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bloomhunt
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Merge branch 'master' of https://git.flavigny.de/christian/bloomhunt

master
Gitea 6 anni fa
parent
f9d0247c3b 4ca61e4d5f
commit
eadf3b1f2b
9 ha cambiato i file con 504 aggiunte e 22 eliminazioni
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  1. +52
    -4
      map/static/map/index.css
  2. BIN
      map/static/map/tree_blooming_pink.png
  3. +46
    -13
      map/templates/map/index.html
  4. +13
    -0
      mobile/climate_heidelberg_tima_and_date.csv
  5. +60
    -0
      mobile/predict.py
  6. +300
    -0
      mobile/temp
  7. +6
    -2
      mobile/templates/mobile/index.html
  8. +9
    -3
      mobile/views.py
  9. +18
    -0
      mobile/wachstumsgradtag.csv

+ 52
- 4
map/static/map/index.css Vedi File

@@ -1,21 +1,69 @@
#map1 {
height: 43%
height: 46%
}

#map2 {
margin-top: 10px;
height: 43%;
margin-bottom: 7px;
height: 46%;
margin-bottom: 10px;
}

#p_date {
position: absolute;
bottom: 20px;
}

#logo_side {
width: 60%;
margin-left: 20%;
margin-top: 10%;
}

#central {
margin:0 auto;
}

#left {
width: 75%;
float: left;
}

#right {
width: 24%;
float: right;
}

div.yearno {
pointer-events: none;
position: absolute;
z-index: 1000;
font-size: 19pt;
background-color: white;
border-radius: 5px;
padding: 5px;
color: 333333;
border: 2px solid rgba(0, 0, 0, 0.3);
}

#div19 {
top: 30px;
left: 30px;
}

#div29 {
top: 330px;
left: 30px;
}

.slider {
-webkit-appearance: none;
width: 100%;
float: right;
height: 15px;
border-radius: 5px;
background: #d3d3d3;
outline: none;
opacity: 0.7;
opacity: 0.9;
-webkit-transition: .2s;
transition: opacity .2s;
}


BIN
map/static/map/tree_blooming_pink.png Vedi File

Before After
Width: 425  |  Height: 457  |  Size: 34KB

+ 46
- 13
map/templates/map/index.html Vedi File

@@ -18,25 +18,54 @@

<body>

<div id="map1"></div>
<div id="map2"></div>
<div id="central">

<div style="pointer-events: none; position: absolute; top: 30px; right: 40px; z-index: 1000">2019</div>
<div style="pointer-events: none; position: absolute; top: 310px; right: 40px; z-index: 1001">2029</div>
<div id="left">

<div id="map1"></div>
<div id="map2"></div>

<div id="div19" class="yearno">2019</div>
<div id="div29" class="yearno">2029</div>

<div class="slidecontainer">
<input type="range" min="1" max="365" value="180" class="slider" id="myRange"
oninput="updateMap(this.value)">
</div>
</div>

<div id="right">
<img id="logo_side" src="{% static 'favicon.ico' %}"/>
<center>
<p><b>Watch how the bloom periods change over time.</b></p>
<p>You want to win awesome awards?</p>
<p>Take part in a global movement
monitoring effects of climate change.</p>
</center>
<center>
<p id="p_date" ></p>
</center>
</div>

<div class="slidecontainer">
<input type="range" min="1" max="365" value="180" class="slider" id="myRange"
oninput="updateMap(this.value)">
</div>
<p id="p_date"></p>

<script>

const monthNames = ["January", "February", "March", "April", "May", "June",
"July", "August", "September", "October", "November", "December"
];

var p_date = document.getElementById("p_date");

var map1 = L.map('map1').setView([49.4093524, 8.6931736], 15);
var map2 = L.map('map2').setView([49.4093524, 8.6931736], 15);
var map1 = L.map('map1', {zoomControl: false}).setView([49.4093524, 8.6931736], 15);
L.control.zoom({
position:'topright'
}).addTo(map1);
var map2 = L.map('map2', {zoomControl: false}).setView([49.4093524, 8.6931736], 15);
L.control.zoom({
position:'topright'
}).addTo(map2);

map1.sync(map2);
map2.sync(map1);
@@ -80,7 +109,7 @@ function mk_not_bloom_icon(label) {
function mk_bloom_icon(label) {
return new L.DivIcon({
className: 'bloom-icon',
html: '<img class="no-bloom-icon" src="{% static 'map/tree_blooming.png' %}"/>' +
html: '<img class="no-bloom-icon" src="{% static 'map/tree_blooming_pink.png' %}"/>' +
'<span>' + label + '</span>',
iconAnchor: [15, 30]
});
@@ -109,11 +138,13 @@ function mk_bloom_icon(label) {


class Tree {
constructor(name, bloom_start, xcoord, ycoord) {
constructor(name, bloom_start, species, xcoord, ycoord) {
this.name = name;
this.bloom_start = bloom_start;
this.species = species;
this.marker = L.marker([xcoord, ycoord],
{icon: mk_not_bloom_icon(this.name)});
this.marker.bindPopup("<b>" + this.name + "</b><br>" + this.species);
this.blooming = false;
}
update(dayno) {
@@ -136,6 +167,7 @@ var trees_1 = [];
for (var i = 0; i < treesFromJSON.length; i++) {
let raw = treesFromJSON[i];
let tree = new Tree(raw["name"], raw["bloom_start"],
raw["species"],
raw["latitude"], raw["longitude"]);
trees_1.push(tree);
}
@@ -145,6 +177,7 @@ var trees_2 = [];
for (var i = 0; i < treesFromJSON.length; i++) {
let raw = treesFromJSON[i];
let tree = new Tree(raw["name"], raw["bloom_start"] - 20,
raw["species"],
raw["latitude"], raw["longitude"]);
trees_2.push(tree);
}
@@ -162,7 +195,7 @@ function updateMap(value) {
function dateFromDay(dayno) {
var date = new Date(2019, 0); // initialize a date in `year-01-01`
var date2 = new Date(date.setDate(dayno));
return date2.getMonth() + 1 + "-" + date2.getDate();
return monthNames[date2.getMonth()] + ", " + date2.getDate();
}

var cities1 = L.layerGroup(trees_1.map(t => t.marker));


