
33.3,
33.3,
35.1,
34.6,
36.1,
34.4,
33.9,
34,
32.9,
32.8,
33.6,
33.4,
20.7,
22.5,
21.9,
21.6,
21.7,
21.9,
21.8,
21.7,
21.8,
21.5,
21.4,
21.8,
22.2,
21.8,
21.6,
22.1,
22.7,
22.2,
22.1,
22.1,
22.1,
28.7,
28.1,
28.2,
27.9,
28.3,
28.7,
27.9,
28.3,
29.1,
29.1,
28,
28.9,
28.2,
27.6,
26.9,
27.2,
27.8,
28.2,
28.4,
28.4,
27.3,
28.4,
28.5,
28.6,
27.4,
26.8,
27.7,
29.8,
28,
29.3,
29.7,
29.5,
29.6,
25.7,
28.2,
29.9,
27.9,
26,
28.1,
27.8,
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1.5,
5,
9,
12.8,
5.5,
3.2,
2.8,
5.3,
1.3,
4.6,
5.1,
5.1,
6.7,
2.8,
3.4,
-1.1,
-3.1,
-1.3,
28.2,
28.9,
28.3,
30.1,
31.4,
29.4,
28.6,
29.2,
28.7,
30.2,
30.5,
30.7,
29.1,
27.6,
27.7,
29,
29.3,
27.7,
28.3,
25.7,
33.1,
32.9,
31.7,
31.1,
34.4,
35.5,
36.3,
36.7,
35.2,
37.3,
36.2,
35.8,
34.1,
36.3,
33.2,
36.8,
32.7,
29.8,
29.7,
32.3,
22.9,
22.1,
22.5,
22.6,
21.7,
21.2,
19.7,
18.3,
15.6,
21.1,
19.5,
18.2,
20.4,
21.1,
11.9,
19.9,
14.4,
13.4,
13.9,
15.5,
11.3,
10.7,
14.5,
21.3,
22.9,
19.6,
17.2,
18.5,
16.4,
14.6,
16.2,
18.9,
18.6,
19.4,
20,
20.4,
21.9,
20.7,
19.9,
20.2,
8.4,
8.1,
12.1,
14.7,
20.6,
14,
12,
12.2,
10.6,
12.3,
12.3,
15.6,
13.3,
14.3,
14.5,
15.4,
16.6,
12.5,
13.6,
13.6,
16.3,
27.2,
30.1,
29.4,
28.1,
30,
30.1,
26.7,
27.9,
21.6,
30.1,
28.7,
29.5,
24.4,
29.3,
28.6,
29.2,
22.4,
26.1,
29.5,
29.5,
23.7,
24.2,
23.9,
24.5,
24.5,
24.6,
25.1,
25.1,
24.2,
24.3,
25.1,
24.8,
24.2,
25,
25.4,
25.3,
25.3,
25.8,
26,
25.6,
29,
29.1,
26.7,
26.5,
28,
28.5,
27.7,
28.1,
28.9,
29.1,
29.4,
29.1,
28.6,
29.1,
28.6,
29.1,
29.8,
29.9,
28.3,
28.1,
24.2,
24.6,
24.7,
24.9,
25.3,
25.5,
25.7,
26.3,
26.6,
23.6,
24.6,
25.6,
26.1,
26.1,
26.2,
26.7,
27.1,
25.8,
24.3,
14.9,
15.9,
15.7,
15.4,
15.1,
16.4,
15.5,
14.9,
15.4,
14.2,
14.9,
15.6,
16.9,
17.3,
15.5,
15.2,
15.6,
16.6,
16.3,
16,
5.4,
7.9,
8.1,
6.7,
5.7,
4.5,
2.7,
2.7,
5.1,
7,
9,
8.1,
6.8,
8.2,
10.8,
9.6,
4.7,
3.3,
2.4,
7,
-1.6,
-1.3,
4.8,
7.1,
7,
6.8,
5.2,
3.2,
2.2,
4.3,
5.7,
5.9,
6.4,
7.9,
