Tinsae commited on
Commit
5c202cd
1 Parent(s): 9df66d4
app.py CHANGED
@@ -1,18 +1,17 @@
1
  import streamlit as st
2
  from streamlit_option_menu import option_menu
3
- import ast
4
  from PIL import Image
5
- import leafmap.foliumap as leafmap
6
- from apps import home,eda,models,demo
7
 
8
- st.set_page_config(layout="wide")
 
 
9
  image = Image.open('data/logo.png')
10
  image=image.resize((100,100))
11
  header = st.container()
12
 
13
  apps = [
14
  {"func": home.app, "title": "Home", "icon": "house"},
15
- {"func": eda.app, "title": "EDA", "icon": "bar-chart"},
16
  {"func": models.app, "title": "Models", "icon": "cpu"},
17
  {"func": demo.app, "title": "Demo", "icon": "cloud-upload"},
18
  ]
 
1
  import streamlit as st
2
  from streamlit_option_menu import option_menu
 
3
  from PIL import Image
 
 
4
 
5
+ from apps import home, dashboard, models,demo
6
+
7
+ #st.set_page_config(layout="wide")
8
  image = Image.open('data/logo.png')
9
  image=image.resize((100,100))
10
  header = st.container()
11
 
12
  apps = [
13
  {"func": home.app, "title": "Home", "icon": "house"},
14
+ {"func": dashboard.app, "title": "Dashboard", "icon": "bar-chart"},
15
  {"func": models.app, "title": "Models", "icon": "cpu"},
16
  {"func": demo.app, "title": "Demo", "icon": "cloud-upload"},
17
  ]
apps/__pycache__/dashboard.cpython-37.pyc ADDED
Binary file (2.96 kB). View file
 
apps/__pycache__/home.cpython-37.pyc CHANGED
Binary files a/apps/__pycache__/home.cpython-37.pyc and b/apps/__pycache__/home.cpython-37.pyc differ
 
apps/dashboard.py ADDED
@@ -0,0 +1,110 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import streamlit as st
2
+ import pandas as pd
3
+ import geopandas as gpd
4
+ from millify import millify
5
+ import folium
6
+ from PIL import Image
7
+ from streamlit_folium import st_folium
8
+
9
+ def app():
10
+
11
+
12
+ APP_TITLE = "Italy Agrifoods Data"
13
+ image = Image.open('data/logo.png')
14
+ image=image.resize((100,100))
15
+ st.title(APP_TITLE)
16
+ #st.set_page_config(layout="wide")
17
+
18
+ st.title(APP_TITLE)
19
+
20
+
21
+ image = Image.open('data/logo.png')
22
+ image=image.resize((100,100))
23
+
24
+
25
+ #load data
26
+ df_olives = pd.read_csv("data/Italy_regions_with_code_grapes_olives.csv")
27
+ df_cereals = pd.read_csv("data/Italy_regions_with_code_cereals.csv")
28
+ df_veg = pd.read_csv("data/Italy_regions_with_code_fresh_veg.csv")
29
+ df_fruit = pd.read_csv("data/Italy_regions_with_code_fruit.csv")
30
+ df = df_fruit
31
+ year = ''
32
+ region = "Abruzzo"
33
+
34
+
35
+
36
+ #st.write(df.shape)
37
+ #st.write(df.head())
38
+
39
+
40
+ product = display_product()
41
+ col1, col2 = st.columns(2)
42
+
43
+ #display map
44
+ with col1:
45
+ year = display_time_filters(df)
46
+
47
+ #st.header('{Header!!!!}')
48
+ region = display_map(df, year)
49
+
50
+ with col2:
51
+ #display metric
52
+ region = display_state_filter(df, region)
53
+ metric_title = f"{product} Harvested Production in Quintals {region} - Italy: {year}"
54
+ display_yield(df, year, region, metric_title)
55
+
56
+
57
+
58
+ def display_time_filters(df):
59
+ year_list = list(df['TIME'].unique())
60
+ year_list.sort()
61
+ year = st.selectbox('Year', year_list, len(year_list)-1)
62
+ #st.header(f'{year}')
63
+ return year
64
+
65
+ def display_product():
66
+ product_list= ['Cereals', 'Vegetables', 'Fruits', 'Olive']
67
+ product = st.selectbox('Agricultural Product',product_list)
68
+ return product
69
+
70
+ def display_state_filter(df, Region):
71
+ region_list = [''] + list(df['Region'].unique())
72
+ region_list.sort()
73
+ state_index = region_list.index(Region) if Region and Region in region_list else 0
74
+ return st.selectbox('Region', region_list, state_index)
75
+
76
+ def display_yield(df, year, region, metric_title):
77
+ df = df[df["TIME"] == year]
78
+ if region:
79
+ df = df[df["Region"] == region]
80
+ total = df['Value'].sum()
81
+ st.metric(metric_title, millify(total))
82
+
83
+ def display_map(df, year):
84
+ df = df[df["TIME"] == year]
85
+ map = folium.Map(location=[42.3, 13], zoom_start=5,scrollWheelZoom=False, tiles='CartoDB positron')
86
+ gpd_data = gpd.read_file("data/Italy_regions.zip")
87
+ #st.write(gpd_data[gpd_data['NAME_1']=="Valle d'Aosta"])
88
+ #st.write(gpd_data)
89
+ ch = folium.Choropleth(
90
+ geo_data=gpd_data,
91
+ data=df,
92
+ columns=['region_code', 'Value'],
93
+ key_on="feature.properties.ID_1",
94
+ fill_color='YlGn',
95
+ highlight=True
96
+ ).add_to(map)
97
+ ch.geojson.add_child(
98
+ folium.features.GeoJsonTooltip(['NAME_1'], labels=False)
99
+ )
100
+ st_map = st_folium(map, width=700, height= 450)
101
+
102
+ region_name = ''
103
+ if st_map['last_active_drawing']:
104
+ region_name = st_map['last_active_drawing']['properties']['NAME_1']
105
+ if region_name == 'Sicily':
106
+ return 'Sicilia'
107
+ if region_name == 'Apulia':
108
+ return 'Puglia'
109
+ return region_name
110
+
apps/eda.py DELETED
@@ -1,5 +0,0 @@
1
- import streamlit as st
2
- import leafmap.foliumap as leafmap
3
-
4
- def app():
5
- st.title("EDA")
 
 
 
 
 
 
apps/home.py CHANGED
@@ -11,33 +11,4 @@ def app():
11
  methods. The team worked on different tasks which are independent of each other to address the same
12
  project goal. For demonstration, the team integrated all of them into one dashboard with good usability
13
  for non-technical decision-makers.
14
- ''')
15
-
16
-
17
-
18
-
19
-
20
- #mp = st.image(it_map)
21
-
22
- # row1_col1, row1_col2 = st.columns([3, 1.3])
23
- # width = 800
24
- height = 600
25
- # layers = None
26
-
27
-
28
- url = "https://services.terrascope.be/wms/v2"
29
-
30
- m = leafmap.Map(center=(42.3, 14), zoom=6)
31
- m.add_geojson("data/limits_IT_provinces.geojson")
32
- # if layers is not None:
33
- # for layer in layers:
34
- # m.add_wms_layer(
35
- # url, layers=layer, name=layer, attribution=" ", transparent=True
36
- # )
37
-
38
- m.to_streamlit(height=height)
39
-
40
-
41
- # def get_layers(url):
42
- # options = leafmap.get_wms_layers(url)
43
- # return options
 
11
  methods. The team worked on different tasks which are independent of each other to address the same
12
  project goal. For demonstration, the team integrated all of them into one dashboard with good usability
13
  for non-technical decision-makers.
