Working with data 2017. Class 6

Contact

Javier Garcia-Bernardo garcia@uva.nl

1. Working with distances and projections

1.1 Geographical coordinates
1.2 Projected coordinates

2. Types of formats

Shape files: ArcGIS --> Projected and geographical coordinates. Pretty much the standard.
GeoJSON: Projected coordinates.
TopoJSON: Projected coordinates, good for the Internet.

3. Geocoding using google maps

4. Working with shapes

4.1 Reading data from other formats into geopandas and plotting (basic)
4.2 Combining data by name (merging)
4.3 Save to file
4.4 Intersection of plots and polygons
4.5 Intersection of polygons with polygons
4.6 Aggregation with disolve

5. Interactive plotting



In [1]:

    
##Some code to run at the beginning of the file, to be able to show images in the notebook
##Don't worry about this cell

#Print the plots in this screen
%matplotlib inline 

#Be able to plot images saved in the hard drive
from IPython.display import Image 

#Make the notebook wider
from IPython.core.display import display, HTML 
display(HTML("<style>.container { width:90% !important; }</style>"))

import seaborn as sns
import pylab as plt
import pandas as pd
import numpy as np



In [ ]:

    
#Libraries we'll need (if working on your computer)
!conda install -c conda-forge basemap -y
!conda install -c conda-forge basemap-data-hires -y #high resolution maps
!pip install pycrs
!pip install folium
!pip install jellyfish
!pip install geopy



In [2]:

    
import geopandas as gp
import folium
import jellyfish
import geopy

1. Working with distances and projections

1.1 Geographical coordinates

Each point in the earth has some coordinates, measured in degrees.
These degrees can be in normal degrees or decimal degrees:
- 38° 53′ 23″ N, 77° 00′ 32″ W
- 38.8897°, -77.0089°
Usually we give decimal degrees and omit the degree symbols: 38.8897,-77.0089



In [89]:

    
Image(url="http://giscommons.org/files/2009/08/3.11.gif")









    Out[89]:

1.2 Projected coordinates

But our screens/papers are 2D, so we need to project the sphere to a plane --> projection
- Equirectangular: Uses decimal degrees for x and y
- Mercator
- Conical
- ... https://imgs.xkcd.com/comics/map_projections.png



In [93]:

    
Image(url="https://upload.wikimedia.org/wikipedia/commons/f/f2/Goode_homolosine_projection_SW.jpg",width=400)









    Out[93]:



In [94]:

    
Image(url="http://2012books.lardbucket.org/books/geographic-information-system-basics/section_06/8c5c63aacfa3743ed4962745a77d782c.jpg",width=500)









    Out[94]:

2. Types of formats

Shape files: ArcGIS --> Projected and geographical coordinates. Pretty much the standard.
GeoJSON: Projected coordinates.
TopoJSON: Projected coordinates, good for the Internet.

Python can read all!

import geopandas
geopandas.read_file("colombia_merged/colombia_merged.shp")

3. Geocoding using google maps

Library geopy
- Allows you to use google maps, bing, baidu, yahooplacefidner, arcgis
- You need a key (or a user/password in the case of arcgis)
We are going to use Google Maps:
- Free key: https://developers.google.com/maps/documentation/javascript/get-api-key
- 2,500 free requests per day.
- 50 requests per second.



In [4]:

    
def get_lat_long(addresses,key):
    """
    uses the googlev3 to parse addresses
    
    addresses: list of addresses to parse
    key: google api key
    code_country (default None): region to look into
    
    return:
    latitudes
    longitudes
    """
    import time
    from geopy import geocoders
    g = geocoders.GoogleV3(api_key=key)

    if len(addresses) > 2500:
        raise("It will take more than 24 hours to run")
    print("Starting now")
        
    longitudes = []
    latitudes = []
    for i,address in enumerate(addresses):
        if (i>0) and (i%50 == 0): 
            print("Addressed parsed {} out of {}".format(i,len(addresses)))
            time.sleep(2)
        location = g.geocode(address,timeout=10)
        try:
            latitudes.append(location.latitude)
            longitudes.append(location.longitude)
        except:
            latitudes.append(np.NaN)
            longitudes.append(np.NaN)
        
    return latitudes,longitudes



In [185]:

    
key = "AIzaSyAtDYhstqPEd1K4Gt133lmiykRVNDvAKAU" #keep it safe! (this is not my real key)
get_lat_long(['221B Baker Street, London', 'Amsterdam',"New York"],key)









    Out[185]:





([51.5237715, 52.3702157, 40.7127837],
 [-0.1585385, 4.895167900000001, -74.0059413])

Let's find a list of addresses



In [5]:

    
df = pd.read_html("http://www.tin-can.org/members.htm",header=0)[0]
df = df.dropna(subset=["Address"]).head(10)



In [6]:

    
df.head()









    Out[6]:






  
    
      
      Name
      Spouse
      Type
      Address
      City
      State
      Zip
      Phone
      D.O.B.
      Ship(s)
      Unnamed: 10
    
  
  
    
      0
      Adam  Arabian
      NaN
      NaN
      1246 Everett Avenue
      Louisville
      Kentucky
      40204
      NaN
      NaN
      US  Navy Reserve
      NaN
    
    
      1
      Jean  Autrey
      Fred  *
      S
      7105 Plover Circle
      Fort Worth
      Texas
      76135
      817-237-4196
      NaN
      NaN
      NaN
    
    
      2
      G.  R. Belue
      Agnes
      M
      524 Pecan Street
      Crowley
      Texas
      76036
      817-297-7597
      10/27/1926
      Cowell  DD547
      NaN
    
    
      3
      Jim  Beshears
      NaN
      L
      1022 Bridges Dr
      Arlington
      Texas
      76012
      817-274-1033
      4/28/1924
      Erwin  DD631
      NaN
    
    
      4
      Peggy  Brady
      W.  R. *
      S
      6287 Renwood Dr
      Fort Worth
      Texas
      76140
      817-4781802
      NaN
      NaN
      NaN



In [283]:

    
def join_strings(x):
    return ", ".join(x) + ", United States"

join_strings(["Centennial Court 102", "Burlington", "Vermont", "05401"])









    Out[283]:





'Centennial Court 102, Burlington, Vermont, 05401, United States'



In [8]:

    
def join_strings(x):
    return ", ".join(x) + ", United States"
    
#axis = 1 indicates python to do it by row, and not by columns (needed when you apply a function to more than 1 column)
df["Address_complete"] = df.loc[:,["Address","City","State","Zip"]].apply(join_strings, axis = 1) 
df.head()









    Out[8]:






  
    
      
      Name
      Spouse
      Type
      Address
      City
      State
      Zip
      Phone
      D.O.B.
      Ship(s)
      Unnamed: 10
      Address_complete
    
  
  
    
      0
      Adam  Arabian
      NaN
      NaN
      1246 Everett Avenue
      Louisville
      Kentucky
      40204
      NaN
      NaN
      US  Navy Reserve
      NaN
      1246 Everett Avenue, Louisville, Kentucky, 402...
    
    
      1
      Jean  Autrey
      Fred  *
      S
      7105 Plover Circle
      Fort Worth
      Texas
      76135
      817-237-4196
      NaN
      NaN
      NaN
      7105 Plover Circle, Fort Worth, Texas, 76135, ...
    