8.9,
13.3,
9.7,
6.9,
6.3,
3.7,
28.8,
28.1,
25.7,
28.3,
28.7,
26.4,
26.6,
28.9,
28.1,
28.8,
27.3,
27.3,
27.4,
27.8,
27.5,
26.9,
27,
24,
25.4,
26.2,
21.3,
18.8,
16.3,
17.1,
17.3,
16.3,
15.8,
14.6,
16.8,
14.7,
15,
17.8,
16.9,
16.7,
16.9,
16.1,
17.6,
17,
15.7,
18.3,
27.5,
26.9,
26.9,
27.4,
26.1,
26.9,
26.5,
27.7,
27.9,
29.5,
28.5,
27.3,
27.4,
27.6,
27.9,
28.7,
29,
28.3,
30.3,
30.2,
28.4,
26.6,
28.6,
29.6,
29.9,
28,
28.5,
28.1,
27.9,
31.2,
28.6,
29.2,
28.1,
26.4,
30.3,
29.9,
29.7,
28.6,
27.7,
28.2,
29.2,
29,
29.4,
29.1,
29.7,
29.8,
29.5,
29.1,
29.3,
29,
30.6,
30.2,
30,
30.1,
30.1,
30.2,
30.9,
30.4,
30.1,
29.9,
28.5,
29.7,
28.7,
28.7,
28.1,
28.8,
27.1,
27.7,
25.8,
26.9,
26,
25.9,
26.2,
27.3,
27.4,
25.4,
26.3,
26.3,
25.3,
25.1,
7.4,
6.4,
6.3,
6.5,
7.3,
6.7,
7.5,
8.7,
8.6,
8,
8.3,
9.6,
11.4,
12,
13.5,
12.1,
11.9,
13.7,
12.4,
13.4,
27.4,
24.2,
26.9,
27.1,
25.4,
23,
23.2,
28.9,
27.7,
26.6,
27.6,
26.7,
26.3,
26.8,
27.4,
28.7,
27.9,
28.9,
29,
28.5,
28.7,
28.4,
29,
29.1,
28.4,
27.8,
26.2,
27.7,
28.4,
27.2,
28.8,
29.3,
29.8,
29.7,
29.1,
29.6,
29.2,
29.1,
28.9,
28.9,
24.7,
25.2,
26.5,
26.8,
28.1,
25.7,
23.7,
23.1,
24.1,
26.2,
26,
26.9,
26.6,
26,
27.3,
29.1,
28.9,
26.9,
23.9,
23.8,
9.8,
13.1,
11.1,
10.4,
11.2,
14.1,
9.2,
8.4,
9.1,
7.4,
8.6,
12.6,
16.9,
12.9,
10.7,
9.9,
10.3,
10.6,
9.7,
9.4,
7.8,
9.4,
10.4,
9.4,
4.6,
4.2,
4.9,
3.7,
5.6,
8.4,
10.4,
9.8,
10.2,
11.2,
12.8,
9.6,
4.7,
2.3,
4.6,
10.9,
29.6,
29.6,
27.8,
28.9,
29.6,
30.3,
29,
28.9,
28.6,
29.5,
30.5,
30.4,
29.9,
29.9,
29.3,
29.7,
30.4,
30.5,
29.2,
30,
1.2,
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-3,
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30,
28.8,
30,
29.5,
29.4,
30.7,
29.6,
29.6,
28,
31.4,
30.1,
31.2,
31.6,
32.3,
31.7,
30.3,
30.7,
32.1,
26.6,
32.3,
28.4,
28.3,
28.6,
28.9,
28.9,
29,
28.5,
28.3,
29.6,
29.9,
28.5,
28.7,
28.7,
28.7,
29.6,
29.9,
30.3,
30.3,
29.6,
28.5,
27.1,
27.1,
28.4,
28.2,
29.5,
29.1,
26.9,
26.6,
26.4,