+ 13
- 0
mobile/climate_heidelberg_tima_and_date.csv Vedi File

@@ -0,0 +1,13 @@
Month Min Max
1 1 5
2 1 7
3 4 12
4 7 16
5 11 21
6 14 24
7 16 26
8 16 26
9 12 21
10 8 16
11 4 9
12 2 6

+ 60
- 0
mobile/predict.py Vedi File

@@ -0,0 +1,60 @@
from datetime import datetime

import pandas as pd
#import matplotlib.pyplot as plt
import numpy as np
import seaborn as sns
import re as re


def normalize(x):
return max(min(x, 30), 10)


def get_gdd_until(date):
temp=pd.read_csv('/tmp/temp', sep=',')
y=int(temp[temp.Datum==date].index.values)
GDD_date=0
for x in range(y+1):
gdd_of_day = ((normalize(temp.min_temp[x])+normalize(temp.max_temp[x]))/2)-10
GDD_date+=gdd_of_day
return GDD_date


def predict_blooming(date,gdd_infile='/tmp/wachstumsgradtag.csv',climate_infile='/tmp/climate_heidelberg_tima_and_date.csv'):
gdd_date = get_gdd_until(date)
gdd_trees = pd.read_csv(gdd_infile, sep=',', encoding='utf-8')
monthly_temp = pd.read_csv(climate_infile,sep='\t')
#monthly_temp
i=0
for x in monthly_temp.Min:
if x<10:
monthly_temp.Min.iloc[i]=10
if x>30:
monthly_temp.Min.iloc[i]=30
i=i+1
i=0
for x in monthly_temp.Max:
if x <10:
monthly_temp.Max.iloc[i]=10
if x>30:
monthly_temp.Max.iloc[i]=30
i=i+1
#temp
monthly_temp['average_weekly_gdd']=((monthly_temp.Max+monthly_temp.Min)/2-10)*7
#monthly_temp
month=int(re.findall('\d{2}[.](\d{2})[.]\d{4}',date)[0])
#month
averg_gdd=float(monthly_temp[monthly_temp.Month==month].average_weekly_gdd)
#averg_gdd
prdctd=gdd_date+averg_gdd
#prdctd
#gdd_trees
blooming=gdd_trees[(gdd_trees["minGDD"] <= prdctd)
& (gdd_trees["minGDD"] >= gdd_date)].Deutsch.tolist()
return blooming


if __name__ == '__main__':
bls = predict_blooming('20.05.2019')
print(bls)