14
+ ''')
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
data/Italy_regions.zip ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c6ae423d39bda861be020fedd025e0b1fe0dc2fe6ddb01cf305b0854dbcb6d2b
3
+ size 1290683
data/Italy_regions_with_code_cereals.csv ADDED
@@ -0,0 +1,375 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Region,TIME,Value,region_code
2
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3
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4
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6
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7
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8
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9
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14
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17
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18
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19
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20
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21
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22
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23
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24
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25
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26
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27
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28
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29
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30
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31
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32
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33
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35
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36
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37
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38
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39
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40
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42
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43
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+ Sardinia,2011,930230,14
263
+ Sardinia,2012,889069,14
264
+ Sardinia,2013,976012,14
265
+ Sardinia,2014,1051041,14
266
+ Sardinia,2015,1383549,14
267
+ Sardinia,2016,1435809,14
268
+ Sardinia,2017,1241530,14
269
+ Sardinia,2018,16841,14
270
+ Sardinia,2019,13056,14
271
+ Sardinia,2020,9535,14
272
+ Sardinia,2021,13209,14
273
+ Sardinia,2022,19426,14
274
+ Sicilia,2006,10610513,15
275
+ Sicilia,2007,11521915,15
276
+ Sicilia,2008,12282993,15
277
+ Sicilia,2009,9464665,15
278
+ Sicilia,2010,11222898,15
279
+ Sicilia,2011,10832465,15
280
+ Sicilia,2012,11211980,15
281
+ Sicilia,2013,9797508,15
282
+ Sicilia,2014,10001206,15
283
+ Sicilia,2015,10248178,15
284
+ Sicilia,2016,10036005,15
285
+ Sicilia,2017,10231829,15
286
+ Sicilia,2018,9776254,15
287
+ Sicilia,2019,9550148,15
288
+ Sicilia,2020,9699052,15
289
+ Sicilia,2021,10065863,15
290
+ Sicilia,2022,10648511,15
291
+ Toscana,2006,7584550,16
292
+ Toscana,2007,7989180,16
293
+ Toscana,2008,9822844,16
294
+ Toscana,2009,6630601,16
295
+ Toscana,2010,6915887,16
296
+ Toscana,2011,6533809,16
297
+ Toscana,2012,7193837,16
298
+ Toscana,2013,5809515,16
299
+ Toscana,2014,6746088,16
300
+ Toscana,2015,6335025,16
301
+ Toscana,2016,6524703,16
302
+ Toscana,2017,5316997,16
303
+ Toscana,2018,5978232,16
304
+ Toscana,2019,5608863,16
305
+ Toscana,2020,5819820,16
306
+ Toscana,2021,6329072,16
307
+ Toscana,2022,7370259,16
308
+ Trentino-Alto Adige,2006,447304,17
309
+ Trentino-Alto Adige,2007,468216,17
310
+ Trentino-Alto Adige,2008,433930,17
311
+ Trentino-Alto Adige,2009,205826,17
312
+ Trentino-Alto Adige,2010,448650,17
313
+ Trentino-Alto Adige,2011,474506,17
314
+ Trentino-Alto Adige,2012,422650,17
315
+ Trentino-Alto Adige,2013,363590,17
316
+ Trentino-Alto Adige,2014,374586,17
317
+ Trentino-Alto Adige,2015,205730,17
318
+ Trentino-Alto Adige,2016,381610,17
319
+ Trentino-Alto Adige,2017,400410,17
320
+ Trentino-Alto Adige,2018,389430,17
321
+ Trentino-Alto Adige,2019,337366,17
322
+ Trentino-Alto Adige,2020,397206,17
323
+ Trentino-Alto Adige,2021,406560,17
324
+ Trentino-Alto Adige,2022,395790,17
325
+ Umbria,2006,6597392,18
326
+ Umbria,2007,7324109,18
327
+ Umbria,2008,7476269,18
328
+ Umbria,2009,7652846,18
329
+ Umbria,2010,7142629,18
330
+ Umbria,2011,7197992,18
331
+ Umbria,2012,7420024,18
332
+ Umbria,2013,7141318,18
333
+ Umbria,2014,6986662,18
334
+ Umbria,2015,6983710,18
335
+ Umbria,2016,4203654,18
336
+ Umbria,2017,3834005,18
337
+ Umbria,2018,4884785,18
338
+ Umbria,2019,5322076,18
339
+ Umbria,2020,4727080,18
340
+ Umbria,2021,4713200,18
341
+ Umbria,2022,5895300,18
342
+ Valle d'Aosta,2006,23720,19
343
+ Valle d'Aosta,2007,23568,19
344
+ Valle d'Aosta,2008,23424,19
345
+ Valle d'Aosta,2009,25620,19
346
+ Valle d'Aosta,2010,25590,19
347
+ Valle d'Aosta,2011,23665,19
348
+ Valle d'Aosta,2012,21545,19
349
+ Valle d'Aosta,2013,21390,19
350
+ Valle d'Aosta,2014,30820,19
351
+ Valle d'Aosta,2015,36870,19
352
+ Valle d'Aosta,2016,33670,19
353
+ Valle d'Aosta,2017,34050,19
354
+ Valle d'Aosta,2018,32870,19
355
+ Valle d'Aosta,2019,34410,19
356
+ Valle d'Aosta,2020,30175,19
357
+ Valle d'Aosta,2021,26350,19
358
+ Valle d'Aosta,2022,21360,19
359
+ Veneto,2006,39859746,20
360
+ Veneto,2007,47716752,20
361
+ Veneto,2008,41778651,20
362
+ Veneto,2009,40211112,20
363
+ Veneto,2010,39402278,20
364
+ Veneto,2011,38305415,20
365
+ Veneto,2012,32136682,20
366
+ Veneto,2013,35127772,20
367
+ Veneto,2014,46993884,20
368
+ Veneto,2015,32448046,20
369
+ Veneto,2016,34270923,20
370
+ Veneto,2017,31330509,20
371
+ Veneto,2018,29476715,20
372
+ Veneto,2019,28631594,20
373
+ Veneto,2020,33666059,20
374
+ Veneto,2021,39488709,20
375
+ Veneto,2022,30392139,20
data/Italy_regions_with_code_fresh_veg.csv ADDED
@@ -0,0 +1,366 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Region,TIME,Value,region_code
2
+ Abruzzo,2006,5525484,1
3
+ Abruzzo,2007,5044682,1
4
+ Abruzzo,2008,5692082,1
5
+ Abruzzo,2009,5693706,1
6
+ Abruzzo,2010,5597503,1
7
+ Abruzzo,2011,5648320,1
8
+ Abruzzo,2012,5561982,1
9
+ Abruzzo,2013,5705364,1
10
+ Abruzzo,2014,5962804,1
11
+ Abruzzo,2015,6281557,1
12
+ Abruzzo,2016,5986447,1
13
+ Abruzzo,2017,5752833,1
14
+ Abruzzo,2018,5762400,1
15
+ Abruzzo,2019,5833224,1
16
+ Abruzzo,2020,5799134,1
17
+ Abruzzo,2021,5787682,1