27.9,
31.2,
30.5,
29.4,
28.6,
28,
29.2,
28.8,
28.2,
26.9,
25.9,
29.8,
30.1,
29.3,
29.1,
29.7,
28.8,
27.6,
30.3,
28,
30.3,
30.6,
27.8,
27.9,
27.8,
27.9,
29.9,
29.3,
30.2,
27.8,
30.3,
11.4,
12.4,
12.7,
9.5,
10.8,
10.4,
9.4,
11.1,
12.6,
14.7,
11.1,
11,
11.1,
11.9,
11.8,
13.1,
13.5,
14.1,
14.8,
14.1,
24.4,
23,
24.3,
24.8,
25.2,
24.4,
25.3,
25.1,
24.4,
24.4,
24.9,
24.6,
23.7,
23.1,
24.2,
24.2,
24.6,
22.4,
26.9,
25.7,
-3.5,
-3.7,
-1.9,
3.6,
6.1,
7.1,
6.5,
7.9,
5.6,
4.1,
2.1,
2.1,
4.5,
1.7,
1.2,
3.6,
5,
5,
1.4,
2.3,
22,
20.7,
18.9,
17.7,
16.9,
16.8,
19.4,
20.4,
19.6,
21.4,
23.5,
23.5,
22.4,
23.4,
22.7,
22.3,
22,
22.2,
23.5,
2.9,
4.8,
6.6,
6.9,
6.9,
9.7,
11.3,
11.1,
11.3,
12.4,
9.4,
9.5,
10.9,
14.7,
14.8,
14.4,
15.1,
15.4,
14,
12.1,
2.3,
5.2,
7.5,
7,
6.5,
7,
9.9,
8.7,
7.8,
10.8,
9.7,
8.1,
10,
13.8,
15.3,
10.4,
10.9,
10.4,
10.6,
9,
4.2,
4.2,
6.1,
7.1,
7.9,
6.5,
6.9,
6.6,
7.1,
7.7,
7.7,
9.8,
10.3,
10.2,
9.7,
4,
10.2,
10.4,
10.3,
8.9,
19.4,
17.2,
16.8,
16.2,
16.2,
16.2,
16.6,
15.6,
15.5,
15.3,
15.9,
18.4,
17.7,
17.1,
15.9,
15.9,
19.6,
17.7,
15,
16.9,
27.6,
26.6,
27.2,
28.3,
27.9,
28,
28.2,
28.1,
28.6,
28.6,
28.7,
29.3,
28.7,
28.6,
28.6,
29.2,
28.5,
29.4,
29.2,
28.9,
-9.5,
-7.6,
-6.3,
-5.9,
-3.8,
-4.2,
-7.1,
-5.6,
-4.3,
-0.4,
0.8,
-0.2,
1.4,
4.7,
4.3,
1.7,
-0.9,
-0.3,
-2.7,
-3.1,
-9.6,
-11,
-15.1,
-13.3,
-8.9,
-8.2,
-7.7,
-5.7,
1.2,
-0.4,
-3.1,
-6.6,
-8.7,
-13.2,
-9.5,
-7.6,
-7.8,
-3.2,
0.5,
-0.1,
18.6,
19.1,
18.9,
18.7,
19,
19.3,
19.4,
20,
19.3,
19.7,
19.8,
19.7,
19.9,
19.9,
19.4,
18.7,
19.9,
19.9,
20.6,
19.9,
14.6,
15.1,
17.2,
19.5,
17.9,
18.8,
20.1,
19,
20.6,
22.2,
17.9,
18.2,
19.7,
21.8,
23.6,
23.2,
23.4,
24.6,
18.2,
19.1,
-3.3,
-1.7,
-2.3,
-1.9,
-1.4,
0.2,
4.7,
5.5,
7.9,
5.9,
6.6,
9.3,
0.7,
0.6,
-3.3,
-0.4,
3.6,
6,
11.7,
11.9,
27.9,
24.8,
22.4,
27,
28.1,
27.6,
28.7,
28.6,
22.1,
27.2,
27.9,
26.9,
28,
28.7,
29.3,
29.3,
30.3,
30.4,
27.4,
24.1,
6.8,
6.5,
5.8,
2.6,
2.6,
1.3,
-0.5,
-0.3,
-1,
0.6,
2.7,