+ 300
- 0
mobile/temp Vedi File

@@ -0,0 +1,300 @@
,Datum,Temp. A.,Temp. A..1,Temp. A..2,min_temp,max_temp
0,01.01.2019,"6,3 °C","Min. 23:505,3 °C","Max. 12:556,9 °C",5.3,6.9
1,02.01.2019,"3,5 °C","Min. 23:55-1,8 °C","Max. 14:156,4 °C",-1.8,6.4
2,03.01.2019,"-1,0 °C","Min. 06:20-3,9 °C","Max. 19:050,8 °C",-3.9,0.8
3,04.01.2019,"1,3 °C","Min. 01:25-0,3 °C","Max. 14:302,9 °C",-0.3,2.9
4,05.01.2019,"2,9 °C","Min. 09:351,7 °C","Max. 23:454,6 °C",1.7,4.6
5,06.01.2019,"5,0 °C","Min. 23:504,5 °C","Max. 12:405,7 °C",4.5,5.7
6,07.01.2019,"4,1 °C","Min. 23:103,2 °C","Max. 15:155,3 °C",3.2,5.3
7,08.01.2019,"4,7 °C","Min. 01:203,1 °C","Max. 12:206,8 °C",3.1,6.8
8,09.01.2019,"3,0 °C","Min. 23:451,1 °C","Max. 00:004,9 °C",1.1,4.9
9,10.01.2019,"1,7 °C","Min. 23:50-0,7 °C","Max. 11:302,9 °C",-0.7,2.9
10,11.01.2019,"-0,1 °C","Min. 02:10-0,7 °C","Max. 23:250,5 °C",-0.7,0.5
11,12.01.2019,"2,5 °C","Min. 00:000,5 °C","Max. 23:554,3 °C",0.5,4.3
12,13.01.2019,"6,4 °C","Min. 00:004,3 °C","Max. 20:558,6 °C",4.3,8.6
13,14.01.2019,"5,0 °C","Min. 22:052,3 °C","Max. 00:007,3 °C",2.3,7.3
14,15.01.2019,"4,0 °C","Min. 06:051,8 °C","Max. 13:505,6 °C",1.8,5.6
15,16.01.2019,"5,1 °C","Min. 23:503,9 °C","Max. 13:157,1 °C",3.9,7.1
16,17.01.2019,"5,5 °C","Min. 23:202,2 °C","Max. 14:208,1 °C",2.2,8.1
17,18.01.2019,"2,3 °C","Min. 21:25-0,4 °C","Max. 14:005,3 °C",-0.4,5.3
18,19.01.2019,"0,1 °C","Min. 23:55-2,7 °C","Max. 12:253,3 °C",-2.7,3.3
19,20.01.2019,"-2,6 °C","Min. 08:00-5,0 °C","Max. 13:200,5 °C",-5.0,0.5
20,21.01.2019,"-2,8 °C","Min. 08:45-5,3 °C","Max. 14:151,4 °C",-5.3,1.4
21,22.01.2019,"-2,9 °C","Min. 04:15-6,7 °C","Max. 14:20-0,2 °C",-6.7,-0.2
22,23.01.2019,"-1,1 °C","Min. 07:10-2,2 °C","Max. 13:350,2 °C",-2.2,0.2
23,24.01.2019,"-2,0 °C","Min. 08:00-3,2 °C","Max. 13:30-0,8 °C",-3.2,-0.8
24,25.01.2019,"-1,1 °C","Min. 06:50-3,2 °C","Max. 14:350,9 °C",-3.2,0.9
25,26.01.2019,"2,3 °C","Min. 01:20-0,2 °C","Max. 20:504,1 °C",-0.2,4.1
26,27.01.2019,"5,8 °C","Min. 23:552,8 °C","Max. 14:308,0 °C",2.8,8.0
27,28.01.2019,"2,5 °C","Min. 23:451,2 °C","Max. 03:503,0 °C",1.2,3.0
28,29.01.2019,"2,1 °C","Min. 07:050,8 °C","Max. 14:455,1 °C",0.8,5.1
29,30.01.2019,"1,9 °C","Min. 23:550,2 °C","Max. 12:504,4 °C",0.2,4.4
30,31.01.2019,"0,9 °C","Min. 02:10-1,2 °C","Max. 14:303,1 °C",-1.2,3.1
31,01.02.2019,"3,9 °C","Min. 02:401,5 °C","Max. 15:406,8 °C",1.5,6.8
32,02.02.2019,"4,1 °C","Min. 07:152,6 °C","Max. 15:556,4 °C",2.6,6.4
33,03.02.2019,"3,2 °C","Min. 23:352,3 °C","Max. 00:004,4 °C",2.3,4.4
34,04.02.2019,"2,0 °C","Min. 07:55-2,4 °C","Max. 14:456,4 °C",-2.4,6.4
35,05.02.2019,"3,0 °C","Min. 04:55-0,1 °C","Max. 14:107,5 °C",-0.1,7.5
36,06.02.2019,"1,2 °C","Min. 07:50-2,2 °C","Max. 14:556,7 °C",-2.2,6.7
37,07.02.2019,"2,4 °C","Min. 00:05-1,6 °C","Max. 17:005,0 °C",-1.6,5.0
38,08.02.2019,"6,9 °C","Min. 00:003,7 °C","Max. 14:2010,7 °C",3.7,10.7
39,09.02.2019,"7,6 °C","Min. 05:005,9 °C","Max. 13:1510,7 °C",5.9,10.7
40,10.02.2019,"8,7 °C","Min. 22:405,1 °C","Max. 11:5513,5 °C",5.1,13.5
41,11.02.2019,"5,5 °C","Min. 23:301,9 °C","Max. 13:307,2 °C",1.9,7.2
42,12.02.2019,"3,6 °C","Min. 03:000,5 °C","Max. 14:307,3 °C",0.5,7.3
43,13.02.2019,"3,5 °C","Min. 08:30-1,9 °C","Max. 15:3010,4 °C",-1.9,10.4
44,14.02.2019,"2,7 °C","Min. 08:00-2,7 °C","Max. 14:3010,1 °C",-2.7,10.1
45,15.02.2019,"5,6 °C","Min. 05:45-1,3 °C","Max. 16:0015,2 °C",-1.3,15.2
46,16.02.2019,"6,4 °C","Min. 08:05-0,4 °C","Max. 15:3514,9 °C",-0.4,14.9
47,17.02.2019,"6,7 °C","Min. 07:50-1,1 °C","Max. 14:5017,2 °C",-1.1,17.2
48,18.02.2019,"6,7 °C","Min. 07:000,2 °C","Max. 15:4015,9 °C",0.2,15.9
49,19.02.2019,"6,8 °C","Min. 23:553,3 °C","Max. 16:1510,6 °C",3.3,10.6
50,20.02.2019,"5,7 °C","Min. 07:35-0,4 °C","Max. 14:1012,3 °C",-0.4,12.3
51,21.02.2019,"7,9 °C","Min. 02:352,7 °C","Max. 15:2513,0 °C",2.7,13.0
52,22.02.2019,"10,2 °C","Min. 21:457,7 °C","Max. 12:4013,4 °C",7.7,13.4
53,23.02.2019,"6,8 °C","Min. 07:553,7 °C","Max. 14:5010,7 °C",3.7,10.7
54,24.02.2019,"7,3 °C","Min. 08:000,1 °C","Max. 14:4513,3 °C",0.1,13.3
55,25.02.2019,"8,0 °C","Min. 07:150,9 °C","Max. 14:5516,9 °C",0.9,16.9
56,26.02.2019,"8,7 °C","Min. 07:500,7 °C","Max. 15:1518,4 °C",0.7,18.4
57,27.02.2019,"8,3 °C","Min. 07:200,8 °C","Max. 15:3018,7 °C",0.8,18.7
58,28.02.2019,"11,4 °C","Min. 00:255,0 °C","Max. 15:1019,3 °C",5.0,19.3
59,01.03.2019,"9,0 °C","Min. 23:307,4 °C","Max. 00:0010,7 °C",7.4,10.7
60,02.03.2019,"8,5 °C","Min. 04:006,3 °C","Max. 16:3011,3 °C",6.3,11.3