    
      2
      G.  R. Belue
      Agnes
      M
      524 Pecan Street
      Crowley
      Texas
      76036
      817-297-7597
      10/27/1926
      Cowell  DD547
      NaN
      524 Pecan Street, Crowley, Texas, 76036, Unite...
    
    
      3
      Jim  Beshears
      NaN
      L
      1022 Bridges Dr
      Arlington
      Texas
      76012
      817-274-1033
      4/28/1924
      Erwin  DD631
      NaN
      1022 Bridges Dr, Arlington, Texas, 76012, Unit...
    
    
      4
      Peggy  Brady
      W.  R. *
      S
      6287 Renwood Dr
      Fort Worth
      Texas
      76140
      817-4781802
      NaN
      NaN
      NaN
      6287 Renwood Dr, Fort Worth, Texas, 76140, Uni...



In [9]:

    
latitudes,longitudes = get_lat_long(df["Address_complete"],"AIzaSyAtDYhstqPEd1K4Gt133lmiykRVNDvAKAU")









    



Starting now



In [10]:

    
df["lat"] = latitudes
df["lon"] = longitudes



In [13]:

    
df.head()









    Out[13]:






  
    
      
      Name
      Spouse
      Type
      Address
      City
      State
      Zip
      Phone
      D.O.B.
      Ship(s)
      Unnamed: 10
      Address_complete
      lat
      lon
    
  
  
    
      0
      Adam  Arabian
      NaN
      NaN
      1246 Everett Avenue
      Louisville
      Kentucky
      40204
      NaN
      NaN
      US  Navy Reserve
      NaN
      1246 Everett Avenue, Louisville, Kentucky, 402...
      38.237704
      -85.714831
    
    
      1
      Jean  Autrey
      Fred  *
      S
      7105 Plover Circle
      Fort Worth
      Texas
      76135
      817-237-4196
      NaN
      NaN
      NaN
      7105 Plover Circle, Fort Worth, Texas, 76135, ...
      32.794065
      -97.439366
    
    
      2
      G.  R. Belue
      Agnes
      M
      524 Pecan Street
      Crowley
      Texas
      76036
      817-297-7597
      10/27/1926
      Cowell  DD547
      NaN
      524 Pecan Street, Crowley, Texas, 76036, Unite...
      32.578635
      -97.365722
    
    
      3
      Jim  Beshears
      NaN
      L
      1022 Bridges Dr
      Arlington
      Texas
      76012
      817-274-1033
      4/28/1924
      Erwin  DD631
      NaN
      1022 Bridges Dr, Arlington, Texas, 76012, Unit...
      32.763679
      -97.119765
    
    
      4
      Peggy  Brady
      W.  R. *
      S
      6287 Renwood Dr
      Fort Worth
      Texas
      76140
      817-4781802
      NaN
      NaN
      NaN
      6287 Renwood Dr, Fort Worth, Texas, 76140, Uni...
      32.589871
      -97.244407

4. Working with shapes

Reading data from other formats into geopandas
Combining by name
Intersection of points and polygons
Intersection of polygons and polygons
Plotting

https://www.prio.org/Data/Armed-Conflict//

4.1 Reading data from other formats into geopandas and plotting (basic)



In [20]:

    
#TopoJson file
g = gp.read_file("data/Colombia.geo.json")
g.head()









    Out[20]:






  
    
      
      AREA
      DPTO
      HECTARES
      NOMBRE_DPT
      PERIMETER
      geometry
    
  
  
    
      0
      6.335186e+10
      05
      6335185.555
      ANTIOQUIA
      1963728.843
      POLYGON ((-76.30729675220047 8.619299889431787...
    
    
      1
      3.360765e+09
      08
      336076.535
      ATLANTICO
      240936.172
      POLYGON ((-74.87059783939971 10.36120033256952...
    
    
      2
      1.650948e+09
      11
      165094.778
      SANTAFE DE BOGOTA D.C
      323322.540
      POLYGON ((-74.02290344238281 4.795100212097175...
    
    
      3
      2.614189e+10
      13
      2614189.453
      BOLIVAR
      1309427.968
      POLYGON ((-75.15950012242125 10.42360019745069...
    
    
      4
      2.335258e+10
      15
      2335258.246
      BOYACA
      1364539.911
      POLYGON ((-72.21299743717749 7.027500152342927...

Convert csv to geopandas



In [17]:

    
#CSV file with longitude and latitude
from shapely.geometry import Point
stations = pd.read_csv('data/gedevents-2017-01-27_tab.csv',sep="\t")
stations = stations.dropna(subset=["latitude"])
stations.loc[:,["year","dyad_name","latitude","longitude","deaths_a","deaths_b","deaths_civilians"]].head()









    Out[17]:






  
    
      
      year
      dyad_name
      latitude
      longitude
      deaths_a
      deaths_b
      deaths_civilians
    
  
  
    
      0
      2008
      Government of Colombia - FARC
      2.500739
      -76.874753
      0
      3
      0
    
    
      1
      2008
      FARC - Civilians
      6.200757
      -75.591765
      0
      0
      1
    
    
      2
      2005
      Government of Colombia - ELN
      7.000000
      -75.500000
      0
      1
      0
    
    
      3
      2005
      Government of Colombia - ELN
      6.000000
      -75.250000
      0
      4
      0
    
    
      4
      2010
      FARC - Civilians
      2.944142
      -76.542784
      0
      0
      0

Convert dataframe to geodataframe = Add geometry



In [18]:

    
geometry = stations.apply(lambda x: Point(x.longitude, x.latitude), axis=1)

#Convert dataframe to geo_dataframe
stations = gp.GeoDataFrame(stations,geometry=geometry)

stations = stations.loc[:,["year","dyad_name","geometry","deaths_a","deaths_b","deaths_civilians"]]
stations.head()









    Out[18]:






  
    
      
      year
      dyad_name
      geometry
      deaths_a
      deaths_b
      deaths_civilians
    
  
  
    
      0
      2008
      Government of Colombia - FARC
      POINT (-76.874753 2.500739)
      0
      3
      0
    
    
      1
      2008
      FARC - Civilians
      POINT (-75.59176500000001 6.200757)
      0
      0
      1
    
    
      2
      2005
      Government of Colombia - ELN
      POINT (-75.5 7)
      0
      1
      0
    
    
      3
      2005
      Government of Colombia - ELN
      POINT (-75.25 6)
      0
      4
      0
    
    
      4
      2010
      FARC - Civilians
      POINT (-76.542784 2.944142)
      0
      0
      0



In [226]:

    
stations.to_file("colombia_attack")









    



WARNING:Fiona:CPLE_NotSupported in b"Normalized/laundered field name: 'deaths_civilians' to 'deaths_civ'"

Plot



In [21]:

    
fig = plt.figure(figsize=(6,6))
ax = fig.add_subplot(111)
ax.set_aspect('equal')

#Plotting the events
stations.plot(marker="o",ax=ax,color="gray")

#Plotting the regions
g.plot(linewidth=0.1,cmap="YlOrRd",column="AREA",ax=ax)#, scheme='QUANTILES', k=10,legend=True)

plt.axis('off')