18
+ Abruzzo,2022,5555167,1
19
+ Basilicata,2006,3733749,3
20
+ Basilicata,2007,4134619,3
21
+ Basilicata,2008,3666111,3
22
+ Basilicata,2009,4098476,3
23
+ Basilicata,2010,4044564,3
24
+ Basilicata,2011,3994545,3
25
+ Basilicata,2012,1789469,3
26
+ Basilicata,2013,3379673,3
27
+ Basilicata,2014,3316522,3
28
+ Basilicata,2015,3292911,3
29
+ Basilicata,2016,3331403,3
30
+ Basilicata,2017,3314124,3
31
+ Basilicata,2018,3310720,3
32
+ Basilicata,2019,3268544,3
33
+ Basilicata,2020,3180233,3
34
+ Basilicata,2021,3195801,3
35
+ Basilicata,2022,2709579,3
36
+ Calabria,2006,7754699,4
37
+ Calabria,2007,8105625,4
38
+ Calabria,2008,5554540,4
39
+ Calabria,2009,6005738,4
40
+ Calabria,2010,5902098,4
41
+ Calabria,2011,5973568,4
42
+ Calabria,2012,5423528,4
43
+ Calabria,2013,5086446,4
44
+ Calabria,2014,5310294,4
45
+ Calabria,2015,5157143,4
46
+ Calabria,2016,5417861,4
47
+ Calabria,2017,5378368,4
48
+ Calabria,2018,5419498,4
49
+ Calabria,2019,5510864,4
50
+ Calabria,2020,5602383,4
51
+ Calabria,2021,5532776,4
52
+ Calabria,2022,5185801,4
53
+ Campania,2006,13072799,5
54
+ Campania,2007,13054609,5
55
+ Campania,2008,13223049,5
56
+ Campania,2009,15964907,5
57
+ Campania,2010,13656175,5
58
+ Campania,2011,14429539,5
59
+ Campania,2012,14230663,5
60
+ Campania,2013,13580679,5
61
+ Campania,2014,13930984,5
62
+ Campania,2015,14025283,5
63
+ Campania,2016,13583352,5
64
+ Campania,2017,12636948,5
65
+ Campania,2018,12869970,5
66
+ Campania,2019,12996198,5
67
+ Campania,2020,12902937,5
68
+ Campania,2021,15874652,5
69
+ Campania,2022,7979705,5
70
+ Emilia-Romagna,2006,21641449,6
71
+ Emilia-Romagna,2007,21312769,6
72
+ Emilia-Romagna,2008,21342267,6
73
+ Emilia-Romagna,2009,26715078,6
74
+ Emilia-Romagna,2010,22783277,6
75
+ Emilia-Romagna,2011,24537337,6
76
+ Emilia-Romagna,2012,21721094,6
77
+ Emilia-Romagna,2013,19633130,6
78
+ Emilia-Romagna,2014,22946131,6
79
+ Emilia-Romagna,2015,23803556,6
80
+ Emilia-Romagna,2016,27198828,6
81
+ Emilia-Romagna,2017,24778509,6
82
+ Emilia-Romagna,2018,23177866,6
83
+ Emilia-Romagna,2019,23060211,6
84
+ Emilia-Romagna,2020,25941720,6
85
+ Emilia-Romagna,2021,28393645,6
86
+ Emilia-Romagna,2022,21975412,6
87
+ Friuli-Venezia Giulia,2006,111427,7
88
+ Friuli-Venezia Giulia,2007,828582,7
89
+ Friuli-Venezia Giulia,2008,5225,7
90
+ Friuli-Venezia Giulia,2009,27085,7
91
+ Friuli-Venezia Giulia,2010,42009,7
92
+ Friuli-Venezia Giulia,2011,182257,7
93
+ Friuli-Venezia Giulia,2012,11202,7
94
+ Friuli-Venezia Giulia,2013,144194,7
95
+ Friuli-Venezia Giulia,2014,146021,7
96
+ Friuli-Venezia Giulia,2015,105278,7
97
+ Friuli-Venezia Giulia,2016,97785,7
98
+ Friuli-Venezia Giulia,2017,103392,7
99
+ Friuli-Venezia Giulia,2018,99748,7
100
+ Friuli-Venezia Giulia,2019,105918,7
101
+ Friuli-Venezia Giulia,2020,64301,7
102
+ Friuli-Venezia Giulia,2021,93257,7
103
+ Friuli-Venezia Giulia,2022,31754,7
104
+ Lazio,2006,8961943,8
105
+ Lazio,2007,8888237,8
106
+ Lazio,2008,9111828,8
107
+ Lazio,2009,8995546,8
108
+ Lazio,2010,9422646,8
109
+ Lazio,2011,9562500,8
110
+ Lazio,2012,8755343,8
111
+ Lazio,2013,9366098,8
112
+ Lazio,2014,8452425,8
113
+ Lazio,2015,9068040,8
114
+ Lazio,2016,9284678,8
115
+ Lazio,2017,9156479,8
116
+ Lazio,2018,10285680,8
117
+ Lazio,2019,11210817,8
118
+ Lazio,2020,11569490,8
119
+ Lazio,2021,13271992,8
120
+ Lazio,2022,5069458,8
121
+ Liguria,2006,339128,9
122
+ Liguria,2007,332723,9
123
+ Liguria,2008,288300,9
124
+ Liguria,2009,335914,9
125
+ Liguria,2010,235225,9
126
+ Liguria,2011,229528,9
127
+ Liguria,2012,236980,9
128
+ Liguria,2013,290543,9
129
+ Liguria,2014,276293,9
130
+ Liguria,2015,235156,9
131
+ Liguria,2016,228930,9
132
+ Liguria,2017,225889,9
133
+ Liguria,2018,214051,9
134
+ Liguria,2019,211566,9
135
+ Liguria,2020,184295,9
136
+ Liguria,2021,176794,9
137
+ Liguria,2022,218537,9
138
+ Lombardia,2006,5952782,10
139
+ Lombardia,2007,6022313,10
140
+ Lombardia,2008,6889700,10
141
+ Lombardia,2009,7988576,10
142
+ Lombardia,2010,8326162,10
143
+ Lombardia,2011,7849583,10
144
+ Lombardia,2012,6997584,10
145
+ Lombardia,2013,5828341,10
146
+ Lombardia,2014,7221307,10
147
+ Lombardia,2015,8292796,10
148
+ Lombardia,2016,8603257,10
149
+ Lombardia,2017,8352734,10
150
+ Lombardia,2018,8408337,10
151
+ Lombardia,2019,7984262,10
152
+ Lombardia,2020,9726610,10
153
+ Lombardia,2021,9786103,10
154
+ Lombardia,2022,7412105,10
155
+ Marche,2006,3019905,11
156
+ Marche,2007,3054215,11
157
+ Marche,2008,3047447,11
158
+ Marche,2009,2302691,11
159
+ Marche,2010,2314950,11
160
+ Marche,2011,1984299,11
161
+ Marche,2012,1512988,11
162
+ Marche,2013,1269657,11
163
+ Marche,2014,1232205,11
164
+ Marche,2015,1219063,11
165
+ Marche,2016,1221231,11
166
+ Marche,2017,1216411,11
167
+ Marche,2018,1231174,11
168
+ Marche,2019,1180979,11
169
+ Marche,2020,1151075,11
170
+ Marche,2021,1166179,11
171
+ Marche,2022,614839,11
172
+ Massa-Carrara,2006,131053,0
173
+ Massa-Carrara,2007,131442,0
174
+ Massa-Carrara,2008,132464,0
175
+ Massa-Carrara,2009,131984,0
176
+ Massa-Carrara,2010,141778,0
177
+ Massa-Carrara,2011,143467,0
178
+ Massa-Carrara,2012,132154,0
179
+ Massa-Carrara,2013,138508,0
180
+ Massa-Carrara,2014,143766,0
181
+ Massa-Carrara,2015,143677,0
182
+ Massa-Carrara,2016,110567,0
183
+ Massa-Carrara,2017,103605,0
184
+ Massa-Carrara,2018,79006,0
185
+ Massa-Carrara,2019,72816,0
186
+ Massa-Carrara,2020,71417,0
187
+ Massa-Carrara,2021,64336,0
188
+ Massa-Carrara,2022,41025,0
189
+ Molise,2006,1056685,12
190
+ Molise,2007,926675,12
191
+ Molise,2008,843127,12
192
+ Molise,2009,1002925,12
193
+ Molise,2010,942659,12
194
+ Molise,2011,948448,12
195
+ Molise,2012,1025125,12
196
+ Molise,2013,1010935,12
197
+ Molise,2014,749535,12
198
+ Molise,2015,963530,12
199
+ Molise,2016,982670,12
200
+ Molise,2017,1087415,12
201
+ Molise,2018,1202735,12
202
+ Molise,2019,1690360,12
203
+ Molise,2020,1676470,12
204
+ Molise,2021,1679725,12
205
+ Molise,2022,1500295,12
206
+ Piemonte,2006,2808686,13
207
+ Piemonte,2007,2724519,13
208
+ Piemonte,2008,2766460,13
209
+ Piemonte,2009,2874343,13
210
+ Piemonte,2010,2830796,13
211
+ Piemonte,2011,2721814,13
212
+ Piemonte,2012,1855514,13
213
+ Piemonte,2013,2606035,13
214
+ Piemonte,2014,2540333,13
215
+ Piemonte,2015,2530786,13
216
+ Piemonte,2016,2538388,13
217
+ Piemonte,2017,2519958,13
218
+ Piemonte,2018,2511605,13
219
+ Piemonte,2019,3399554,13
220
+ Piemonte,2020,3002164,13
221
+ Piemonte,2021,3097888,13
222
+ Piemonte,2022,2297505,13
223
+ Puglia,2006,29710782,2