61,03.03.2019,"10,6 °C","Min. 02:309,1 °C","Max. 17:0012,2 °C",9.1,12.2
62,04.03.2019,"9,9 °C","Min. 23:206,2 °C","Max. 11:2013,1 °C",6.2,13.1
63,05.03.2019,"6,5 °C","Min. 05:355,3 °C","Max. 09:557,8 °C",5.3,7.8
64,06.03.2019,"11,4 °C","Min. 05:505,1 °C","Max. 15:4516,6 °C",5.1,16.6
65,07.03.2019,"11,0 °C","Min. 21:257,3 °C","Max. 04:5514,6 °C",7.3,14.6
66,08.03.2019,"8,5 °C","Min. 08:006,9 °C","Max. 15:0512,1 °C",6.9,12.1
67,09.03.2019,"9,7 °C","Min. 00:357,2 °C","Max. 17:4511,8 °C",7.2,11.8
68,10.03.2019,"10,7 °C","Min. 22:155,7 °C","Max. 14:5015,3 °C",5.7,15.3
69,11.03.2019,"6,1 °C","Min. 06:253,7 °C","Max. 16:058,5 °C",3.7,8.5
70,12.03.2019,"7,2 °C","Min. 06:451,7 °C","Max. 15:3511,2 °C",1.7,11.2
71,13.03.2019,"7,3 °C","Min. 23:155,1 °C","Max. 00:3510,6 °C",5.1,10.6
72,14.03.2019,"5,8 °C","Min. 00:005,1 °C","Max. 17:356,7 °C",5.1,6.7
73,15.03.2019,"8,9 °C","Min. 02:055,6 °C","Max. 15:3011,7 °C",5.6,11.7
74,16.03.2019,"10,7 °C","Min. 22:457,3 °C","Max. 12:3012,5 °C",7.3,12.5
75,17.03.2019,"8,1 °C","Min. 23:503,8 °C","Max. 10:4513,8 °C",3.8,13.8
76,18.03.2019,"5,6 °C","Min. 04:302,2 °C","Max. 15:2010,6 °C",2.2,10.6
77,19.03.2019,"5,8 °C","Min. 06:450,8 °C","Max. 13:5511,7 °C",0.8,11.7
78,20.03.2019,"6,0 °C","Min. 07:00-1,6 °C","Max. 16:3513,7 °C",-1.6,13.7
79,21.03.2019,"9,2 °C","Min. 07:100,3 °C","Max. 15:5518,0 °C",0.3,18.0
80,22.03.2019,"11,0 °C","Min. 06:502,3 °C","Max. 14:0020,1 °C",2.3,20.1
81,23.03.2019,"11,1 °C","Min. 04:454,6 °C","Max. 15:4019,4 °C",4.6,19.4
82,24.03.2019,"9,3 °C","Min. 07:002,7 °C","Max. 14:2016,2 °C",2.7,16.2
83,25.03.2019,"6,3 °C","Min. 06:002,1 °C","Max. 13:4510,7 °C",2.1,10.7
84,26.03.2019,"5,7 °C","Min. 02:402,4 °C","Max. 15:009,7 °C",2.4,9.7
85,27.03.2019,"8,2 °C","Min. 02:104,3 °C","Max. 16:0013,7 °C",4.3,13.7
86,28.03.2019,"8,3 °C","Min. 06:300,3 °C","Max. 13:3015,9 °C",0.3,15.9
87,29.03.2019,"12,4 °C","Min. 06:306,1 °C","Max. 16:0018,2 °C",6.1,18.2
88,30.03.2019,"13,6 °C","Min. 07:004,9 °C","Max. 16:3021,6 °C",4.9,21.6
89,31.03.2019,"12,6 °C","Min. 07:304,3 °C","Max. 15:0021,9 °C",4.3,21.9
90,01.04.2019,"13,6 °C","Min. 08:307,9 °C","Max. 15:5019,8 °C",7.9,19.8
91,02.04.2019,"15,5 °C","Min. 07:5010,2 °C","Max. 16:4521,8 °C",10.2,21.8
92,03.04.2019,"9,8 °C","Min. 23:155,3 °C","Max. 00:0014,7 °C",5.3,14.7
93,04.04.2019,"5,4 °C","Min. 03:254,8 °C","Max. 18:106,6 °C",4.8,6.6
94,05.04.2019,"6,6 °C","Min. 06:004,3 °C","Max. 16:358,8 °C",4.3,8.8
95,06.04.2019,"10,1 °C","Min. 07:352,5 °C","Max. 17:3017,7 °C",2.5,17.7
96,07.04.2019,"13,0 °C","Min. 07:207,2 °C","Max. 14:5519,1 °C",7.2,19.1
97,08.04.2019,"11,5 °C","Min. 23:558,5 °C","Max. 18:1014,8 °C",8.5,14.8
98,09.04.2019,"11,7 °C","Min. 00:308,3 °C","Max. 14:4017,1 °C",8.3,17.1
99,10.04.2019,"11,2 °C","Min. 07:208,6 °C","Max. 13:3014,9 °C",8.6,14.9
100,11.04.2019,"9,2 °C","Min. 07:002,8 °C","Max. 16:3014,6 °C",2.8,14.6
101,12.04.2019,"6,6 °C","Min. 07:351,7 °C","Max. 14:2011,9 °C",1.7,11.9
102,13.04.2019,"4,8 °C","Min. 23:403,2 °C","Max. 15:256,8 °C",3.2,6.8
103,14.04.2019,"6,5 °C","Min. 05:551,7 °C","Max. 15:0012,8 °C",1.7,12.8
104,15.04.2019,"10,4 °C","Min. 07:051,2 °C","Max. 17:0018,7 °C",1.2,18.7
105,16.04.2019,"14,1 °C","Min. 08:006,3 °C","Max. 17:3019,8 °C",6.3,19.8
106,17.04.2019,"15,1 °C","Min. 07:0010,4 °C","Max. 17:0020,3 °C",10.4,20.3
107,18.04.2019,"17,7 °C","Min. 06:2512,7 °C","Max. 17:1022,9 °C",12.7,22.9
108,19.04.2019,"19,4 °C","Min. 06:3512,9 °C","Max. 17:1525,2 °C",12.9,25.2
109,20.04.2019,"19,1 °C","Min. 07:2010,0 °C","Max. 17:0025,6 °C",10.0,25.6
110,21.04.2019,"19,9 °C","Min. 07:1010,7 °C","Max. 17:2025,7 °C",10.7,25.7
111,22.04.2019,"20,7 °C","Min. 07:0515,7 °C","Max. 16:3025,7 °C",15.7,25.7
112,23.04.2019,"18,3 °C","Min. 06:4514,3 °C","Max. 18:1022,0 °C",14.3,22.0
113,24.04.2019,"17,8 °C","Min. 23:3010,3 °C","Max. 17:4026,3 °C",10.3,26.3
114,25.04.2019,"16,9 °C","Min. 02:359,7 °C","Max. 16:4026,6 °C",9.7,26.6
115,26.04.2019,"10,5 °C","Min. 04:458,6 °C","Max. 16:5012,2 °C",8.6,12.2
116,27.04.2019,"9,9 °C","Min. 23:506,4 °C","Max. 15:0013,2 °C",6.4,13.2
117,28.04.2019,"8,4 °C","Min. 05:404,8 °C","Max. 17:4013,1 °C",4.8,13.1
118,29.04.2019,"8,8 °C","Min. 05:103,7 °C","Max. 15:4014,9 °C",3.7,14.9
119,30.04.2019,"13,1 °C","Min. 07:159,0 °C","Max. 17:1519,2 °C",9.0,19.2
120,01.05.2019,"14,2 °C","Min. 06:456,1 °C","Max. 17:0521,5 °C",6.1,21.5
121,02.05.2019,"13,4 °C","Min. 06:256,9 °C","Max. 16:4520,6 °C",6.9,20.6