    Out[21]:





(-82.0, -66.0, -5.0, 15.0)

4.1 Managing projections



In [230]:

    
#A world map
world = gp.read_file(gp.datasets.get_path('naturalearth_lowres'))
world.head()









    Out[230]:






  
    
      
      continent
      gdp_md_est
      geometry
      iso_a3
      name
      pop_est
    
  
  
    
      0
      Asia
      22270.0
      POLYGON ((61.21081709172574 35.65007233330923,...
      AFG
      Afghanistan
      28400000.0
    
    
      1
      Africa
      110300.0
      (POLYGON ((16.32652835456705 -5.87747039146621...
      AGO
      Angola
      12799293.0
    
    
      2
      Europe
      21810.0
      POLYGON ((20.59024743010491 41.85540416113361,...
      ALB
      Albania
      3639453.0
    
    
      3
      Asia
      184300.0
      POLYGON ((51.57951867046327 24.24549713795111,...
      ARE
      United Arab Emirates
      4798491.0
    
    
      4
      South America
      573900.0
      (POLYGON ((-65.50000000000003 -55.199999999999...
      ARG
      Argentina
      40913584.0



In [231]:

    
#Delete antartica
world = gp.read_file(gp.datasets.get_path('naturalearth_lowres'))
world = world[(world.name != "Antarctica") & (world.name != "Fr. S. Antarctic Lands")]
world["log_pop"] = np.log10(world["pop_est"])

#Basic projection (equirectangular)
world = world.to_crs({'init': 'epsg:4326'}) 

#Plot
fig = plt.figure(figsize=(10,10))
ax = fig.add_subplot(111)
ax.set_aspect("equal") #this one is important

world.plot(linewidth=0.1,cmap="YlOrRd",column="log_pop",ax=ax)

plt.axis('off')
plt.title("Equirectangular: {}".format(world.crs["init"]))









    



/opt/anaconda/anaconda3/lib/python3.5/site-packages/ipykernel/__main__.py:4: RuntimeWarning: invalid value encountered in log10






    Out[231]:





<matplotlib.text.Text at 0x7f2d995d3860>



In [232]:

    
#Delete projection
world = gp.read_file(gp.datasets.get_path('naturalearth_lowres'))
world = world[(world.name != "Antarctica") & (world.name != "Fr. S. Antarctic Lands")]
world["log_pop"] = np.log10(world["pop_est"])

#Mercator projection
world = world.to_crs({'init': 'epsg:3395'}) 

#Plot
fig = plt.figure(figsize=(10,10))
ax = fig.add_subplot(111)
ax.set_aspect("equal") #this one is important

world.plot(linewidth=0.1,cmap="YlOrRd",column="log_pop",ax=ax)

plt.axis('off')
plt.title("Mercator: {}".format(world.crs["init"]))









    



/opt/anaconda/anaconda3/lib/python3.5/site-packages/ipykernel/__main__.py:4: RuntimeWarning: invalid value encountered in log10






    Out[232]:





<matplotlib.text.Text at 0x7f2d8f934320>

4.2 Combining data by name (merging)

Back to the colombia data
We are going to combine a dataset with the regions (topojson) with a dataset with the participation in the referendum (csv)
String matching: https://medium.com/@javiergb_com/string-matching-and-database-merging-9ef9b4f7fea4#.yjc8ue6j1



In [27]:

    
#Topojson
col_map = gp.read_file("data/output/mpio2.json")
col_map.head(2)









    Out[27]:






  
    
      
      AREA
      CLASEMUN
      DPTO
      HECTARES
      MPIO
      MPIOS
      NOMBRE_CAB
      NOMBRE_DPT
      NOMBRE_MPI
      OF_REG
      PERIMETER
      REG_ZONAS
      WCOLGEN021
      WCOLGEN02_
      ZONA
      geometry
      id
    
  
  
    
      0
      7.516766e+09
      CM
      44
      751676.579
      847
      44847
      URIBIA
      LA GUAJIRA
      URIBIA
      DABAR
      475636.130236
      DABARZONA06
      566
      2
      ZONA06
      POLYGON ((-71.97931479404515 11.63127040525589...
      None
    
    
      1
      1.624663e+09
      CM
      44
      162466.283
      560
      44560
      MANAURE
      LA GUAJIRA
      MANAURE
      DABAR
      195961.387498
      DABARZONA06
      564
      5
      ZONA06
      POLYGON ((-72.35536020513985 11.82821019213313...
      None



In [28]:

    
#Extra data to merge
col_data = pd.read_csv("data/colombia_plesb.csv",sep="\t",header=None)
col_data.columns = ["Department","City","Tables","Total","Participation","Null","Yes","No"]
col_data.head(2)









    Out[28]:






  
    
      
      Department
      City
      Tables
      Total
      Participation
      Null
      Yes
      No
    
  
  
    
      0
      AMAZONAS
      EL ENCANTO
      2
      223
      30.01
      2
      170
      51
    
    
      1
      AMAZONAS
      LA CHORRERA
      3
      366
      35.53
      3
      300
      62



In [29]:

    
#Check which departments are in the map but not in the other data
set(col_map["NOMBRE_DPT"]) - set(col_data["Department"])









    Out[29]:





{'ARCHIPIELAGO DE SAN ANDRES PROVIDENCIA Y SANTA CATALINA',
 'NARIÑO',
 'NORTE DE SANTANDER',
 'SANTAFE DE BOGOTA D.C',
 'VALLE DEL CAUCA'}



In [30]:

    
#Check which departments are in the map but not in the other data
set(col_data["Department"]) - set(col_map["NOMBRE_DPT"])









    Out[30]:





{'BOGOTA D.C.', 'NARI?O', 'NORTE DE SAN', 'SAN ANDRES', 'VALLE'}



In [31]:

    
def dice_coefficient(a,b,lenGram=3):
    """
    :param a: string 1
    :param b: string 2
    :param lenGram: length of the n-grams
    :return: dice score
    From Rossetta code
    """
    if not len(a) or not len(b): return 0.0
    """ quick case for true duplicates """
    if a == b: return 1.0
    """ if a != b, and a or b are single chars, then they can't possibly match """
    if len(a) == 1 or len(b) == 1: return 0.0

    """ use python list comprehension, preferred over list.append() """
    a_bigram_list = [a[i:i+lenGram] for i in range(len(a)-lenGram+1)]
    b_bigram_list = [b[i:i+lenGram] for i in range(len(b)-lenGram+1)]
    
    a_bigram_list.sort()
    b_bigram_list.sort()

    # assignments to save function calls
    lena = len(a_bigram_list)
    lenb = len(b_bigram_list)
    # initialize match counters
    matches = i = j = 0
    while (i < lena and j < lenb):
        if a_bigram_list[i] == b_bigram_list[j]:
            matches += lenGram
            i += 1
            j += 1
        elif a_bigram_list[i] < b_bigram_list[j]:
            i += 1
        else:
            j += 1

    score = float(matches)/float(lena + lenb)
    return score



In [32]:

    
dice_coefficient("NAMIBIA","NAMBIA",3)









    Out[32]:





0.6666666666666666



In [33]:

    
def create_dict_similar_strings(list_string1_keep,list_string_2_modify):
    """
    Creates dictionary to transform column
    
    list_string1_keep: list with strings from source 1 
    list_string2_modify: list with strings from source 2 (the one you'll modify)
    
    return: dictionary with the differences
    """
    import jellyfish
    d_old2new = dict()
    for u in set(list_string_2_modify) & set(list_string1_keep):
        d_old2new[u] = u
        
    for i in set(list_string_2_modify) - set(list_string1_keep):
        max_x = 0
        for j in set(list_string1_keep) - set(list_string_2_modify):
            d = dice_coefficient(i,j,4) + dice_coefficient(i,j,3) + jellyfish.jaro_winkler(i,j)
            
            if d > max_x:
                best = j
                max_x = d  
        if max_x > 1:
            d_old2new[i] = best
        else:
            d_old2new[i] = np.NaN
        print("{:25s} <--> to {:30s} with score {}".format(i,best,max_x))
    
    return d_old2new



In [34]:

    
#Check which departments are in the map but not in the other data
d_old2new = create_dict_similar_strings(col_map["NOMBRE_DPT"], col_data["Department"])
col_data["Department"] = col_data["Department"].replace(d_old2new)









    



VALLE                     <--> to VALLE DEL CAUCA                with score 2.000595238095238
NORTE DE SAN              <--> to NORTE DE SANTANDER             with score 3.587179487179487
SAN ANDRES                <--> to ARCHIPIELAGO DE SAN ANDRES PROVIDENCIA Y SANTA CATALINA with score 1.4619582880766542
NARI?O                    <--> to NARIÑO                         with score 2.3499999999999996
BOGOTA D.C.               <--> to SANTAFE DE BOGOTA D.C          with score 2.433344433344433



In [240]:

    
d_old2new = create_dict_similar_strings(col_map["NOMBRE_MPI"], col_data["City"])
col_data["City"] = col_data["City"].replace(d_old2new)









    



ROBERTO PAYAN (SAN JOSE)  <--> to ROBERTO PAYAN                  with score 3.1986559139784942
MEDIO BAUDO (PUERTO MELUK) <--> to MEDIO BAUDO                    with score 2.735055267313332
BUENOS AIRES (PACOA)      <--> to PARATEBUENO                    with score 1.2374242424242423
VILLA DE LEIVA            <--> to VILLA DE LEYVA                 with score 3.550974025974026
SANTACRUZ (GUACHAVES)     <--> to SANTA CRUZ                     with score 1.890793650793651
ISTMINA                   <--> to ITSMINA                        with score 2.0571428571428574
LOS ANDES (SOTOMAYOR)     <--> to LOS ANDES                      with score 2.6934065934065936
TUCHIN                    <--> to ITSMINA                        with score 0.6428571428571429
YONDO-CASABE              <--> to YONDO                          with score 2.302913752913753
ARMERO (GUAYABAL)         <--> to ARMERO                         with score 2.208049535603715
LA MONTA?ITA              <--> to LA MONTA¥ITA                   with score 3.127777777777778
PAEZ (BELALCAZAR)         <--> to BELEN DE BAJIRA                with score 0.6501167133520074
LA ARGENTINA (PLATA VIEJA) <--> to LA ARGENTINA                   with score 2.899660633484163
PUERTO NARE-LA MAGDALENA  <--> to PUERTO NARE                    with score 2.8660826844642195
EL PE?OL                  <--> to EL PE¥OL                       with score 2.5
OLAYA HERRERA             <--> to OLAYA  HERRERA                 with score 3.813871635610766
ZONA BANANERA (SEVILLA)   <--> to ZONA BANANERA                  with score 3.2776268115942027
GUACHENE                  <--> to ARIGUAINI                      with score 0.7955840455840455
MALLAMA (PIEDRANCHA)      <--> to MALLAMA                        with score 2.28407867494824
EL PI?ON                  <--> to EL PI¥ON                       with score 2.5
OCA?A                     <--> to OCA¥A                          with score 1.4066666666666667
SAN JOSE DE LA MONTA?A    <--> to SAN JOSE DE LA MONTA¥A         with score 4.121291866028708
SALDA?A                   <--> to SALDA¥A                        with score 2.8428571428571425
PURACE (COCONUCO)         <--> to PURACE                         with score 2.208049535603715
BAHIA SOLANO (MUTIS)      <--> to BAHIA SOLANO                   with score 3.376043956043956
VISTA HERMOSA             <--> to VISTAHERMOSA                   with score 3.3906304222093695
GALERAS (NUEVA GRANADA)   <--> to GALERAS                        with score 2.104459308807135
PUERTO CARRE?O            <--> to PUERTO CARRE¥O                 with score 3.857792207792208
BRICE?O                   <--> to BRICE¥O                        with score 2.8428571428571425
BOJAYA (BELLAVISTA)       <--> to BOJAYA                         with score 2.0661654135338345
ATRATO (YUTO)             <--> to ATRATO                         with score 2.6153846153846154
SAN MARTIN DE LOS LLANOS  <--> to SAN JUAN DE RIO SECO           with score 1.5341228070175439
MEDIO ATRATO (BETE)       <--> to MEDIO ATRATO                   with score 3.4774269005847955
GUAYABAL DE SIQUIMA       <--> to GUAYABAL DE  SIQUIMA           with score 4.0583982683982684
RIOVIEJO                  <--> to RIO VIEJO                      with score 2.6244237244237247
PAZ DE ARIPORO (MORENO)   <--> to PAZ DE ARIPORO                 with score 3.432003060053551
TESALIA (CARNICERIAS)     <--> to TESALIA                        with score 2.2189393939393938
SAN JUAN DE BETULIA (BETULIA) <--> to SAN JUAN DE BETULIA            with score 3.6139349156590534
NOROSI                    <--> to NARIÑO                         with score 0.6944444444444443
MORICHAL (MORICHAL NUEVO) <--> to MORICHAL                       with score 2.225430395913155
FRANCISCO PIZARRO (SALAHONDA) <--> to FRANCISCO PIZARRO              with score 3.388669950738916
MORICHAL (PAPUNAGUA)      <--> to MORICHAL                       with score 2.539090909090909
CARMEN DE VIBORAL         <--> to EL CARMEN DE VIBORAL           with score 4.022048760853314
VALLE DEL GUAMUEZ (LA HORMIGA) <--> to VALLE DEL GUAMUEZ              with score 3.3256986197768956
CUASPUD (CARLOSAMA)       <--> to CUASPUD                        with score 2.3555023923444978
SAN JUAN DE RIOSECO       <--> to SAN JUAN DE RIO SECO           with score 3.851471861471862
EL PE?ON                  <--> to EL PE¥ON                       with score 2.5
ARBOLEDA (BERRUECOS)      <--> to ARBOLEDA                       with score 2.539090909090909
MANAURE BALCON DEL CESAR (MANA <--> to CANTON DEL SAN PABLO           with score 1.300834431269214
LA PE?A                   <--> to LA PE¥A                        with score 2.8428571428571425
PARATEBUENO (LA NAGUAYA)  <--> to PARATEBUENO                    with score 2.8660826844642195
CERRO DE SAN ANTONIO      <--> to CERRO SAN ANTONIO              with score 3.7675849577367604
CALIMA (DARIEN)           <--> to DARIEN                         with score 1.9947712418300654
ARIGUANI (EL DIFICIL)     <--> to ARIGUAINI                      with score 1.8250305250305252
COLOSO (RICAURTE)         <--> to COLOSO                         with score 2.208049535603715
SANTA BARBARA (ISCUANDE)  <--> to SANTA CRUZ                     with score 1.6613492063492061
CUBARRAL                  <--> to SAN LUIS DE CUBARRAL           with score 2.059090909090909
COLON (GENOVA)            <--> to COLOSO                         with score 1.4988095238095238
LA APARTADA (FRONTERA)    <--> to LA APARTADA                    with score 3.0162196679438056
UNION PANAMERICANA (LAS ANIMAS <--> to UNION PANAMERICANA             with score 3.4394805194805196
PANA PANA (CAMPO ALEGRE)  <--> to PANA PANA                      with score 2.4880268199233715
AQUITANIA (PUEBLOVIEJO)   <--> to AQUITANIA                      with score 2.5513377926421406
BOGOTA. D.C.              <--> to SANTAFE DE BOGOTA D.C.         with score 2.0077200577200576
CA?ASGORDAS               <--> to CA¥ASGORDAS                    with score 3.2015151515151516
MIRITI PARANA             <--> to MIRITI-PARANA                  with score 3.2601398601398603
ALTO BAUDO (PIE DE PATO)  <--> to ALTO BAUDO                     with score 2.6833333333333336
ALBAN (SAN JOSE)          <--> to SAN JOSE DE LA MONTA¥A         with score 1.7623663101604277
PATIA (EL BORDO)          <--> to PATIA                          with score 1.9252450980392157
URIBE                     <--> to LA URIBE                       with score 3.017857142857143
TIQUISIO (PTO. RICO)      <--> to TIQUISIO                       with score 2.539090909090909
SOTARA (PAISPAMBA)        <--> to SOTARA                         with score 2.1333333333333333
ARROYO HONDO              <--> to ARROYOHONDO                    with score 3.2650670794633645
PIJI?O DEL CARMEN         <--> to PIJI¥O DEL CARMEN              with score 3.6050420168067228
EL CANTON DEL SAN PABLO (MAN. <--> to CANTON DEL SAN PABLO           with score 3.5279470729751403
MO?ITOS                   <--> to MO¥ITOS                        with score 2.0238095238095237
LOPEZ (MICAY)             <--> to LOPEZ                          with score 2.1864468864468867
PE?OL                     <--> to PE¥OL                          with score 0.8933333333333333
RIO QUITO (PAIMADO)       <--> to RIO QUITO                      with score 2.860645933014354
PUERTO NARI?O             <--> to PUERTO NARI¥O                  with score 3.7965034965034965
COTORRA (BONGO)           <--> to COTORRA                        with score 2.726666666666667
SAN MIGUEL (LA DORADA)    <--> to SAN JOSE DE LA MONTA¥A         with score 1.0062538338854128
SAN JOSE DE URE           <--> to SAN JOSE DE LA MONTA¥A         with score 2.9394721407624633
MAGUI (PAYAN)             <--> to MAGUI                          with score 2.1864468864468867
BAJO BAUDO (PIZARRO)      <--> to BAJO BAUDO                     with score 2.98974358974359
NARI?O                    <--> to NARIÑO                         with score 2.3499999999999996
COVE?AS                   <--> to COVEÑAS                        with score 2.0428571428571427