224
+ Puglia,2007,29613152,2
225
+ Puglia,2008,26621925,2
226
+ Puglia,2009,30792127,2
227
+ Puglia,2010,25953086,2
228
+ Puglia,2011,28228599,2
229
+ Puglia,2012,27444497,2
230
+ Puglia,2013,26704462,2
231
+ Puglia,2014,26035407,2
232
+ Puglia,2015,32023448,2
233
+ Puglia,2016,30838618,2
234
+ Puglia,2017,29595729,2
235
+ Puglia,2018,29229490,2
236
+ Puglia,2019,28352590,2
237
+ Puglia,2020,28181731,2
238
+ Puglia,2021,28369260,2
239
+ Puglia,2022,24858165,2
240
+ Sardegna,2006,1626318,14
241
+ Sardegna,2007,1636376,14
242
+ Sardegna,2008,1898709,14
243
+ Sardegna,2009,1642858,14
244
+ Sardegna,2010,1580575,14
245
+ Sardegna,2011,1621043,14
246
+ Sardegna,2012,468499,14
247
+ Sardegna,2013,1607065,14
248
+ Sardegna,2014,1615589,14
249
+ Sardegna,2015,1308590,14
250
+ Sardegna,2016,1409091,14
251
+ Sardegna,2017,2125352,14
252
+ Sardegna,2018,3555774,14
253
+ Sardegna,2019,3216579,14
254
+ Sardegna,2020,2798887,14
255
+ Sardegna,2021,2885825,14
256
+ Sardegna,2022,2269632,14
257
+ Sardinia,2006,2458986,14
258
+ Sardinia,2007,2459386,14
259
+ Sardinia,2008,2051876,14
260
+ Sardinia,2009,2080939,14
261
+ Sardinia,2010,2617158,14
262
+ Sardinia,2011,2715262,14
263
+ Sardinia,2012,915472,14
264
+ Sardinia,2013,2689163,14
265
+ Sardinia,2014,2725354,14
266
+ Sardinia,2015,1943440,14
267
+ Sardinia,2016,2199330,14
268
+ Sardinia,2017,1233187,14
269
+ Sardinia,2018,34459,14
270
+ Sardinia,2019,31175,14
271
+ Sardinia,2020,25477,14
272
+ Sardinia,2021,29468,14
273
+ Sardinia,2022,20808,14
274
+ Sicilia,2006,16803025,15
275
+ Sicilia,2007,16660201,15
276
+ Sicilia,2008,16278343,15
277
+ Sicilia,2009,13942720,15
278
+ Sicilia,2010,12942454,15
279
+ Sicilia,2011,14207674,15
280
+ Sicilia,2012,13613904,15
281
+ Sicilia,2013,13644633,15
282
+ Sicilia,2014,13469271,15
283
+ Sicilia,2015,12491813,15
284
+ Sicilia,2016,12118871,15
285
+ Sicilia,2017,12081999,15
286
+ Sicilia,2018,12090892,15
287
+ Sicilia,2019,12489051,15
288
+ Sicilia,2020,12483476,15
289
+ Sicilia,2021,15138114,15
290
+ Sicilia,2022,10092524,15
291
+ Toscana,2006,2663879,16
292
+ Toscana,2007,3166007,16
293
+ Toscana,2008,3363055,16
294
+ Toscana,2009,3062025,16
295
+ Toscana,2010,2926503,16
296
+ Toscana,2011,3295158,16
297
+ Toscana,2012,2436143,16
298
+ Toscana,2013,2429305,16
299
+ Toscana,2014,2960711,16
300
+ Toscana,2015,2781878,16
301
+ Toscana,2016,2557651,16
302
+ Toscana,2017,2055262,16
303
+ Toscana,2018,2134069,16
304
+ Toscana,2019,1901584,16
305
+ Toscana,2020,1860615,16
306
+ Toscana,2021,2690864,16
307
+ Toscana,2022,1990908,16
308
+ Trentino-Alto Adige,2006,187337,17
309
+ Trentino-Alto Adige,2007,193058,17
310
+ Trentino-Alto Adige,2008,165616,17
311
+ Trentino-Alto Adige,2009,183275,17
312
+ Trentino-Alto Adige,2010,176785,17
313
+ Trentino-Alto Adige,2011,155196,17
314
+ Trentino-Alto Adige,2012,123769,17
315
+ Trentino-Alto Adige,2013,142483,17
316
+ Trentino-Alto Adige,2014,158559,17
317
+ Trentino-Alto Adige,2015,157465,17
318
+ Trentino-Alto Adige,2016,152528,17
319
+ Trentino-Alto Adige,2017,150307,17
320
+ Trentino-Alto Adige,2018,167366,17
321
+ Trentino-Alto Adige,2019,163604,17
322
+ Trentino-Alto Adige,2020,160221,17
323
+ Trentino-Alto Adige,2021,117009,17
324
+ Trentino-Alto Adige,2022,142366,17
325
+ Umbria,2006,1075910,18
326
+ Umbria,2007,1048073,18
327
+ Umbria,2008,1669120,18
328
+ Umbria,2009,1089575,18
329
+ Umbria,2010,1629255,18
330
+ Umbria,2011,1818627,18
331
+ Umbria,2012,696693,18
332
+ Umbria,2013,723761,18
333
+ Umbria,2014,731705,18
334
+ Umbria,2015,649365,18
335
+ Umbria,2016,447610,18
336
+ Umbria,2017,354913,18
337
+ Umbria,2018,370231,18
338
+ Umbria,2019,384997,18
339
+ Umbria,2020,381361,18
340
+ Umbria,2021,351271,18
341
+ Umbria,2022,390086,18
342
+ Valle d'Aosta,2015,280,19
343
+ Valle d'Aosta,2016,350,19
344
+ Valle d'Aosta,2017,260,19
345
+ Valle d'Aosta,2018,350,19
346
+ Valle d'Aosta,2019,700,19
347
+ Valle d'Aosta,2020,2340,19
348
+ Valle d'Aosta,2021,4307,19
349
+ Valle d'Aosta,2022,225,19
350
+ Veneto,2006,7676313,20
351
+ Veneto,2007,7045383,20
352
+ Veneto,2008,7187840,20
353
+ Veneto,2009,7015364,20
354
+ Veneto,2010,6713898,20
355
+ Veneto,2011,6841447,20
356
+ Veneto,2012,6364920,20
357
+ Veneto,2013,6731014,20
358
+ Veneto,2014,5621445,20
359
+ Veneto,2015,6156096,20
360
+ Veneto,2016,6142532,20
361
+ Veneto,2017,6485778,20
362
+ Veneto,2018,5519197,20
363
+ Veneto,2019,5968128,20
364
+ Veneto,2020,6308912,20
365
+ Veneto,2021,6403446,20
366
+ Veneto,2022,3909964,20
data/Italy_regions_with_code_fruit.csv ADDED
@@ -0,0 +1,372 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Region,TIME,Value,region_code
2
+ Abruzzo,2006,660924,1
3
+ Abruzzo,2007,632730,1
4
+ Abruzzo,2008,702614,1
5
+ Abruzzo,2009,710790,1
6
+ Abruzzo,2010,694259,1
7
+ Abruzzo,2011,694573,1
8
+ Abruzzo,2012,731327,1
9
+ Abruzzo,2013,710588,1
10
+ Abruzzo,2014,644202,1
11
+ Abruzzo,2015,690969,1
12
+ Abruzzo,2016,672990,1
13
+ Abruzzo,2017,671284,1
14
+ Abruzzo,2018,677672,1
15
+ Abruzzo,2019,668437,1
16
+ Abruzzo,2020,828017,1
17
+ Abruzzo,2021,1153492,1
18
+ Abruzzo,2022,1041360,1
19
+ Basilicata,2006,1854168,3
20
+ Basilicata,2007,1647599,3
21
+ Basilicata,2008,1812665,3
22
+ Basilicata,2009,1798508,3
23
+ Basilicata,2010,1964319,3
24
+ Basilicata,2011,1973522,3
25
+ Basilicata,2012,1880291,3
26
+ Basilicata,2013,1690725,3
27
+ Basilicata,2014,1711795,3
28
+ Basilicata,2015,1745882,3
29
+ Basilicata,2016,1682291,3
30
+ Basilicata,2017,1596721,3
31
+ Basilicata,2018,1585943,3
32
+ Basilicata,2019,1658513,3
33
+ Basilicata,2020,2506101,3
34
+ Basilicata,2021,3913426,3
35
+ Basilicata,2022,3214552,3
36
+ Calabria,2006,6205661,4
37
+ Calabria,2007,6527172,4
38
+ Calabria,2008,6555402,4
39
+ Calabria,2009,7422128,4
40
+ Calabria,2010,7041980,4
41
+ Calabria,2011,7078002,4
42
+ Calabria,2012,7384367,4
43
+ Calabria,2013,5655042,4
44
+ Calabria,2014,5357298,4
45
+ Calabria,2015,6500060,4
46
+ Calabria,2016,5970246,4
47
+ Calabria,2017,6478123,4
48
+ Calabria,2018,4773906,4
49
+ Calabria,2019,6786129,4
50
+ Calabria,2020,10515259,4
51
+ Calabria,2021,22483175,4
52
+ Calabria,2022,11891317,4
53
+ Campania,2006,7224814,5
54
+ Campania,2007,7610386,5
55
+ Campania,2008,7258387,5
56
+ Campania,2009,7471498,5
57
+ Campania,2010,7426231,5
58
+ Campania,2011,7738608,5
59
+ Campania,2012,7431464,5
60
+ Campania,2013,6863609,5
61
+ Campania,2014,5806775,5
62
+ Campania,2015,7300369,5
63
+ Campania,2016,7467119,5
64
+ Campania,2017,5935995,5
65