122,03.05.2019,"11,8 °C","Min. 06:309,4 °C","Max. 13:2516,3 °C",9.4,16.3
123,04.05.2019,"7,0 °C","Min. 10:254,2 °C","Max. 00:009,8 °C",4.2,9.8
124,05.05.2019,"7,0 °C","Min. 06:101,9 °C","Max. 14:3011,5 °C",1.9,11.5
125,06.05.2019,"9,3 °C","Min. 06:305,4 °C","Max. 15:2013,4 °C",5.4,13.4
126,07.05.2019,"9,8 °C","Min. 06:252,3 °C","Max. 17:2515,4 °C",2.3,15.4
127,08.05.2019,"11,4 °C","Min. 01:259,7 °C","Max. 13:2513,4 °C",9.7,13.4
128,09.05.2019,"11,0 °C","Min. 05:108,8 °C","Max. 16:1013,5 °C",8.8,13.5
129,10.05.2019,"12,4 °C","Min. 06:458,9 °C","Max. 17:5015,4 °C",8.9,15.4
130,11.05.2019,"12,4 °C","Min. 23:459,0 °C","Max. 13:4017,4 °C",9.0,17.4
131,12.05.2019,"10,1 °C","Min. 04:555,5 °C","Max. 18:0016,1 °C",5.5,16.1
132,13.05.2019,"12,9 °C","Min. 06:005,7 °C","Max. 17:3018,8 °C",5.7,18.8
133,14.05.2019,"12,8 °C","Min. 04:307,3 °C","Max. 14:0017,4 °C",7.3,17.4
134,15.05.2019,"12,3 °C","Min. 06:304,8 °C","Max. 17:0017,7 °C",4.8,17.7
135,16.05.2019,"13,4 °C","Min. 01:558,9 °C","Max. 17:3019,0 °C",8.9,19.0
136,17.05.2019,"15,6 °C","Min. 06:259,0 °C","Max. 17:5021,8 °C",9.0,21.8
137,18.05.2019,"15,7 °C","Min. 05:5010,6 °C","Max. 16:5023,4 °C",10.6,23.4
138,19.05.2019,"17,6 °C","Min. 04:5511,6 °C","Max. 17:2024,6 °C",11.6,24.6
139,20.05.2019,"15,2 °C","Min. 06:2012,2 °C","Max. 15:2018,5 °C",12.2,18.5
140,21.05.2019,"12,7 °C","Min. 23:0512,1 °C","Max. 00:0013,3 °C",12.1,13.3
141,22.05.2019,"13,7 °C","Min. 23:5510,7 °C","Max. 17:1018,3 °C",10.7,18.3
142,23.05.2019,"15,4 °C","Min. 06:056,8 °C","Max. 17:2022,9 °C",6.8,22.9
143,24.05.2019,"18,2 °C","Min. 06:059,6 °C","Max. 13:5524,8 °C",9.6,24.8
144,25.05.2019,"18,3 °C","Min. 06:4512,2 °C","Max. 13:3523,9 °C",12.2,23.9
145,26.05.2019,"17,8 °C","Min. 06:1510,4 °C","Max. 16:4023,7 °C",10.4,23.7
146,27.05.2019,"17,2 °C","Min. 06:1013,5 °C","Max. 16:0521,9 °C",13.5,21.9
147,28.05.2019,"15,6 °C","Min. 23:5512,4 °C","Max. 16:4519,7 °C",12.4,19.7
148,29.05.2019,"14,2 °C","Min. 03:0011,1 °C","Max. 17:2519,3 °C",11.1,19.3
149,30.05.2019,"16,6 °C","Min. 06:108,4 °C","Max. 12:5023,1 °C",8.4,23.1
150,31.05.2019,"20,0 °C","Min. 03:1013,4 °C","Max. 14:1026,3 °C",13.4,26.3
151,01.06.2019,"22,3 °C","Min. 06:0513,1 °C","Max. 16:3528,9 °C",13.1,28.9
152,02.06.2019,"24,5 °C","Min. 06:1015,1 °C","Max. 16:5531,5 °C",15.1,31.5
153,03.06.2019,"23,1 °C","Min. 06:0516,6 °C","Max. 13:4533,3 °C",16.6,33.3
154,04.06.2019,"24,7 °C","Min. 06:2015,4 °C","Max. 16:5532,0 °C",15.4,32.0
155,05.06.2019,"26,1 °C","Min. 06:0019,7 °C","Max. 17:3031,9 °C",19.7,31.9
156,06.06.2019,"15,2 °C","Min. 23:5011,3 °C","Max. 00:2527,1 °C",11.3,27.1
157,07.06.2019,"17,4 °C","Min. 02:2010,2 °C","Max. 17:0027,8 °C",10.2,27.8
158,08.06.2019,"17,6 °C","Min. 06:3513,4 °C","Max. 15:0022,3 °C",13.4,22.3
159,09.06.2019,"18,6 °C","Min. 05:359,8 °C","Max. 12:5524,7 °C",9.8,24.7
160,10.06.2019,"17,9 °C","Min. 05:4515,8 °C","Max. 14:2021,4 °C",15.8,21.4
161,11.06.2019,"17,6 °C","Min. 06:0513,6 °C","Max. 13:1021,1 °C",13.6,21.1
162,12.06.2019,"17,0 °C","Min. 11:0013,8 °C","Max. 17:3020,3 °C",13.8,20.3
163,13.06.2019,"19,6 °C","Min. 06:5514,3 °C","Max. 17:1525,0 °C",14.3,25.0
164,14.06.2019,"21,4 °C","Min. 01:4016,8 °C","Max. 14:4026,2 °C",16.8,26.2
165,15.06.2019,"20,8 °C","Min. 05:4015,3 °C","Max. 17:0525,8 °C",15.3,25.8
166,16.06.2019,"19,1 °C","Min. 06:4515,6 °C","Max. 14:0523,2 °C",15.6,23.2
167,17.06.2019,"21,4 °C","Min. 06:0513,0 °C","Max. 17:1027,6 °C",13.0,27.6
168,18.06.2019,"24,0 °C","Min. 06:1016,1 °C","Max. 13:5529,9 °C",16.1,29.9
169,19.06.2019,"25,5 °C","Min. 05:2518,2 °C","Max. 14:5032,1 °C",18.2,32.1
170,20.06.2019,"20,9 °C","Min. 04:1016,4 °C","Max. 12:3025,6 °C",16.4,25.6
171,21.06.2019,"21,0 °C","Min. 06:3516,5 °C","Max. 17:4025,7 °C",16.5,25.7
172,22.06.2019,"20,1 °C","Min. 05:5514,3 °C","Max. 14:2528,2 °C",14.3,28.2
173,23.06.2019,"22,4 °C","Min. 05:1015,6 °C","Max. 18:0528,7 °C",15.6,28.7
174,24.06.2019,"26,5 °C","Min. 05:3021,3 °C","Max. 16:3531,7 °C",21.3,31.7
175,25.06.2019,"28,3 °C","Min. 06:2023,3 °C","Max. 17:3033,9 °C",23.3,33.9
176,26.06.2019,"29,4 °C","Min. 06:0521,3 °C","Max. 17:0036,7 °C",21.3,36.7
177,27.06.2019,"27,6 °C","Min. 06:3523,2 °C","Max. 16:4531,9 °C",23.2,31.9
178,28.06.2019,"24,7 °C","Min. 06:3016,5 °C","Max. 17:3030,8 °C",16.5,30.8
179,29.06.2019,"26,4 °C","Min. 06:0516,7 °C","Max. 16:3032,9 °C",16.7,32.9
180,30.06.2019,"30,3 °C","Min. 06:4521,3 °C","Max. 16:3037,3 °C",21.3,37.3