In [38]:

    
##Merge
col_combined = pd.merge(col_map,col_data,
                        left_on=["NOMBRE_DPT","NOMBRE_MPI"],right_on=["Department","City"],
                        how="outer")

col_combined.head(2)









    Out[38]:






  
    
      
      AREA
      CLASEMUN
      DPTO
      HECTARES
      MPIO
      MPIOS
      NOMBRE_CAB
      NOMBRE_DPT
      NOMBRE_MPI
      OF_REG
      ...
      geometry
      id
      Department
      City
      Tables
      Total
      Participation
      Null
      Yes
      No
    
  
  
    
      0
      7.516766e+09
      CM
      44
      751676.579
      847
      44847
      URIBIA
      LA GUAJIRA
      URIBIA
      DABAR
      ...
      POLYGON ((-71.97931479404515 11.63127040525589...
      None
      LA GUAJIRA
      URIBIA
      243.0
      3434.0
      3.38
      44.0
      1713.0
      1658.0
    
    
      1
      1.624663e+09
      CM
      44
      162466.283
      560
      44560
      MANAURE
      LA GUAJIRA
      MANAURE
      DABAR
      ...
      POLYGON ((-72.35536020513985 11.82821019213313...
      None
      LA GUAJIRA
      MANAURE
      124.0
      3260.0
      6.20
      44.0
      1768.0
      1418.0
    
  

2 rows × 25 columns



In [39]:

    
#Add fractoin voting yes
col_combined["Fraction_yes"] = col_combined["Yes"]/(col_combined["Total"])
col_combined_plot = col_combined.dropna(subset=["geometry"])



In [40]:

    
stations.head()









    Out[40]:






  
    
      
      year
      dyad_name
      geometry
      deaths_a
      deaths_b
      deaths_civilians
    
  
  
    
      0
      2008
      Government of Colombia - FARC
      POINT (-76.874753 2.500739)
      0
      3
      0
    
    
      1
      2008
      FARC - Civilians
      POINT (-75.59176500000001 6.200757)
      0
      0
      1
    
    
      2
      2005
      Government of Colombia - ELN
      POINT (-75.5 7)
      0
      1
      0
    
    
      3
      2005
      Government of Colombia - ELN
      POINT (-75.25 6)
      0
      4
      0
    
    
      4
      2010
      FARC - Civilians
      POINT (-76.542784 2.944142)
      0
      0
      0



In [244]:

    
#Create figure
fig = plt.figure(figsize=(6,6))
ax = fig.add_subplot(111)
ax.set_aspect("equal")


#Plot the fraction of yes to the referendum
col_combined_plot.plot(linewidth=0.0,cmap="YlOrRd",column="Fraction_yes",ax=ax)

#Plot the points by conflict
colors=["blue","red","green","magenta","black"]
for k in ['Government of Colombia - ELN','AUC - Civilians',
          'AUC - FARC','FARC - Civilians','Government of Colombia - FARC']:
    data = stations.loc[stations["dyad_name"]==k]
    data.plot(marker=".",ax=ax,color=colors.pop(0))

plt.axis('off')
plt.show()

4.2 Save to file!

This create a dictionary with the shape file



In [253]:

    
col_combined_plot.to_file("colombia_merged")









    