+ Campania,2018,5374828,5
66
+ Campania,2019,7323352,5
67
+ Campania,2020,8958210,5
68
+ Campania,2021,13269787,5
69
+ Campania,2022,12717114,5
70
+ Emilia-Romagna,2006,15542081,6
71
+ Emilia-Romagna,2007,14237496,6
72
+ Emilia-Romagna,2008,13181165,6
73
+ Emilia-Romagna,2009,15077726,6
74
+ Emilia-Romagna,2010,13188378,6
75
+ Emilia-Romagna,2011,15646299,6
76
+ Emilia-Romagna,2012,11660061,6
77
+ Emilia-Romagna,2013,12530197,6
78
+ Emilia-Romagna,2014,13329042,6
79
+ Emilia-Romagna,2015,12903178,6
80
+ Emilia-Romagna,2016,12013707,6
81
+ Emilia-Romagna,2017,13030384,6
82
+ Emilia-Romagna,2018,11883009,6
83
+ Emilia-Romagna,2019,9757911,6
84
+ Emilia-Romagna,2020,13179838,6
85
+ Emilia-Romagna,2021,9975872,6
86
+ Emilia-Romagna,2022,15953303,6
87
+ Friuli-Venezia Giulia,2006,633240,7
88
+ Friuli-Venezia Giulia,2007,632048,7
89
+ Friuli-Venezia Giulia,2008,172475,7
90
+ Friuli-Venezia Giulia,2009,400062,7
91
+ Friuli-Venezia Giulia,2010,380170,7
92
+ Friuli-Venezia Giulia,2011,407780,7
93
+ Friuli-Venezia Giulia,2013,412087,7
94
+ Friuli-Venezia Giulia,2014,408708,7
95
+ Friuli-Venezia Giulia,2015,476102,7
96
+ Friuli-Venezia Giulia,2016,632796,7
97
+ Friuli-Venezia Giulia,2017,632270,7
98
+ Friuli-Venezia Giulia,2018,641657,7
99
+ Friuli-Venezia Giulia,2019,630832,7
100
+ Friuli-Venezia Giulia,2020,1573066,7
101
+ Friuli-Venezia Giulia,2021,1332751,7
102
+ Friuli-Venezia Giulia,2022,1750934,7
103
+ Lazio,2006,2747370,8
104
+ Lazio,2007,2644365,8
105
+ Lazio,2008,2784112,8
106
+ Lazio,2009,2552158,8
107
+ Lazio,2010,2530431,8
108
+ Lazio,2011,2376864,8
109
+ Lazio,2012,2175528,8
110
+ Lazio,2013,2169122,8
111
+ Lazio,2014,2289326,8
112
+ Lazio,2015,2974256,8
113
+ Lazio,2016,2485980,8
114
+ Lazio,2017,3171795,8
115
+ Lazio,2018,3196965,8
116
+ Lazio,2019,3204121,8
117
+ Lazio,2020,3733416,8
118
+ Lazio,2021,3109269,8
119
+ Lazio,2022,3491541,8
120
+ Liguria,2006,66260,9
121
+ Liguria,2007,64808,9
122
+ Liguria,2008,59617,9
123
+ Liguria,2009,55629,9
124
+ Liguria,2010,50282,9
125
+ Liguria,2011,41924,9
126
+ Liguria,2012,41023,9
127
+ Liguria,2013,39227,9
128
+ Liguria,2014,39920,9
129
+ Liguria,2015,35272,9
130
+ Liguria,2016,30474,9
131
+ Liguria,2017,31333,9
132
+ Liguria,2018,32184,9
133
+ Liguria,2019,26961,9
134
+ Liguria,2020,40948,9
135
+ Liguria,2021,54508,9
136
+ Liguria,2022,40720,9
137
+ Lombardia,2006,962663,10
138
+ Lombardia,2007,926477,10
139
+ Lombardia,2008,946241,10
140
+ Lombardia,2009,942227,10
141
+ Lombardia,2010,913880,10
142
+ Lombardia,2011,910928,10
143
+ Lombardia,2012,862863,10
144
+ Lombardia,2013,801706,10
145
+ Lombardia,2014,804240,10
146
+ Lombardia,2015,786538,10
147
+ Lombardia,2016,1017117,10
148
+ Lombardia,2017,808202,10
149
+ Lombardia,2018,866101,10
150
+ Lombardia,2019,763615,10
151
+ Lombardia,2020,1377613,10
152
+ Lombardia,2021,1255999,10
153
+ Lombardia,2022,1351316,10
154
+ Marche,2006,543361,11
155
+ Marche,2007,507202,11
156
+ Marche,2008,521057,11
157
+ Marche,2009,267423,11
158
+ Marche,2010,252710,11
159
+ Marche,2011,248085,11
160
+ Marche,2012,247313,11
161
+ Marche,2013,263189,11
162
+ Marche,2014,260051,11
163
+ Marche,2015,258833,11
164
+ Marche,2016,263553,11
165
+ Marche,2017,258934,11
166
+ Marche,2018,256548,11
167
+ Marche,2019,244527,11
168
+ Marche,2020,291966,11
169
+ Marche,2021,412302,11
170
+ Marche,2022,452163,11
171
+ Massa-Carrara,2006,6795,0
172
+ Massa-Carrara,2007,6853,0
173
+ Massa-Carrara,2008,7398,0
174
+ Massa-Carrara,2009,8561,0
175
+ Massa-Carrara,2010,8425,0
176
+ Massa-Carrara,2011,8205,0
177
+ Massa-Carrara,2012,8895,0
178
+ Massa-Carrara,2013,9892,0
179
+ Massa-Carrara,2014,8606,0
180
+ Massa-Carrara,2015,7911,0
181
+ Massa-Carrara,2016,9653,0
182
+ Massa-Carrara,2017,9198,0
183
+ Massa-Carrara,2018,4557,0
184
+ Massa-Carrara,2019,4993,0
185
+ Massa-Carrara,2020,9365,0
186
+ Massa-Carrara,2021,7773,0
187
+ Massa-Carrara,2022,6945,0
188
+ Molise,2006,221645,12
189
+ Molise,2007,189852,12
190
+ Molise,2008,198670,12
191
+ Molise,2009,220934,12
192
+ Molise,2010,212656,12
193
+ Molise,2011,200876,12
194
+ Molise,2012,203575,12
195
+ Molise,2013,192575,12
196
+ Molise,2014,192575,12
197
+ Molise,2015,184555,12
198
+ Molise,2016,222485,12
199
+ Molise,2017,200780,12
200
+ Molise,2018,161795,12
201
+ Molise,2019,162535,12
202
+ Molise,2020,222150,12
203
+ Molise,2021,270470,12
204
+ Molise,2022,271020,12
205
+ Piemonte,2006,4507659,13
206
+ Piemonte,2007,4382186,13
207
+ Piemonte,2008,4175968,13
208
+ Piemonte,2009,4349313,13
209
+ Piemonte,2010,4304119,13
210
+ Piemonte,2011,4313850,13
211
+ Piemonte,2012,1695793,13
212
+ Piemonte,2013,4742330,13
213
+ Piemonte,2014,5023062,13
214
+ Piemonte,2015,4841523,13
215
+ Piemonte,2016,4909680,13
216
+ Piemonte,2017,4988000,13
217
+ Piemonte,2018,5201808,13
218
+ Piemonte,2019,4166844,13
219
+ Piemonte,2020,7028271,13
220
+ Piemonte,2021,5027668,13
221
+ Piemonte,2022,5007855,13
222
+ Puglia,2006,2103926,2
223
+ Puglia,2007,2933536,2
224
+ Puglia,2008,3005325,2
225
+ Puglia,2009,2798120,2
226
+ Puglia,2010,2704392,2
227
+ Puglia,2011,3206290,2
228
+ Puglia,2012,2474427,2
229
+ Puglia,2013,3153715,2
230
+ Puglia,2014,3103278,2
231
+ Puglia,2015,3227277,2
232
+ Puglia,2016,3287498,2
233
+ Puglia,2017,3328824,2
234
+ Puglia,2018,3341398,2
235
+ Puglia,2019,3251038,2
236
+ Puglia,2020,4592003,2
237
+ Puglia,2021,8276928,2
238
+ Puglia,2022,5181850,2
239
+ Sardegna,2006,153925,14
240
+ Sardegna,2007,154547,14
241
+ Sardegna,2008,212898,14
242
+ Sardegna,2009,197873,14
243
+ Sardegna,2010,190023,14
244
+ Sardegna,2011,189913,14
245
+ Sardegna,2013,192661,14
246
+ Sardegna,2014,142005,14
247
+ Sardegna,2015,163493,14
248
+ Sardegna,2016,165484,14
249
+ Sardegna,2017,438914,14
250
+ Sardegna,2018,610469,14
251
+ Sardegna,2019,507501,14
252
+ Sardegna,2020,918721,14
253
+ Sardegna,2021,1599504,14
254
+ Sardegna,2022,1062267,14
255
+ Sardinia,2006,486328,14
256
+ Sardinia,2007,487072,14
257
+ Sardinia,2008,459365,14
258
+ Sardinia,2009,588175,14
259
+ Sardinia,2010,570636,14
260
+ Sardinia,2011,579029,14
261
+ Sardinia,2013,576512,14
262
+ Sardinia,2014,459013,14
263
+ Sardinia,2015,484293,14
264
+ Sardinia,2016,486685,14
265
+ Sardinia,2017,312039,14
266
+ Sardinia,2018,5167,14
267
+ Sardinia,2019,3171,14
268
+ Sardinia,2020,7261,14
269
+ Sardinia,2021,13931,14
270
+ Sardinia,2022,8332,14
271
+ Sicilia,2006,10289769,15
272
+ Sicilia,2007,9830371,15
273
+ Sicilia,2008,9758122,15
274
+ Sicilia,2009,9973316,15
275
+ Sicilia,2010,9009790,15