2,
3.2,
5.6,
8.1,
6.8,
2.2,
0.5,
0.9,
2.2,
8.7,
11.5,
13.6,
11.3,
10.9,
12.2,
12.4,
11.6,
11.5,
10.8,
10.9,
12.5,
14.4,
13.8,
11.8,
11.9,
14.7,
15.9,
12.1,
12.3,
15.1,
18.1,
20.8,
25,
28.5,
29.2,
14.9,
14.2,
17.6,
15.3,
14.5,
15.7,
17.2,
19.5,
21,
24.6,
19.4,
17.4,
16.7,
15.4,
17,
17.7,
17.1,
19.3,
22.7,
17.9,
5.5,
5.1,
3.1,
1.2,
2.1,
0.5,
-0.1,
-1.5,
-1.3,
-0.1,
0.9,
1.8,
1.7,
3.1,
4.8,
6.9,
3.7,
1.9,
3.4,
4.3,
6.2,
7.5,
9.2,
6.4,
5.7,
5.1,
5.1,
4.6,
7.8,
8.7,
7.3,
6.3,
9.7,
9.6,
10.4,
8.6,
7.2,
10.5,
10.7,
11.5,
20.1,
22.3,
21.8,
19.4,
20.2,
20.9,
20.1,
20.4,
20.8,
21.6,
22.1,
20.7,
21.2,
21.1,
20.8,
22.1,
21.8,
21.2,
20.6,
20.5,
21.2,
19.8,
20.6,
29.2,
28.3,
28.7,
29.4,
28.5,
28.2,
28.2,
27.5,
28.7,
29.6,
29.4,
29.6,
29.4,
29.3,
29.6,
29.9,
30.2,
29.7,
29.7,
29.7,
30.1,
30.1,
30.5,
30.9,
30.4,
30.3,
29.8,
30,
31.2,
30.6,
32.5,
31.9,
31.5,
31.3,
32.8,
32.6,
33.5,
33.1,
32.9,
33.5,
33,
33.1,
32.2,
31.9,
34.1,
34,
12.9,
14,
15.2,
13,
13.5,
13.9,
13.5,
15.6,
15.9,
17.1,
15.6,
14.5,
14,
13.9,
13.5,
14.4,
14.9,
15,
16.9,
15.6,
27.8,
27.9,
27.7,
27.4,
29.8,
28.6,
27.1,
28.1,
28,
27.7,
28.7,
28.4,
29,
29.1,
32.6,
31.1,
30.9,
32.3,
31.4,
32.7,
26.2,
27,
27.5,
27.5,
27.2,
26.8,
26.7,
26.3,
26.2,
27.4,
27.7,
27.5,
26.3,
26.9,
27.4,
26.5,
27.1,
27,
27.4,
27.1,
13.9,
12.4,
12,
11.3,
12.8,
10.8,
11.1,
9.6,
10.6,
11,
10.6,
12.2,
12.9,
12.6,
13.5,
13.6,
13.4,
14.2,
14.7,
14.6,
-9.1,
-9.6,
-13.5,
-13.4,
-9.3,
-8.4,
-6.9,
-5,
-3.3,
-1.5,
-0.8,
-0.9,
0.7,
-3.9,
-3.2,
-6.2,
-4.7,
-0.4,
3.5,
3,
11.6,
12.3,
13.8,
13.2,
13.3,
12.5,
13.9,
14.3,
14.8,
15,
13.8,
12.7,
14.6,
16.3,
15.4,
18.4,
19.4,
20.6,
19.2,
17.3,
25.4,
26.9,
27.8,
27.7,
30.1,
28.1,
27.9,
28.3,
28.5,
29.1,
29,
26.7,
25.3,
24,
24.6,
27.8,
26.8,
25.4,
26.9,
26.5,
28.8,
28.7,
27.2,
21,
22.1,
22.1,
22,
21.7,
21,
20.1,
21,
20.6,
22,
23.2,
23.4,
22.9,
24.6,
23.2,
24.3,
24.4,
24.2,
25.3,
22.3,
7.6,
8.6,
9.3,
7.2,
7,
7.3,
5.7,
5.3,
6.9,
7.2,
6.8,
8.2,