WARNING:Fiona:CPLE_NotSupported in b"Normalized/laundered field name: 'Participation' to 'Participat'"
WARNING:Fiona:CPLE_NotSupported in b"Normalized/laundered field name: 'Fraction_yes' to 'Fraction_y'"
WARNING:Fiona:CPLE_AppDefined in b'Value 7516765785 of field AREA of feature 0 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1624662825 of field AREA of feature 1 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1779933850 of field AREA of feature 2 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 3109950428 of field AREA of feature 3 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1999866414 of field AREA of feature 4 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2367555421 of field AREA of feature 5 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 238578523 of field AREA of feature 6 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1023485204 of field AREA of feature 7 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1010395727 of field AREA of feature 8 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 122393866 of field AREA of feature 9 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 947914209 of field AREA of feature 10 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 366988717 of field AREA of feature 12 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 382884516 of field AREA of feature 13 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1407790458 of field AREA of feature 14 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 629310978 of field AREA of feature 15 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 158209937 of field AREA of feature 16 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 101846175 of field AREA of feature 17 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 107104262 of field AREA of feature 19 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 184295757 of field AREA of feature 20 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 3781253251 of field AREA of feature 21 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1721647139 of field AREA of feature 22 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 134235904 of field AREA of feature 23 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 243768682 of field AREA of feature 26 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 210799039 of field AREA of feature 31 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 547723233 of field AREA of feature 32 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 437436185 of field AREA of feature 33 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 198993785 of field AREA of feature 34 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 303617935 of field AREA of feature 35 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 790423986 of field AREA of feature 36 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1414931201 of field AREA of feature 37 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1814894829 of field AREA of feature 38 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 347544126 of field AREA of feature 39 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 137558340 of field AREA of feature 40 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 767956103 of field AREA of feature 41 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 366647421 of field AREA of feature 43 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 184916593 of field AREA of feature 44 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 134536893 of field AREA of feature 45 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 365621895 of field AREA of feature 46 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 216756492 of field AREA of feature 47 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 128909063 of field AREA of feature 48 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 157398005 of field AREA of feature 49 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 497456352 of field AREA of feature 50 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1385725624 of field AREA of feature 52 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 191989520 of field AREA of feature 53 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 234842907 of field AREA of feature 54 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 182862308 of field AREA of feature 57 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 996459010 of field AREA of feature 58 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 192282713 of field AREA of feature 60 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 240111328 of field AREA of feature 61 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 303441252 of field AREA of feature 62 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 543075971 of field AREA of feature 64 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 397874536 of field AREA of feature 65 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 183377229 of field AREA of feature 66 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 312001497 of field AREA of feature 67 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 477707578 of field AREA of feature 68 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1497444964 of field AREA of feature 69 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 402837283 of field AREA of feature 70 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1028653791 of field AREA of feature 71 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 640313943 of field AREA of feature 72 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 461953019 of field AREA of feature 73 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 593421106 of field AREA of feature 74 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 584335460 of field AREA of feature 75 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1452362858 of field AREA of feature 76 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1079632803 of field AREA of feature 77 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1376760976 of field AREA of feature 78 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 438451203 of field AREA of feature 79 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 812308577 of field AREA of feature 80 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 878727778 of field AREA of feature 81 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 291476490 of field AREA of feature 82 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1103728825 of field AREA of feature 83 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 760951773 of field AREA of feature 84 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 495502552 of field AREA of feature 85 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 709095620 of field AREA of feature 86 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 497595368 of field AREA of feature 88 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 265335605 of field AREA of feature 89 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 136290770 of field AREA of feature 90 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1022999126 of field AREA of feature 91 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 572341345 of field AREA of feature 92 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 220696034 of field AREA of feature 93 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1476479445 of field AREA of feature 94 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 229208039 of field AREA of feature 95 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 170026873 of field AREA of feature 96 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 417229235 of field AREA of feature 97 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 271511015 of field AREA of feature 98 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1298784410 of field AREA of feature 99 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 115179547 of field AREA of feature 100 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 227864401 of field AREA of feature 101 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 348140944 of field AREA of feature 102 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 303430378 of field AREA of feature 103 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 127123570 of field AREA of feature 104 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 374719068 of field AREA of feature 105 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 239995048 of field AREA of feature 106 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 248465593 of field AREA of feature 107 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 949667836 of field AREA of feature 108 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 555525526 of field AREA of feature 109 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 254762486 of field AREA of feature 110 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 798846260 of field AREA of feature 111 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 315100307 of field AREA of feature 112 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 858793537 of field AREA of feature 113 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 111320175 of field AREA of feature 114 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 117405162 of field AREA of feature 115 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 603224357 of field AREA of feature 116 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1776823051 of field AREA of feature 118 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 281936125 of field AREA of feature 119 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 933267188 of field AREA of feature 120 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 359691529 of field AREA of feature 121 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 235550140 of field AREA of feature 122 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 331773121 of field AREA of feature 123 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 417776364 of field AREA of feature 124 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 273083570 of field AREA of feature 125 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 167822610 of field AREA of feature 126 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 575904597 of field AREA of feature 127 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 827831048 of field AREA of feature 128 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 472075022 of field AREA of feature 129 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2660539051 of field AREA of feature 130 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1501904365 of field AREA of feature 131 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 439717310 of field AREA of feature 132 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 678271071 of field AREA of feature 133 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 756106990 of field AREA of feature 134 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 447887221 of field AREA of feature 135 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1023295547 of field AREA of feature 136 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 634040703 of field AREA of feature 137 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 147962662 of field AREA of feature 138 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 869106006 of field AREA of feature 139 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 502183701 of field AREA of feature 140 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 288351603 of field AREA of feature 141 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 341590069 of field AREA of feature 142 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 243078649 of field AREA of feature 143 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 406027360 of field AREA of feature 144 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 3038206405 of field AREA of feature 145 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 451388422 of field AREA of feature 146 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 508103837 of field AREA of feature 147 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 421601107 of field AREA of feature 148 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 235571244 of field AREA of feature 149 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 489840169 of field AREA of feature 150 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 482066010 of field AREA of feature 151 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 639032339 of field AREA of feature 152 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 271640332 of field AREA of feature 153 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 149832286 of field AREA of feature 154 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 349663268 of field AREA of feature 155 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 892235330 of field AREA of feature 156 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 799423702 of field AREA of feature 157 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 789085273 of field AREA of feature 158 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1120016515 of field AREA of feature 159 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1292389463 of field AREA of feature 160 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1758562139 of field AREA of feature 161 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 937466243 of field AREA of feature 162 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 862711442 of field AREA of feature 163 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 716404308 of field AREA of feature 164 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 891428537 of field AREA of feature 165 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 441660687 of field AREA of feature 166 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1010366625 of field AREA of feature 167 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 370770346 of field AREA of feature 168 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 915749338 of field AREA of feature 169 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1958649122 of field AREA of feature 170 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 357018217 of field AREA of feature 171 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 391055077 of field AREA of feature 172 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1006075732 of field AREA of feature 173 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2025483267 of field AREA of feature 174 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1342176672 of field AREA of feature 176 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 3332523774 of field AREA of feature 177 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 928006521 of field AREA of feature 178 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1016119336 of field AREA of feature 179 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 381564706 of field AREA of feature 180 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 625976074 of field AREA of feature 181 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1182028198 of field AREA of feature 183 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 876651584 of field AREA of feature 184 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 5065364072 of field AREA of feature 185 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 266638191 of field AREA of feature 186 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 463969319 of field AREA of feature 187 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 