181,01.07.2019,"26,7 °C","Min. 23:5522,9 °C","Max. 17:3531,3 °C",22.9,31.3
182,02.07.2019,"22,7 °C","Min. 06:2017,1 °C","Max. 17:2527,4 °C",17.1,27.4
183,03.07.2019,"22,2 °C","Min. 06:1516,9 °C","Max. 17:4027,1 °C",16.9,27.1
184,04.07.2019,"22,1 °C","Min. 06:3014,3 °C","Max. 17:3528,3 °C",14.3,28.3
185,05.07.2019,"22,3 °C","Min. 06:0014,6 °C","Max. 17:3029,7 °C",14.6,29.7
186,06.07.2019,"25,1 °C","Min. 06:3016,7 °C","Max. 16:1532,7 °C",16.7,32.7
187,07.07.2019,"19,9 °C","Min. 07:1016,7 °C","Max. 00:0023,7 °C",16.7,23.7
188,08.07.2019,"18,4 °C","Min. 06:0514,2 °C","Max. 14:0523,5 °C",14.2,23.5
189,09.07.2019,"16,7 °C","Min. 06:0510,9 °C","Max. 16:5021,6 °C",10.9,21.6
190,10.07.2019,"18,4 °C","Min. 06:259,4 °C","Max. 17:1525,5 °C",9.4,25.5
191,11.07.2019,"17,7 °C","Min. 06:3016,4 °C","Max. 11:0019,7 °C",16.4,19.7
192,12.07.2019,"17,8 °C","Min. 23:5515,7 °C","Max. 12:3021,7 °C",15.7,21.7
193,13.07.2019,"16,8 °C","Min. 04:4514,3 °C","Max. 16:5521,5 °C",14.3,21.5
194,14.07.2019,"16,9 °C","Min. 04:4514,0 °C","Max. 18:3020,4 °C",14.0,20.4
195,15.07.2019,"18,3 °C","Min. 05:4512,5 °C","Max. 16:2024,2 °C",12.5,24.2
196,16.07.2019,"18,7 °C","Min. 06:3010,7 °C","Max. 18:0025,2 °C",10.7,25.2
197,17.07.2019,"20,5 °C","Min. 06:3012,7 °C","Max. 17:0026,9 °C",12.7,26.9
198,18.07.2019,"21,4 °C","Min. 06:0013,8 °C","Max. 17:3028,7 °C",13.8,28.7
199,19.07.2019,"22,6 °C","Min. 04:0019,8 °C","Max. 13:3027,6 °C",19.8,27.6
200,20.07.2019,"25,4 °C","Min. 05:3017,4 °C","Max. 15:3032,7 °C",17.4,32.7
201,21.07.2019,"24,6 °C","Min. 06:2520,4 °C","Max. 15:5029,7 °C",20.4,29.7
202,22.07.2019,"24,5 °C","Min. 06:4016,2 °C","Max. 17:5531,4 °C",16.2,31.4
203,23.07.2019,"27,3 °C","Min. 06:3517,5 °C","Max. 16:5034,9 °C",17.5,34.9
204,24.07.2019,"30,7 °C","Min. 06:4022,1 °C","Max. 17:3537,2 °C",22.1,37.2
205,25.07.2019,"30,7 °C","Min. 06:3521,1 °C","Max. 17:1038,9 °C",21.1,38.9
206,26.07.2019,"30,8 °C","Min. 07:2024,8 °C","Max. 16:2038,3 °C",24.8,38.3
207,27.07.2019,"24,0 °C","Min. 23:3518,6 °C","Max. 16:5528,3 °C",18.6,28.3
208,28.07.2019,"19,8 °C","Min. 23:4518,6 °C","Max. 16:2521,1 °C",18.6,21.1
209,29.07.2019,"22,1 °C","Min. 05:3018,2 °C","Max. 17:3027,1 °C",18.2,27.1
210,30.07.2019,"24,4 °C","Min. 06:5017,8 °C","Max. 17:1030,8 °C",17.8,30.8
211,31.07.2019,"22,2 °C","Min. 06:2518,2 °C","Max. 14:3526,8 °C",18.2,26.8
212,01.08.2019,"21,5 °C","Min. 05:0515,5 °C","Max. 13:5027,8 °C",15.5,27.8
213,02.08.2019,"21,3 °C","Min. 06:0516,1 °C","Max. 14:1529,3 °C",16.1,29.3
214,03.08.2019,"20,4 °C","Min. 05:3515,9 °C","Max. 17:2025,9 °C",15.9,25.9
215,04.08.2019,"22,1 °C","Min. 06:3014,2 °C","Max. 17:2028,7 °C",14.2,28.7
216,05.08.2019,"23,5 °C","Min. 03:5019,2 °C","Max. 16:4029,6 °C",19.2,29.6
217,06.08.2019,"23,3 °C","Min. 23:5019,5 °C","Max. 17:2527,3 °C",19.5,27.3
218,07.08.2019,"19,3 °C","Min. 23:5017,6 °C","Max. 10:0521,3 °C",17.6,21.3
219,08.08.2019,"21,2 °C","Min. 06:3017,0 °C","Max. 16:4526,9 °C",17.0,26.9
220,09.08.2019,"23,4 °C","Min. 06:3017,0 °C","Max. 14:3531,3 °C",17.0,31.3
221,10.08.2019,"22,5 °C","Min. 23:5519,2 °C","Max. 17:3026,8 °C",19.2,26.8
222,11.08.2019,"20,8 °C","Min. 21:0015,6 °C","Max. 13:2528,3 °C",15.6,28.3
223,12.08.2019,"17,9 °C","Min. 06:1514,7 °C","Max. 17:2022,8 °C",14.7,22.8
224,13.08.2019,"17,5 °C","Min. 06:5513,4 °C","Max. 14:0021,6 °C",13.4,21.6
225,14.08.2019,"17,8 °C","Min. 04:4513,9 °C","Max. 18:0023,4 °C",13.9,23.4
226,15.08.2019,"19,6 °C","Min. 00:3016,4 °C","Max. 17:3025,2 °C",16.4,25.2
227,16.08.2019,"19,6 °C","Min. 07:0014,1 °C","Max. 17:0024,2 °C",14.1,24.2
228,17.08.2019,"19,9 °C","Min. 22:0017,6 °C","Max. 13:3023,6 °C",17.6,23.6
229,18.08.2019,"23,3 °C","Min. 01:3017,3 °C","Max. 16:3030,7 °C",17.3,30.7
230,19.08.2019,"21,9 °C","Min. 08:0018,1 °C","Max. 14:0025,9 °C",18.1,25.9
231,20.08.2019,"17,8 °C","Min. 07:0515,7 °C","Max. 12:4020,2 °C",15.7,20.2
232,21.08.2019,"19,0 °C","Min. 04:0014,1 °C","Max. 14:0024,3 °C",14.1,24.3
233,22.08.2019,"20,3 °C","Min. 07:0012,3 °C","Max. 17:0526,7 °C",12.3,26.7
234,23.08.2019,"21,1 °C","Min. 07:1512,7 °C","Max. 16:5028,7 °C",12.7,28.7
235,24.08.2019,"22,2 °C","Min. 07:0014,1 °C","Max. 14:1529,4 °C",14.1,29.4
236,25.08.2019,"24,1 °C","Min. 07:1516,6 °C","Max. 13:4531,3 °C",16.6,31.3
237,26.08.2019,"25,1 °C","Min. 07:0017,7 °C","Max. 16:3032,0 °C",17.7,32.0
238,27.08.2019,"26,2 °C","Min. 07:2519,5 °C","Max. 14:0032,4 °C",19.5,32.4
239,28.08.2019,"25,9 °C","Min. 04:5521,8 °C","Max. 16:5032,4 °C",21.8,32.4