10.2,
12.2,
11.3,
7.3,
9.1,
9.7,
10.6,
9.9,
27.6,
29.7,
29.8,
29.3,
29.1,
29.4,
28.4,
26.4,
26.7,
27.9,
28.3,
27.3,
28,
27.7,
27.8,
25.9,
27.3,
27.4,
26.1,
25.6,
28.4,
29,
28.6,
28.7,
28.9,
28.6,
28.8,
28.6,
28.8,
29.9,
30.7,
29.5,
30,
29.9,
30.4,
30.6,
30.6,
30.3,
30.6,
31,
30.4,
31.9,
33.8,
34.7,
34.3,
33.9,
33.5,
33.3,
33.5,
33.9,
35.1,
35.7,
36.6,
36.5,
34.3,
33.3,
32.8,
32.9,
32.1,
32.7,
31.2,
34.8,
33.9,
32.1,
31.2,
31.3,
35.2,
34.6,
35.4,
32.3,
31.6,
31.1,
33.5,
32.1,
32.6,
31.4,
35.2,
34.5,
34.5,
33.1,
26,
26.4,
26.7,
26.1,
27.3,
26.6,
25.8,
26.3,
26.5,
26.6,
26.6,
26.9,
26.5,
27.4,
26.7,
26.6,
27.3,
27.2,
26.1,
25.9,
21.5,
19.4,
20.4,
23.9,
25.3,
23.6,
23.4,
23.6,
23.4,
23,
23.9,
25.5,
24.3,
24.1,
24.2,
26.1,
27.6,
28,
27.3,
27.6,
29.3,
27.5,
26.1,
28.8,
28.8,
26.8,
29,
27.6,
28.3,
26.9,
27.6,
28.9,
28.6,
26.9,
28.6,
27.2,
27.9,
28.3,
28.1,
27.8,
29.8,
29,
29.5,
26.6,
29.7,
28.4,
29.7,
29.2,
29.8,
30.2,
28.6,
29.3,
28.6,
29.8,
28.3,
29.9,
29.6,
29.9,
27.9,
26.7,
28.5,
27.2,
26.8,
27.4,
28.2,
28.2,
28.1,
27.5,
27.9,
27.9,
26.6,
29.7,
27.9,
28.6,
27.6,
27.7,
27.2,
28.6,
29.3,
28.4,
29,
31.6,
30.6,
26.3,
27.3,
27.6,
30.1,
31.1,
32.6,
32.4,
33,
34.3,
34.1,
35.9,
34.9,
34.8,
29.8,
30.1,
34.3,
33.6,
24.3,
25.5,
25.6,
25.1,
24.8,
24.8,
24.9,
23.8,
24.1,
24.4,
23.7,
19.1,
23.7,
23,
23.3,
18.2,
17.8,
23.3,
24.5,
19.4,
28.8,
28.1,
28.6,
28.8,
28.7,
30.1,
29.5,
29,
27.9,
28.6,
28.5,
29.1,
28.9,
28.8,
27.9,
29.2,
28.9,
28.7,
29.1,
28.6,
9.2,
7.4,
8.6,
5.2,
4.4,
5.2,
2.3,
2,
3.4,
7.1,
5,
6.2,
4.6,
5.7,
5.8,
9.1,
3.9,
1.4,
3,
3.5,
18.6,
18.6,
19.1,
21.1,
21.8,
21.2,
20.8,
22.2,
21.9,
22.1,
23.4,
22.6,
21.2,
22.5,
23.5,
24.1,
25,
24.9,
25.7,
24.3,
7.6,
6.8,
6.9,
6.5,
2.6,
5.9,
3.2,
1.8,
3,
6.9,
5.8,
6,
4.1,
2.7,
4.5,
7.2,
8.1,
4.8,
3.1,
3.7,
26.4,
27.1,
27.5,
26.2,
27.1,
26.6,
26.2,
26.5,
26.9,
27.6,
27,
27.7,
27,
27.2,
26.8,
25.9,
27.3,
27.6,
27.5,
27.5,
7.7,
8.4,
7.3,
7.8,
6.9,
6.8,
6.2,