276
+ Sicilia,2011,8937983,15
277
+ Sicilia,2012,8018155,15
278
+ Sicilia,2013,7303244,15
279
+ Sicilia,2014,7713743,15
280
+ Sicilia,2015,8498613,15
281
+ Sicilia,2016,9233360,15
282
+ Sicilia,2017,8929149,15
283
+ Sicilia,2018,8979831,15
284
+ Sicilia,2019,9196514,15
285
+ Sicilia,2020,20791590,15
286
+ Sicilia,2021,37319335,15
287
+ Sicilia,2022,23971168,15
288
+ Toscana,2006,724730,16
289
+ Toscana,2007,728815,16
290
+ Toscana,2008,724264,16
291
+ Toscana,2009,729228,16
292
+ Toscana,2010,764220,16
293
+ Toscana,2011,753895,16
294
+ Toscana,2012,592259,16
295
+ Toscana,2013,575430,16
296
+ Toscana,2014,671775,16
297
+ Toscana,2015,663625,16
298
+ Toscana,2016,605177,16
299
+ Toscana,2017,447261,16
300
+ Toscana,2018,535025,16
301
+ Toscana,2019,343460,16
302
+ Toscana,2020,842928,16
303
+ Toscana,2021,575237,16
304
+ Toscana,2022,1026666,16
305
+ Trentino-Alto Adige,2006,26278086,17
306
+ Trentino-Alto Adige,2007,28707608,17
307
+ Trentino-Alto Adige,2008,29781164,17
308
+ Trentino-Alto Adige,2009,31497666,17
309
+ Trentino-Alto Adige,2010,29873020,17
310
+ Trentino-Alto Adige,2011,33624730,17
311
+ Trentino-Alto Adige,2012,28114216,17
312
+ Trentino-Alto Adige,2013,31193070,17
313
+ Trentino-Alto Adige,2014,35319584,17
314
+ Trentino-Alto Adige,2015,16705326,17
315
+ Trentino-Alto Adige,2016,31807936,17
316
+ Trentino-Alto Adige,2017,22692396,17
317
+ Trentino-Alto Adige,2018,29773536,17
318
+ Trentino-Alto Adige,2019,30003802,17
319
+ Trentino-Alto Adige,2020,60727528,17
320
+ Trentino-Alto Adige,2021,58094768,17
321
+ Trentino-Alto Adige,2022,57861890,17
322
+ Umbria,2006,107979,18
323
+ Umbria,2007,106051,18
324
+ Umbria,2008,88900,18
325
+ Umbria,2009,86846,18
326
+ Umbria,2010,101119,18
327
+ Umbria,2011,51989,18
328
+ Umbria,2012,48595,18
329
+ Umbria,2013,31735,18
330
+ Umbria,2014,62119,18
331
+ Umbria,2015,75783,18
332
+ Umbria,2016,75482,18
333
+ Umbria,2017,70042,18
334
+ Umbria,2018,46618,18
335
+ Umbria,2019,67824,18
336
+ Umbria,2020,20002,18
337
+ Umbria,2021,52400,18
338
+ Umbria,2022,55744,18
339
+ Valle d'Aosta,2006,35630,19
340
+ Valle d'Aosta,2007,36115,19
341
+ Valle d'Aosta,2008,39500,19
342
+ Valle d'Aosta,2009,39680,19
343
+ Valle d'Aosta,2010,39550,19
344
+ Valle d'Aosta,2011,31750,19
345
+ Valle d'Aosta,2012,36880,19
346
+ Valle d'Aosta,2013,44160,19
347
+ Valle d'Aosta,2014,57980,19
348
+ Valle d'Aosta,2015,61100,19
349
+ Valle d'Aosta,2016,65100,19
350
+ Valle d'Aosta,2017,46080,19
351
+ Valle d'Aosta,2018,67000,19
352
+ Valle d'Aosta,2019,69836,19
353
+ Valle d'Aosta,2020,130486,19
354
+ Valle d'Aosta,2021,121232,19
355
+ Valle d'Aosta,2022,102000,19
356
+ Veneto,2006,5407146,20
357
+ Veneto,2007,5188526,20
358
+ Veneto,2008,4943117,20
359
+ Veneto,2009,4864115,20
360
+ Veneto,2010,4430227,20
361
+ Veneto,2011,4551214,20
362
+ Veneto,2012,3944493,20
363
+ Veneto,2013,3416373,20
364
+ Veneto,2014,4761190,20
365
+ Veneto,2015,5192099,20
366
+ Veneto,2016,5336974,20
367
+ Veneto,2017,4257576,20
368
+ Veneto,2018,4928422,20
369
+ Veneto,2019,3423284,20
370
+ Veneto,2020,8126503,20
371
+ Veneto,2021,4348846,20
372
+ Veneto,2022,9207858,20
data/Italy_regions_with_code_grapes_olives.csv ADDED
@@ -0,0 +1,318 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Region,TIME,Value,region_code
2
+ Abruzzo,2006,1406773.0,1
3
+ Abruzzo,2007,1119263.0,1
4
+ Abruzzo,2008,1428740.0,1
5
+ Abruzzo,2009,1246140.0,1
6
+ Abruzzo,2010,1255100.0,1
7
+ Abruzzo,2011,1269950.0,1
8
+ Abruzzo,2012,1241764.0,1
9
+ Abruzzo,2013,1279326.0,1
10
+ Abruzzo,2014,682423.0,1
11
+ Abruzzo,2015,1210804.0,1
12
+ Abruzzo,2016,804824.0,1
13
+ Abruzzo,2017,1605360.0,1
14
+ Abruzzo,2018,1209600.0,1
15
+ Abruzzo,2019,1238500.0,1
16
+ Abruzzo,2020,1239000.0,1
17
+ Abruzzo,2021,1239500.0,1
18
+ Basilicata,2006,359506.0,3
19
+ Basilicata,2007,349503.0,3
20
+ Basilicata,2008,364516.0,3
21
+ Basilicata,2009,357500.0,3
22
+ Basilicata,2010,368000.0,3
23
+ Basilicata,2011,362800.0,3
24
+ Basilicata,2012,317040.0,3
25
+ Basilicata,2013,339450.0,3
26
+ Basilicata,2014,326877.0,3
27
+ Basilicata,2015,332436.0,3
28
+ Basilicata,2016,332317.0,3
29
+ Basilicata,2017,329200.0,3
30
+ Basilicata,2018,289864.0,3
31
+ Basilicata,2019,289864.0,3
32
+ Basilicata,2020,289864.0,3
33
+ Basilicata,2021,289864.0,3
34
+ Calabria,2006,10196812.0,4
35
+ Calabria,2007,10818477.0,4
36
+ Calabria,2008,10428938.0,4
37
+ Calabria,2009,8937489.0,4
38
+ Calabria,2010,8196988.0,4
39
+ Calabria,2011,9103922.0,4
40
+ Calabria,2012,7206936.0,4
41
+ Calabria,2013,5568835.0,4
42
+ Calabria,2014,4466975.0,4
43
+ Calabria,2015,5646586.0,4
44
+ Calabria,2016,4155375.0,4
45
+ Calabria,2017,6305043.0,4
46
+ Calabria,2018,3938253.0,4
47
+ Calabria,2019,5486374.0,4
48
+ Calabria,2020,4569262.0,4
49
+ Calabria,2021,5344599.0,4
50
+ Campania,2006,1865334.0,5
51
+ Campania,2007,2153876.0,5
52
+ Campania,2008,2552901.0,5
53
+ Campania,2009,2532597.0,5
54
+ Campania,2010,2444455.0,5
55
+ Campania,2011,2447214.0,5
56
+ Campania,2012,2619439.0,5
57
+ Campania,2013,2390469.0,5
58
+ Campania,2014,846473.0,5
59
+ Campania,2015,2711674.0,5
60
+ Campania,2016,585802.0,5
61
+ Campania,2017,1988796.0,5
62
+ Campania,2018,1068573.0,5
63
+ Campania,2019,1652080.0,5
64
+ Campania,2020,1430630.0,5
65
+ Campania,2021,1341329.0,5
66
+ Emilia-Romagna,2006,56907.0,6
67
+ Emilia-Romagna,2007,46735.0,6
68
+ Emilia-Romagna,2008,72342.0,6
69
+ Emilia-Romagna,2009,74918.0,6
70
+ Emilia-Romagna,2010,56567.0,6
71
+ Emilia-Romagna,2011,54035.0,6
72
+ Emilia-Romagna,2012,46281.0,6
73
+ Emilia-Romagna,2013,59840.0,6
74
+ Emilia-Romagna,2014,32553.0,6
75
+ Emilia-Romagna,2015,71019.0,6
76
+ Emilia-Romagna,2016,53618.0,6
77
+ Emilia-Romagna,2017,56815.0,6
78
+ Emilia-Romagna,2018,74060.0,6
79
+ Emilia-Romagna,2019,35827.0,6
80
+ Emilia-Romagna,2020,92111.0,6
81
+ Emilia-Romagna,2021,59905.0,6
82
+ Friuli-Venezia Giulia,2006,2285.0,7
83
+ Friuli-Venezia Giulia,2007,2050.0,7
84
+ Friuli-Venezia Giulia,2008,2050.0,7
85
+ Friuli-Venezia Giulia,2009,2337.0,7
86
+ Friuli-Venezia Giulia,2010,1847.0,7
87
+ Friuli-Venezia Giulia,2011,1835.0,7
88
+ Friuli-Venezia Giulia,2013,1895.0,7
89
+ Friuli-Venezia Giulia,2014,2094.0,7
90
+ Friuli-Venezia Giulia,2015,8890.0,7
91
+ Friuli-Venezia Giulia,2016,13860.0,7
92
+ Friuli-Venezia Giulia,2017,11193.0,7
93
+ Friuli-Venezia Giulia,2018,14770.0,7
94
+ Friuli-Venezia Giulia,2019,14770.0,7
95
+ Friuli-Venezia Giulia,2020,9303.0,7
96
+ Friuli-Venezia Giulia,2021,1138.0,7
97
+ Lazio,2006,1681618.0,8