240,29.08.2019,"25,5 °C","Min. 06:2520,8 °C","Max. 14:4532,1 °C",20.8,32.1
241,30.08.2019,"24,3 °C","Min. 07:2018,7 °C","Max. 17:2530,2 °C",18.7,30.2
242,31.08.2019,"25,4 °C","Min. 07:3517,6 °C","Max. 17:2032,3 °C",17.6,32.3
243,01.09.2019,"22,9 °C","Min. 23:5518,7 °C","Max. 00:0025,7 °C",18.7,25.7
244,02.09.2019,"18,5 °C","Min. 07:0514,3 °C","Max. 13:4022,9 °C",14.3,22.9
245,03.09.2019,"17,8 °C","Min. 07:259,7 °C","Max. 13:4025,1 °C",9.7,25.1
246,04.09.2019,"19,1 °C","Min. 07:1010,7 °C","Max. 14:0026,5 °C",10.7,26.5
247,05.09.2019,"18,4 °C","Min. 08:3015,5 °C","Max. 16:0021,6 °C",15.5,21.6
248,06.09.2019,"15,8 °C","Min. 08:0010,3 °C","Max. 16:0020,4 °C",10.3,20.4
249,07.09.2019,"13,2 °C","Min. 03:459,9 °C","Max. 17:1516,6 °C",9.9,16.6
250,08.09.2019,"13,4 °C","Min. 04:5512,2 °C","Max. 15:3015,5 °C",12.2,15.5
251,09.09.2019,"13,8 °C","Min. 07:1511,8 °C","Max. 15:4016,9 °C",11.8,16.9
252,10.09.2019,"14,8 °C","Min. 07:058,6 °C","Max. 13:4021,7 °C",8.6,21.7
253,11.09.2019,"15,7 °C","Min. 07:408,0 °C","Max. 14:1023,2 °C",8.0,23.2
254,12.09.2019,"19,9 °C","Min. 23:5016,8 °C","Max. 14:1025,4 °C",16.8,25.4
255,13.09.2019,"18,7 °C","Min. 04:3514,4 °C","Max. 15:5523,8 °C",14.4,23.8
256,14.09.2019,"19,0 °C","Min. 07:5013,1 °C","Max. 16:2024,9 °C",13.1,24.9
257,15.09.2019,"18,9 °C","Min. 07:1511,9 °C","Max. 14:0526,0 °C",11.9,26.0
258,16.09.2019,"18,7 °C","Min. 07:3511,7 °C","Max. 14:0525,1 °C",11.7,25.1
259,17.09.2019,"17,5 °C","Min. 23:5012,6 °C","Max. 14:0521,4 °C",12.6,21.4
260,18.09.2019,"13,9 °C","Min. 07:457,9 °C","Max. 14:0519,5 °C",7.9,19.5
261,19.09.2019,"13,2 °C","Min. 06:407,1 °C","Max. 14:1018,4 °C",7.1,18.4
262,20.09.2019,"14,7 °C","Min. 08:058,6 °C","Max. 14:0519,7 °C",8.6,19.7
263,21.09.2019,"18,3 °C","Min. 07:0512,7 °C","Max. 16:3524,3 °C",12.7,24.3
264,22.09.2019,"18,6 °C","Min. 08:2010,5 °C","Max. 17:0524,2 °C",10.5,24.2
265,23.09.2019,"16,4 °C","Min. 07:4514,2 °C","Max. 16:5019,1 °C",14.2,19.1
266,24.09.2019,"15,5 °C","Min. 07:5011,3 °C","Max. 15:0019,4 °C",11.3,19.4
267,25.09.2019,"15,4 °C","Min. 07:0013,9 °C","Max. 13:0018,7 °C",13.9,18.7
268,26.09.2019,"15,8 °C","Min. 03:4513,7 °C","Max. 15:1018,0 °C",13.7,18.0
269,27.09.2019,"15,6 °C","Min. 23:3013,1 °C","Max. 08:3017,3 °C",13.1,17.3
270,28.09.2019,"15,2 °C","Min. 08:0012,9 °C","Max. 16:3018,0 °C",12.9,18.0
271,29.09.2019,"16,9 °C","Min. 05:0012,6 °C","Max. 14:0021,8 °C",12.6,21.8
272,30.09.2019,"16,1 °C","Min. 23:5513,1 °C","Max. 14:1019,2 °C",13.1,19.2
273,01.10.2019,"15,3 °C","Min. 02:5011,9 °C","Max. 17:3019,8 °C",11.9,19.8
274,02.10.2019,"12,9 °C","Min. 23:558,3 °C","Max. 01:5015,4 °C",8.3,15.4
275,03.10.2019,"9,4 °C","Min. 06:055,5 °C","Max. 15:3514,4 °C",5.5,14.4
276,04.10.2019,"10,1 °C","Min. 01:507,2 °C","Max. 17:4512,9 °C",7.2,12.9
277,05.10.2019,"11,7 °C","Min. 22:359,9 °C","Max. 12:4013,4 °C",9.9,13.4
278,06.10.2019,"10,1 °C","Min. 11:459,1 °C","Max. 17:2010,9 °C",9.1,10.9
279,07.10.2019,"11,3 °C","Min. 07:509,1 °C","Max. 16:5014,1 °C",9.1,14.1
280,08.10.2019,"12,6 °C","Min. 06:0011,4 °C","Max. 23:4514,4 °C",11.4,14.4
281,09.10.2019,"12,1 °C","Min. 23:559,6 °C","Max. 12:5514,8 °C",9.6,14.8
282,10.10.2019,"11,3 °C","Min. 00:409,2 °C","Max. 15:3015,3 °C",9.2,15.3
283,11.10.2019,"12,9 °C","Min. 03:059,5 °C","Max. 17:0018,0 °C",9.5,18.0
284,12.10.2019,"16,5 °C","Min. 00:0011,7 °C","Max. 13:1022,2 °C",11.7,22.2
285,13.10.2019,"19,1 °C","Min. 08:4013,8 °C","Max. 15:4024,7 °C",13.8,24.7
286,14.10.2019,"19,4 °C","Min. 08:3513,4 °C","Max. 16:0524,2 °C",13.4,24.2
287,15.10.2019,"16,2 °C","Min. 08:0013,2 °C","Max. 12:4521,6 °C",13.2,21.6
288,16.10.2019,"13,6 °C","Min. 04:2011,1 °C","Max. 17:5017,2 °C",11.1,17.2
289,17.10.2019,"14,9 °C","Min. 01:4012,1 °C","Max. 14:4019,0 °C",12.1,19.0
290,18.10.2019,"14,3 °C","Min. 22:3511,4 °C","Max. 12:1017,7 °C",11.4,17.7
291,19.10.2019,"13,7 °C","Min. 00:3511,2 °C","Max. 16:2516,4 °C",11.2,16.4
292,20.10.2019,"15,6 °C","Min. 06:0013,3 °C","Max. 13:5019,8 °C",13.3,19.8
293,21.10.2019,"15,0 °C","Min. 03:5512,9 °C","Max. 13:0017,2 °C",12.9,17.2
294,22.10.2019,"14,1 °C","Min. 23:4511,3 °C","Max. 15:0017,8 °C",11.3,17.8
295,23.10.2019,"12,9 °C","Min. 03:1510,0 °C","Max. 15:4015,6 °C",10.0,15.6
296,24.10.2019,"14,9 °C","Min. 03:0011,3 °C","Max. 15:4519,5 °C",11.3,19.5
297,25.10.2019,"14,2 °C","Min. 23:4510,4 °C","Max. 16:0017,7 °C",10.4,17.7
298,26.10.2019,"10,3 °C","Min. 00:0010,3 °C","Max. 00:0010,3 °C",10.3,10.3