5,
6,
7.1,
8.8,
8.6,
8.5,
6.1,
6,
7.6,
10.3,
8.6,
3.8,
6.2,
-6.1,
-4.6,
1.6,
1.4,
-0.6,
1.9,
3.9,
3,
-1.2,
-2.2,
0.2,
0.9,
2.6,
2.3,
1.1,
1.1,
4.1,
3.4,
1.8,
1.5,
13.2,
12.4,
12.7,
10.8,
11.9,
9.3,
9.2,
9.1,
11.2,
11.2,
10.7,
10.6,
9.3,
9.8,
11.3,
13.4,
12.6,
12.7,
12.2,
10.7,
12.6,
16.9,
22.3,
20.2,
19,
19.1,
23.6,
19.7,
20.3,
22.4,
25.4,
19.6,
20.8,
25.2,
24.6,
26.5,
24.4,
21.1,
19.9,
19.8,
21.8,
22.4,
21.2,
21.7,
21.7,
21.3,
21.5,
21.4,
21.1,
20.6,
21.1,
21.5,
21.3,
21.3,
21.7,
23.1,
22.7,
21.8,
21.7,
22.1,
27.2,
28.6,
27.7,
29.6,
29.3,
28.8,
28.4,
29.2,
28.9,
29.4,
29.5,
28.3,
28.8,
28.8,
28.8,
27.6,
28.3,
28.9,
28.6,
27.3,
29.2,
28.1,
27.4,
27.3,
26.7,
28.2,
29.7,
26.8,
29.1,
28,
28.8,
29.1,
28.9,
28.5,
28.6,
29.1,
29,
29.3,
29.6,
29.4,
7.6,
8.2,
7.9,
7,
7.3,
7.9,
4.3,
3.1,
4.8,
6.3,
6.2,
8,
7.1,
7.9,
10.3,
10.1,
9.3,
9.2,
8,
7.2,
28,
27.9,
26.4,
28.5,
28.4,
27.7,
27.2,
28.5,
28.8,
26.2,
26.6,
27.3,
26.8,
29,
28.7,
26.4,
28.8,
26.1,
28.3,
27.3,
30.9,
30.4,
30.3,
30.5,
31.1,
30.8,
28.1,
29.8,
30.4,
30.3,
30.3,
30.7,
30.8,
30.6,
30.6,
30.8,
30.3,
30.3,
30.8,
30,
21.3,
20.9,
21.2,
17.6,
18.4,
18.7,
19.7,
20.4,
19.7,
20.2,
22.4,
21.6,
19.9,
20.1,
19.8,
19.6,
21.7,
21.1,
21.7,
22.2,
30.9,
31.4,
33.4,
32.1,
32.7,
32.8,
32.7,
33.4,
33.3,
32.9,
33.3,
32.9,
33.2,
33.6,
32.5,
31.5,
33.3,
33.6,
34,
33.5,
7,
5.8,
5.1,
8.2,
8,
7.3,
7.5,
6.6,
5.6,
7.4,
7.8,
8.5,
10.6,
10.7,
10.9,
11.2,
14.4,
14.7,
16.4,
16.3,
24.2,
23.9,
21.6,
22.1,
24,
23.6,
22.1,
21.8,
24.8,
27.7,
25.8,
26.7,
27.4,
27.4,
25.6,
26.8,
30.2,
21.4,
19.5,
20.4,
6.7,
4.8,
7.1,
7.1,
6.7,
5.2,
4.5,
2.5,
4.5,
5.9,
4.9,
6.7,
9.2,
8.1,
11.7,
10.3,
7.7,
9.9,
7.9,
8.8,
-2.3,
-3,
-3.1,
-1.2,
3.4,
5,
7.8,
9.6,
10.6,
10.8,
13.4,
10.6,
3.1,
5.7,
8.3,
11.3,
14.5,
14.6,
16.7,
18,
13.6,
9.3,
10.3,
12.9,
10.9,
8.9,
7.8,
5.2,
7.3,
13.5,
13.3,
10.6,
8.6,
7.9,
9.7,
11.7,
8.3,
10.1,
8.2,
6.1,
31.3,
30.4,
31.2,
31.7,
32,
31.2,
31.4,
31.1,
30.8,
31.1,