207106869 of field AREA of feature 188 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 507487414 of field AREA of feature 189 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1530012867 of field AREA of feature 190 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 491576176 of field AREA of feature 191 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 234473084 of field AREA of feature 192 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2290227327 of field AREA of feature 193 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1927940154 of field AREA of feature 194 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1782654984 of field AREA of feature 195 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 305553856 of field AREA of feature 196 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1696132628 of field AREA of feature 197 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2488434329 of field AREA of feature 198 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 829848350 of field AREA of feature 199 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 381146687 of field AREA of feature 200 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 574896917 of field AREA of feature 201 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1320915901 of field AREA of feature 202 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 748583674 of field AREA of feature 203 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 106492602 of field AREA of feature 204 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 163211984 of field AREA of feature 205 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2035307370 of field AREA of feature 206 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1387456626 of field AREA of feature 207 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 151032149 of field AREA of feature 208 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 154021526 of field AREA of feature 209 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 6098643088 of field AREA of feature 210 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 246816675 of field AREA of feature 211 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 472507374 of field AREA of feature 212 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 108836686 of field AREA of feature 213 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 716035805 of field AREA of feature 214 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 182871706 of field AREA of feature 215 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 534542771 of field AREA of feature 217 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 732003817 of field AREA of feature 218 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1749979471 of field AREA of feature 219 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 183524257 of field AREA of feature 220 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1079354068 of field AREA of feature 221 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 505243257 of field AREA of feature 222 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1022192378 of field AREA of feature 223 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1168029585 of field AREA of feature 224 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 181570260 of field AREA of feature 225 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 165719386 of field AREA of feature 227 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 393153489 of field AREA of feature 228 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 388163360 of field AREA of feature 229 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 170529676 of field AREA of feature 230 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1141809897 of field AREA of feature 232 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 121983125 of field AREA of feature 233 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1519470376 of field AREA of feature 234 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1216466421 of field AREA of feature 235 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 158642372 of field AREA of feature 236 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1431506811 of field AREA of feature 237 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 282165040 of field AREA of feature 238 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1085772761 of field AREA of feature 239 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 285160239 of field AREA of feature 240 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1413315376 of field AREA of feature 241 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 534379532 of field AREA of feature 242 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2132162413 of field AREA of feature 243 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 533112000 of field AREA of feature 244 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 249700023 of field AREA of feature 245 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 141240284 of field AREA of feature 246 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 106940098 of field AREA of feature 247 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 132487890 of field AREA of feature 248 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 413268774 of field AREA of feature 249 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1181498738 of field AREA of feature 250 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1826058057 of field AREA of feature 251 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 660972434 of field AREA of feature 252 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1923797831 of field AREA of feature 253 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 307016626 of field AREA of feature 254 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 734803623 of field AREA of feature 255 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1153137291 of field AREA of feature 256 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 169528641 of field AREA of feature 257 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1256651585 of field AREA of feature 258 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 358871999 of field AREA of feature 259 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 392995348 of field AREA of feature 260 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1834191449 of field AREA of feature 261 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 212773956 of field AREA of feature 262 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1039520795 of field AREA of feature 263 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 403492923 of field AREA of feature 265 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 448483145 of field AREA of feature 266 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 140216347 of field AREA of feature 267 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 5166418941 of field AREA of feature 268 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 207304923 of field AREA of feature 269 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 252826646 of field AREA of feature 270 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 847406709 of field AREA of feature 271 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 3061699286 of field AREA of feature 272 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 255305798 of field AREA of feature 273 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 242604362 of field AREA of feature 274 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1281129157 of field AREA of feature 275 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1294066172 of field AREA of feature 276 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 169440145 of field AREA of feature 277 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 465770781 of field AREA of feature 278 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 402659813 of field AREA of feature 279 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 395902420 of field AREA of feature 280 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 309301860 of field AREA of feature 281 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 531865615 of field AREA of feature 282 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 364778808 of field AREA of feature 283 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 966637960 of field AREA of feature 285 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 261590480 of field AREA of feature 286 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1317150822 of field AREA of feature 287 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 177761935 of field AREA of feature 288 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 387439495 of field AREA of feature 289 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 319035803 of field AREA of feature 290 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 285274211 of field AREA of feature 291 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 3575804755 of field AREA of feature 292 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 963012804 of field AREA of feature 293 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 872371208 of field AREA of feature 294 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 797793647 of field AREA of feature 295 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1704785548 of field AREA of feature 296 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1775409553 of field AREA of feature 297 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 731954217 of field AREA of feature 298 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 171001761 of field AREA of feature 299 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 896719101 of field AREA of feature 300 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 153889769 of field AREA of feature 301 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1047317922 of field AREA of feature 302 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 134851223 of field AREA of feature 303 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 241289881 of field AREA of feature 304 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 309269647 of field AREA of feature 305 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 487395849 of field AREA of feature 306 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 187425223 of field AREA of feature 307 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2821482887 of field AREA of feature 309 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 282106381 of field AREA of feature 311 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 237021666 of field AREA of feature 312 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1140318608 of field AREA of feature 313 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 880871765 of field AREA of feature 315 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 101658256 of field AREA of feature 316 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 103229925 of field AREA of feature 318 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 183599870 of field AREA of feature 319 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 5748355068 of field AREA of feature 320 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 5390576150 of field AREA of feature 321 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 192845259 of field AREA of feature 323 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 202833289 of field AREA of feature 324 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2277138150 of field AREA of feature 325 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 118549689 of field AREA of feature 326 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 445379482 of field AREA of feature 327 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 104610313 of field AREA of feature 328 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 151857715 of field AREA of feature 329 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 423599973 of field AREA of feature 330 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 502363800 of field AREA of feature 331 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 164301948 of field AREA of feature 332 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 188354867 of field AREA of feature 333 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2646107005 of field AREA of feature 335 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 127062500 of field AREA of feature 336 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 111993877 of field AREA of feature 338 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 183130490 of field AREA of feature 340 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 262460802 of field AREA of feature 341 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 141467203 of field AREA of feature 344 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 374300397 of field AREA of feature 345 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 432420021 of field AREA of feature 346 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 361163452 of field AREA of feature 347 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 573149388 of field AREA of feature 348 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 119004698 of field AREA of feature 349 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 223235976 of field AREA of feature 350 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 221485268 of field AREA of feature 351 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 215948613 of field AREA of feature 353 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 151309514 of field AREA of feature 354 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 408315939 of field AREA of feature 355 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 117902944 of field AREA of feature 359 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 200093275 of field AREA of feature 360 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 309947085 of field AREA of feature 363 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 155676213 of field AREA of feature 364 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 178714045 of field AREA of feature 366 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 150502452 of field AREA of feature 368 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 221099701 of field AREA of feature 369 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 222412886 of field AREA of feature 371 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 132045320 of field AREA of feature 372 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 181012707 of field AREA of feature 373 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 369167943 of field AREA of feature 374 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 361656565 of field AREA of feature 377 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 205073605 of field AREA of feature 378 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 551096488 of field AREA of feature 379 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 378036583 of field AREA of feature 381 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 509588934 of field AREA of feature 382 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 141083272 of field AREA of feature 383 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 148503938 of field AREA of feature 385 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 3514824430 of field AREA of feature 386 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 198764823 of field AREA of feature 387 