add prediction

mobile/climate_heidelberg_tima_and_date.csv

@@ -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

mobile/predict.py

@@ -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)

mobile/temp

@@ -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

mobile/templates/mobile/index.html

@@ -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 %}

mobile/views.py

@@ -10,12 +10,12 @@ import matplotlib.pyplot as plt
 import numpy as np
 import seaborn as sns
 import re as re
+from .predict import predict_blooming
 
 
 def index(request):
-
-
-    return render(request, 'mobile/index.html')
+    soon_blooms = predict_blooming('20.05.2019')
+    return render(request, 'mobile/index.html', {'prediction': soon_blooms})
 
 
 def scan(request):

mobile/wachstumsgradtag.csv

@@ -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