98
+ Lazio,2007,1364491.0,8
99
+ Lazio,2008,2184843.0,8
100
+ Lazio,2009,1583715.0,8
101
+ Lazio,2010,1797650.0,8
102
+ Lazio,2011,1293179.0,8
103
+ Lazio,2012,1501680.0,8
104
+ Lazio,2013,1184180.0,8
105
+ Lazio,2014,606910.0,8
106
+ Lazio,2015,1652700.0,8
107
+ Lazio,2016,1410500.0,8
108
+ Lazio,2017,1190700.0,8
109
+ Lazio,2018,1114300.0,8
110
+ Lazio,2019,1447929.0,8
111
+ Lazio,2020,1054480.0,8
112
+ Lazio,2021,1271090.0,8
113
+ Liguria,2006,211906.0,9
114
+ Liguria,2007,152696.0,9
115
+ Liguria,2008,194570.0,9
116
+ Liguria,2009,228120.0,9
117
+ Liguria,2010,202480.0,9
118
+ Liguria,2011,187500.0,9
119
+ Liguria,2012,302500.0,9
120
+ Liguria,2013,307280.0,9
121
+ Liguria,2014,102800.0,9
122
+ Liguria,2015,205500.0,9
123
+ Liguria,2016,182200.0,9
124
+ Liguria,2017,189520.0,9
125
+ Liguria,2018,189170.0,9
126
+ Liguria,2019,174400.0,9
127
+ Liguria,2020,180740.0,9
128
+ Liguria,2021,165870.0,9
129
+ Lombardia,2006,45439.0,10
130
+ Lombardia,2007,54161.0,10
131
+ Lombardia,2008,49758.0,10
132
+ Lombardia,2009,60226.0,10
133
+ Lombardia,2010,60651.0,10
134
+ Lombardia,2011,45199.0,10
135
+ Lombardia,2012,45357.0,10
136
+ Lombardia,2013,57243.0,10
137
+ Lombardia,2014,20020.0,10
138
+ Lombardia,2015,51363.0,10
139
+ Lombardia,2016,51492.0,10
140
+ Lombardia,2017,43302.0,10
141
+ Lombardia,2018,69538.0,10
142
+ Lombardia,2019,7185.0,10
143
+ Lombardia,2020,57629.0,10
144
+ Lombardia,2021,11503.0,10
145
+ Marche,2006,256736.0,11
146
+ Marche,2007,261189.0,11
147
+ Marche,2008,323148.0,11
148
+ Marche,2009,249618.0,11
149
+ Marche,2010,291170.0,11
150
+ Marche,2011,274700.0,11
151
+ Marche,2012,292437.0,11
152
+ Marche,2013,262309.0,11
153
+ Marche,2014,112765.0,11
154
+ Marche,2015,238875.0,11
155
+ Marche,2016,238646.0,11
156
+ Marche,2017,190078.0,11
157
+ Marche,2018,232101.0,11
158
+ Marche,2019,232101.0,11
159
+ Marche,2020,232101.0,11
160
+ Marche,2021,232101.0,11
161
+ Massa-Carrara,2006,10124.0,0
162
+ Massa-Carrara,2007,10394.0,0
163
+ Massa-Carrara,2008,10169.0,0
164
+ Massa-Carrara,2009,12270.0,0
165
+ Massa-Carrara,2010,10720.0,0
166
+ Massa-Carrara,2011,10240.0,0
167
+ Massa-Carrara,2013,10470.0,0
168
+ Massa-Carrara,2014,10614.0,0
169
+ Massa-Carrara,2015,12400.0,0
170
+ Massa-Carrara,2016,10980.0,0
171
+ Massa-Carrara,2017,19544.0,0
172
+ Massa-Carrara,2018,19500.0,0
173
+ Massa-Carrara,2019,11500.0,0
174
+ Massa-Carrara,2020,12500.0,0
175
+ Massa-Carrara,2021,8900.0,0
176
+ Molise,2006,458550.0,12
177
+ Molise,2007,366728.0,12
178
+ Molise,2008,366728.0,12
179
+ Molise,2009,457500.0,12
180
+ Molise,2010,402000.0,12
181
+ Molise,2011,364728.0,12
182
+ Molise,2012,365728.0,12
183
+ Molise,2013,365728.0,12
184
+ Molise,2014,365728.0,12
185
+ Molise,2015,688950.0,12
186
+ Molise,2016,688950.0,12
187
+ Molise,2017,571400.0,12
188
+ Molise,2018,571400.0,12
189
+ Molise,2019,574000.0,12
190
+ Molise,2020,574000.0,12
191
+ Molise,2021,627130.0,12
192
+ Piemonte,2006,437.0,13
193
+ Piemonte,2007,889.0,13
194
+ Piemonte,2008,658.0,13
195
+ Piemonte,2009,832.0,13
196
+ Piemonte,2010,733.0,13
197
+ Piemonte,2011,745.0,13
198
+ Piemonte,2012,906.0,13
199
+ Piemonte,2013,1290.0,13
200
+ Piemonte,2014,1109.0,13
201
+ Piemonte,2015,1887.0,13
202
+ Piemonte,2016,1930.0,13
203
+ Piemonte,2017,1921.0,13
204
+ Piemonte,2018,1220.0,13
205
+ Piemonte,2019,968.0,13
206
+ Piemonte,2020,1442.0,13
207
+ Piemonte,2021,1266.0,13
208
+ Puglia,2006,11988125.0,2
209
+ Puglia,2007,10501447.0,2
210
+ Puglia,2008,10700440.0,2
211
+ Puglia,2009,9438740.0,2
212
+ Puglia,2010,10053610.0,2
213
+ Puglia,2011,10887675.0,2
214
+ Puglia,2012,10765600.0,2
215
+ Puglia,2013,11705450.0,2
216
+ Puglia,2014,7844600.0,2
217
+ Puglia,2015,12265750.0,2
218
+ Puglia,2016,7005000.0,2
219
+ Puglia,2017,8383897.0,2
220
+ Puglia,2018,5421000.0,2
221
+ Puglia,2019,5426000.0,2
222
+ Puglia,2020,5736000.0,2
223
+ Puglia,2021,5998000.0,2
224
+ Sardegna,2006,342362.0,14
225
+ Sardegna,2007,331725.0,14
226
+ Sardegna,2008,345027.0,14
227
+ Sardegna,2009,275269.0,14
228
+ Sardegna,2010,261200.0,14
229
+ Sardegna,2011,159620.0,14
230
+ Sardegna,2013,205510.0,14
231
+ Sardegna,2014,214830.0,14
232
+ Sardegna,2015,225616.0,14
233
+ Sardegna,2016,97000.0,14
234
+ Sardegna,2017,170595.0,14
235
+ Sardegna,2018,301112.0,14
236
+ Sardegna,2019,301112.0,14
237
+ Sardegna,2020,344153.0,14
238
+ Sardegna,2021,368128.0,14
239
+ Sardinia,2006,127000.0,14
240
+ Sardinia,2007,131256.0,14
241
+ Sardinia,2008,208462.0,14
242
+ Sardinia,2009,148615.0,14
243
+ Sardinia,2010,145520.0,14
244
+ Sardinia,2011,87032.0,14
245
+ Sardinia,2013,127169.0,14
246
+ Sardinia,2014,135756.0,14
247
+ Sardinia,2015,202866.0,14
248
+ Sardinia,2016,74390.0,14
249
+ Sardinia,2017,795.0,14
250
+ Sardinia,2018,2288.0,14
251
+ Sardinia,2019,2288.0,14
252
+ Sardinia,2020,577.0,14
253
+ Sardinia,2021,1222.0,14
254
+ Sicilia,2006,2320732.0,15
255
+ Sicilia,2007,2673485.0,15
256
+ Sicilia,2008,2816584.0,15
257
+ Sicilia,2009,2772489.0,15
258
+ Sicilia,2010,2939569.0,15
259
+ Sicilia,2011,2829512.0,15
260
+ Sicilia,2012,2921335.0,15
261
+ Sicilia,2013,3017893.0,15
262
+ Sicilia,2014,1898965.0,15
263
+ Sicilia,2015,2716502.0,15
264
+ Sicilia,2016,2287010.0,15
265
+ Sicilia,2017,2912655.0,15
266
+ Sicilia,2018,2421678.0,15
267
+ Sicilia,2019,2880680.0,15
268
+ Sicilia,2020,3220896.0,15
269
+ Sicilia,2021,3431226.0,15
270
+ Toscana,2006,1235457.0,16
271
+ Toscana,2007,922555.0,16
272
+ Toscana,2008,1222964.0,16
273
+ Toscana,2009,1312214.0,16
274
+ Toscana,2010,1279688.0,16
275
+ Toscana,2011,1053015.0,16
276
+ Toscana,2012,477070.0,16
277
+ Toscana,2013,1155877.0,16
278
+ Toscana,2014,497339.0,16
279
+ Toscana,2015,994451.0,16
280
+ Toscana,2016,919378.0,16
281
+ Toscana,2017,897138.0,16
282
+ Toscana,2018,1191880.0,16
283
+ Toscana,2019,736640.0,16
284
+ Toscana,2020,1138973.0,16
285
+ Toscana,2021,567183.0,16
286
+ Umbria,2006,877718.0,18
287
+ Umbria,2007,596425.0,18
288
+ Umbria,2008,677420.0,18
289
+ Umbria,2009,532151.0,18
290
+ Umbria,2010,624117.0,18
291
+ Umbria,2011,402849.0,18
292
+ Umbria,2012,293177.0,18
293
+ Umbria,2013,433450.0,18
294
+ Umbria,2014,223442.0,18
295
+ Umbria,2015,518255.0,18
296
+ Umbria,2016,451325.0,18
297
+ Umbria,2017,450350.0,18
298
+ Umbria,2018,474888.0,18
299
+ Umbria,2019,603840.0,18
300
+ Umbria,2020,803840.0,18
301
+ Umbria,2021,827000.0,18
302
+ Valle d'Aosta,2021,40.0,19
303
+ Veneto,2006,86833.0,20
304
+ Veneto,2007,70823.0,20
305
+ Veneto,2008,76719.0,20
306
+ Veneto,2009,77223.0,20