31.7,
30.9,
30.9,
31.9,
31.6,
31,
31,
31.5,
30.9,
26.6,
28.8,
29.3,
29.1,
29.3,
28.6,
28,
29.1,
27.4,
27.3,
25.6,
26.4,
27.1,
27.7,
27.2,
28.1,
28.1,
28.1,
27.8,
28.7,
28.2,
12.2,
14.5,
14.6,
12.2,
14.1,
13.6,
13.6,
15.7,
15.8,
16.2,
13.4,
13.7,
13.9,
13.9,
14.2,
15.8,
16.3,
17.3,
18,
15.8,
3.8,
4.2,
4.9,
5.7,
6.9,
10,
13.9,
14.4,
7.8,
10.7,
12.7,
7.8,
9.3,
7.8,
9.1,
13.9,
16.3,
16.1,
18.1,
14.9,
20.6,
21.7,
21.4,
20.5,
22.1,
20.9,
23.1,
21.8,
20.5,
20.4,
21.1,
21.4,
22.3,
22.6,
23.3,
22.2,
22,
23.3,
22.7,
22.1,
4.7,
3.4,
1.7,
3.6,
5.1,
2,
-1.3,
1.6,
1.9,
2.6,
-0.2,
-0.7,
1.6,
3.1,
4.6,
5.8,
6.6,
2.3,
2.8,
2.5,
19.6,
19.6,
19.8,
23.3,
22.8,
21.6,
22.4,
25.3,
22.8,
22.5,
23,
23.3,
22.4,
23.6,
24.6,
27.8,
28.8,
26.7,
28.1,
27.7,
5.3,
5.2,
4.5,
5.8,
7.9,
6.2,
7.3,
6.8,
9.2,
8.5,
8.1,
10.3,
11.8,
11.6,
12.6,
9.6,
11.9,
11.3,
11.4,
13,
23.7,
24.8,
24.5,
24,
23.9,
23.5,
24.4,
24.3,
23.9,
25.2,
25.5,
25.2,
24.9,
25.3,
25.9,
24.6,
24,
24.8,
24.8,
25.3,
6.2,
8.3,
11.2,
13.6,
11.4,
11.3,
14.1,
11.7,
8.8,
7.5,
13.3,
15,
15.5,
18.8,
14.2,
14.6,
10.2,
5.9,
11.8,
22.8,
22.4,
20.7,
18.5,
18.3,
18.1,
19.5,
24,
23.9,
22.6,
20.5,
18.9,
21.6,
21.7,
22.2,
22.8,
22,
17.8,
22.6,
21.8,
3.3,
0.7,
0.6,
2.5,
3.9,
6.3,
8.6,
12.2,
9.7,
9.4,
12.6,
7.2,
5.4,
0.6,
2.1,
7.1,
11.2,
15.4,
17,
19.4,
27.1,
28.2,
28.5,
28.3,
28.2,
27.9,
25.8,
25.3,
26.7,
28.2,
27.5,
27.5,
26.2,
27.1,
27,
26.8,
26.8,
26.5,
25.3,
27.4,
30.8,
32.7,
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"source": [
"\n",
"fig = px.scatter_3d(weather_df, x=\"Dew_point_°C\", y=\"latitude\", z=\"Temp_Avg_°C\",\n",
" #!# color=??, ## for fourth dimension\n",
" color=\"Rel_Humidity_%\", ## for fourth dimension\n",
"\t\t\t\t\topacity=0.7) \n",
"fig.update_traces(marker_size = 2) # Make dots smaller\n",
"fig.update_layout(margin=dict(l=0, r=0, b=0, t=0)) # Reduce figure margins\n",
"fig.show()"
]
}
],
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