+ 6
- 2
mobile/templates/mobile/index.html Vedi File

@@ -8,8 +8,12 @@

<a class="btn btn-default" id="btn_scan" href="{% url 'mobile:scan' %}">Scan a blooming tree</a>

<p>Hey, some predictions</p>
<p></p>

<p>{{ prediction }}</p>
<p>Especially look for the following trees, they are likely to bloom
soon:</p>
{% for tree in prediction %}
{{ tree }}<br>
{% endfor %}

{% endblock %}

+ 9
- 3
mobile/views.py Vedi File

@@ -5,11 +5,17 @@ from datetime import datetime
import json
import os


def index(request):
import pandas as pd
import matplotlib.pyplot as plt
import numpy as np
import seaborn as sns
import re as re
from .predict import predict_blooming


return render(request, 'mobile/index.html')
def index(request):
soon_blooms = predict_blooming('20.05.2019')
return render(request, 'mobile/index.html', {'prediction': soon_blooms})


def scan(request):


+ 18
- 0
mobile/wachstumsgradtag.csv Vedi File

@@ -0,0 +1,18 @@
Deutsch,Latin,minGDD,maxGDD
Hamamelis,Hamamelis spp. ,1,1
Rotahorn,Acer rubrum ,1,27
Forsythie,Forsythia,1,27
Zuckerahorn,Acer saccharum ,1,27
Spitzahorn,Acer platanoides ,30,50
Esche,Fraxinus americana ,30,50
Apfelbaum,Malus spp. ,50,80
Gemeiner Gingster,Cytissus scoparius ,50,80
Rosskastanie,Aesculus hippocastanum ,80,110
Gemeiner Flieder,Syringa vulgaris ,80,110
Robinie,Robinia pseudoacacia ,140,160
Trompetenbaum,Catalpa speciosa ,250,330
Liguster,Ligustrum spp. ,330,400
Holunder,Sambucus canadensis ,330,400
Blutweiderich,Lythrum salicaria ,400,450
Essigbaum,Rhus typhina ,450,500
Sommerflieder,Buddleia davidii ,550,650

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