307
+ Veneto,2010,73012.0,20
308
+ Veneto,2011,77730.0,20
309
+ Veneto,2012,42270.0,20
310
+ Veneto,2013,36473.0,20
311
+ Veneto,2014,127540.0,20
312
+ Veneto,2015,182066.0,20
313
+ Veneto,2016,218539.0,20
314
+ Veneto,2017,110726.0,20
315
+ Veneto,2018,257285.0,20
316
+ Veneto,2019,37263.0,20
317
+ Veneto,2020,246062.0,20
318
+ Veneto,2021,24759.0,20
data/grapes_olives_by_region.csv ADDED
@@ -0,0 +1,318 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ,Region,TIME,Value
2
+ 0,Abruzzo,2006,1406773.0
3
+ 1,Abruzzo,2007,1119263.0
4
+ 2,Abruzzo,2008,1428740.0
5
+ 3,Abruzzo,2009,1246140.0
6
+ 4,Abruzzo,2010,1255100.0
7
+ 5,Abruzzo,2011,1269950.0
8
+ 6,Abruzzo,2012,1241764.0
9
+ 7,Abruzzo,2013,1279326.0
10
+ 8,Abruzzo,2014,682423.0
11
+ 9,Abruzzo,2015,1210804.0
12
+ 10,Abruzzo,2016,804824.0
13
+ 11,Abruzzo,2017,1605360.0
14
+ 12,Abruzzo,2018,1209600.0
15
+ 13,Abruzzo,2019,1238500.0
16
+ 14,Abruzzo,2020,1239000.0
17
+ 15,Abruzzo,2021,1239500.0
18
+ 16,Basilicata,2006,359506.0
19
+ 17,Basilicata,2007,349503.0
20
+ 18,Basilicata,2008,364516.0
21
+ 19,Basilicata,2009,357500.0
22
+ 20,Basilicata,2010,368000.0
23
+ 21,Basilicata,2011,362800.0
24
+ 22,Basilicata,2012,317040.0
25
+ 23,Basilicata,2013,339450.0
26
+ 24,Basilicata,2014,326877.0
27
+ 25,Basilicata,2015,332436.0
28
+ 26,Basilicata,2016,332317.0
29
+ 27,Basilicata,2017,329200.0
30
+ 28,Basilicata,2018,289864.0
31
+ 29,Basilicata,2019,289864.0
32
+ 30,Basilicata,2020,289864.0
33
+ 31,Basilicata,2021,289864.0
34
+ 32,Calabria,2006,10196812.0
35
+ 33,Calabria,2007,10818477.0
36
+ 34,Calabria,2008,10428938.0
37
+ 35,Calabria,2009,8937489.0
38
+ 36,Calabria,2010,8196988.0
39
+ 37,Calabria,2011,9103922.0
40
+ 38,Calabria,2012,7206936.0
41
+ 39,Calabria,2013,5568835.0
42
+ 40,Calabria,2014,4466975.0
43
+ 41,Calabria,2015,5646586.0
44
+ 42,Calabria,2016,4155375.0
45
+ 43,Calabria,2017,6305043.0
46
+ 44,Calabria,2018,3938253.0
47
+ 45,Calabria,2019,5486374.0
48
+ 46,Calabria,2020,4569262.0
49
+ 47,Calabria,2021,5344599.0
50
+ 48,Campania,2006,1865334.0
51
+ 49,Campania,2007,2153876.0
52
+ 50,Campania,2008,2552901.0
53
+ 51,Campania,2009,2532597.0
54
+ 52,Campania,2010,2444455.0
55
+ 53,Campania,2011,2447214.0
56
+ 54,Campania,2012,2619439.0
57
+ 55,Campania,2013,2390469.0
58
+ 56,Campania,2014,846473.0
59
+ 57,Campania,2015,2711674.0
60
+ 58,Campania,2016,585802.0
61
+ 59,Campania,2017,1988796.0
62
+ 60,Campania,2018,1068573.0
63
+ 61,Campania,2019,1652080.0
64
+ 62,Campania,2020,1430630.0
65
+ 63,Campania,2021,1341329.0
66
+ 64,Emilia-Romagna,2006,56907.0
67
+ 65,Emilia-Romagna,2007,46735.0
68
+ 66,Emilia-Romagna,2008,72342.0
69
+ 67,Emilia-Romagna,2009,74918.0
70
+ 68,Emilia-Romagna,2010,56567.0
71
+ 69,Emilia-Romagna,2011,54035.0
72
+ 70,Emilia-Romagna,2012,46281.0
73
+ 71,Emilia-Romagna,2013,59840.0
74
+ 72,Emilia-Romagna,2014,32553.0
75
+ 73,Emilia-Romagna,2015,71019.0
76
+ 74,Emilia-Romagna,2016,53618.0
77
+ 75,Emilia-Romagna,2017,56815.0
78
+ 76,Emilia-Romagna,2018,74060.0
79
+ 77,Emilia-Romagna,2019,35827.0
80
+ 78,Emilia-Romagna,2020,92111.0
81
+ 79,Emilia-Romagna,2021,59905.0
82
+ 80,Friuli-Venezia Giulia,2006,2285.0
83
+ 81,Friuli-Venezia Giulia,2007,2050.0
84
+ 82,Friuli-Venezia Giulia,2008,2050.0
85
+ 83,Friuli-Venezia Giulia,2009,2337.0
86
+ 84,Friuli-Venezia Giulia,2010,1847.0
87
+ 85,Friuli-Venezia Giulia,2011,1835.0
88
+ 86,Friuli-Venezia Giulia,2013,1895.0
89
+ 87,Friuli-Venezia Giulia,2014,2094.0
90
+ 88,Friuli-Venezia Giulia,2015,8890.0
91
+ 89,Friuli-Venezia Giulia,2016,13860.0
92
+ 90,Friuli-Venezia Giulia,2017,11193.0
93
+ 91,Friuli-Venezia Giulia,2018,14770.0
94
+ 92,Friuli-Venezia Giulia,2019,14770.0
95
+ 93,Friuli-Venezia Giulia,2020,9303.0
96
+ 94,Friuli-Venezia Giulia,2021,1138.0
97
+ 95,Lazio,2006,1681618.0
98
+ 96,Lazio,2007,1364491.0
99
+ 97,Lazio,2008,2184843.0
100
+ 98,Lazio,2009,1583715.0
101
+ 99,Lazio,2010,1797650.0
102
+ 100,Lazio,2011,1293179.0
103
+ 101,Lazio,2012,1501680.0
104
+ 102,Lazio,2013,1184180.0
105
+ 103,Lazio,2014,606910.0
106
+ 104,Lazio,2015,1652700.0
107
+ 105,Lazio,2016,1410500.0
108
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109
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110
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111
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112
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113
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114
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115
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119
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121
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123
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124
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128
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129
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130
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131
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132
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133
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134
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135
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136
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137
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138
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139
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142
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143
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146
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147
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149
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151
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152
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161
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163
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164
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166
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167
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169
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171
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173
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193
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194
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219
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