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 240554519 of field AREA of feature 388 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 764739650 of field AREA of feature 389 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 159830696 of field AREA of feature 390 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 119273770 of field AREA of feature 391 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 9552697575 of field AREA of feature 392 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 161119492 of field AREA of feature 393 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 255555507 of field AREA of feature 395 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 113365885 of field AREA of feature 396 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 563277558 of field AREA of feature 397 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 213634311 of field AREA of feature 398 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1637851320 of field AREA of feature 399 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 543739108 of field AREA of feature 400 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1439329665 of field AREA of feature 401 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 5076451529 of field AREA of feature 402 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 113818004 of field AREA of feature 403 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 130856970 of field AREA of feature 404 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 215751676 of field AREA of feature 405 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 152536136 of field AREA of feature 406 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 220747874 of field AREA of feature 407 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 267691450 of field AREA of feature 408 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 20380621440 of field AREA of feature 412 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 431744092 of field AREA of feature 414 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 359185462 of field AREA of feature 416 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 133068106 of field AREA of feature 417 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 357800636 of field AREA of feature 418 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 201664437 of field AREA of feature 419 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 141693851 of field AREA of feature 422 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 152645676 of field AREA of feature 424 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 145924881 of field AREA of feature 425 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 423873744 of field AREA of feature 426 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 443819867 of field AREA of feature 427 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 636969921 of field AREA of feature 428 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 152790205 of field AREA of feature 429 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 448675689 of field AREA of feature 431 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 285406606 of field AREA of feature 432 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 372327630 of field AREA of feature 433 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 263019032 of field AREA of feature 434 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 12476380463 of field AREA of feature 435 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 102249809 of field AREA of feature 437 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 111231695 of field AREA of feature 440 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 134709367 of field AREA of feature 441 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2112073264 of field AREA of feature 442 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 180387785 of field AREA of feature 443 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 201108101 of field AREA of feature 444 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 154722258 of field AREA of feature 445 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 135086447 of field AREA of feature 446 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 100270577 of field AREA of feature 447 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 354359933 of field AREA of feature 448 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1100225896 of field AREA of feature 449 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 435167218 of field AREA of feature 450 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 144773410 of field AREA of feature 451 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1006758912 of field AREA of feature 452 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 359026937 of field AREA of feature 454 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 207355764 of field AREA of feature 455 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 621083048 of field AREA of feature 457 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 416386002 of field AREA of feature 459 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 281227522 of field AREA of feature 460 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 225906371 of field AREA of feature 462 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 356977353 of field AREA of feature 464 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 128382043 of field AREA of feature 465 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 212843640 of field AREA of feature 467 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 140113940 of field AREA of feature 468 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 207635231 of field AREA of feature 469 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 410257343 of field AREA of feature 470 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 257028201 of field AREA of feature 471 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 507921042 of field AREA of feature 472 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1303276496 of field AREA of feature 473 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 135343213 of field AREA of feature 474 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 510993440 of field AREA of feature 476 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 117035349 of field AREA of feature 477 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 178098389 of field AREA of feature 478 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 157628293 of field AREA of feature 479 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 190570428 of field AREA of feature 480 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 281823463 of field AREA of feature 482 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 333284597 of field AREA of feature 484 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 163240510 of field AREA of feature 486 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 921919618 of field AREA of feature 487 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 128101413 of field AREA of feature 488 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 785247940 of field AREA of feature 489 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 571146948 of field AREA of feature 491 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 279215353 of field AREA of feature 492 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 252747210 of field AREA of feature 493 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 225996151 of field AREA of feature 494 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 187118313 of field AREA of feature 496 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 115838357 of field AREA of feature 498 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 567144261 of field AREA of feature 499 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 283877710 of field AREA of feature 502 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 540716118 of field AREA of feature 503 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 233839175 of field AREA of feature 504 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 183057485 of field AREA of feature 505 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 361155854 of field AREA of feature 506 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 207298883 of field AREA of feature 507 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 611783220 of field AREA of feature 509 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 501452728 of field AREA of feature 510 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 129904269 of field AREA of feature 513 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 149924488 of field AREA of feature 515 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1048122772 of field AREA of feature 516 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 112920326 of field AREA of feature 517 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 105625984 of field AREA of feature 519 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 237869492 of field AREA of feature 521 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 304105725 of field AREA of feature 522 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 634031022 of field AREA of feature 523 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1123769626 of field AREA of feature 525 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 162264894 of field AREA of feature 526 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 904154396 of field AREA of feature 529 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 156477311 of field AREA of feature 531 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 221243980 of field AREA of feature 533 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 292442672 of field AREA of feature 535 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 104971854 of field AREA of feature 539 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 170884947 of field AREA of feature 541 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 288579453 of field AREA of feature 543 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 528713912 of field AREA of feature 544 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 106292354 of field AREA of feature 545 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 207770901 of field AREA of feature 546 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 3564831257 of field AREA of feature 547 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 3244646417 of field AREA of feature 549 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 182560983 of field AREA of feature 550 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2522941366 of field AREA of feature 551 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 592606147 of field AREA of feature 552 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 3045438268 of field AREA of feature 553 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 165216297 of field AREA of feature 554 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 4335354703 of field AREA of feature 555 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 572505059 of field AREA of feature 556 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 353870543 of field AREA of feature 557 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 148609965 of field AREA of feature 558 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 111697922 of field AREA of feature 562 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 174962801 of field AREA of feature 563 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 115076923 of field AREA of feature 565 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 566761169 of field AREA of feature 566 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 180005065 of field AREA of feature 567 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 375975047 of field AREA of feature 570 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 65786609179 of field AREA of feature 571 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 306092946 of field AREA of feature 572 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 171036932 of field AREA of feature 573 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 186946853 of field AREA of feature 574 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 209715362 of field AREA of feature 577 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 510165805 of field AREA of feature 578 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 272387169 of field AREA of feature 579 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 183936248 of field AREA of feature 580 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 785951266 of field AREA of feature 581 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 264727333 of field AREA of feature 582 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 154550595 of field AREA of feature 583 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 139903871 of field AREA of feature 584 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 930856537 of field AREA of feature 586 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 149339074 of field AREA of feature 588 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 101169479 of field AREA of feature 590 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 324883676 of field AREA of feature 591 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 202378165 of field AREA of feature 592 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 111095966 of field AREA of feature 593 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1434435984 of field AREA of feature 594 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 145423425 of field AREA of feature 595 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 112646040 of field AREA of feature 596 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 179463457 of field AREA of feature 597 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 328828719 of field AREA of feature 598 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 260623292 of field AREA of feature 600 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 140732655 of field AREA of feature 601 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 330317394 of field AREA of feature 602 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 198629684 of field AREA of feature 605 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 171947024 of field AREA of feature 606 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 119130980 of field AREA of feature 607 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 302291797 of field AREA of feature 608 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 291910120 of field AREA of feature 609 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 196923909 of field AREA of feature 611 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 229116816 of field AREA of feature 612 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 104039121 of field AREA of feature 613 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 407843975 of field AREA of feature 614 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 135091889 of field AREA of feature 615 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 393515261 of field AREA of feature 616 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 175489699 of field AREA of feature 618 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 151445842 of field AREA of feature 619 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 153268742 of field AREA of feature 621 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 214999130 of field AREA of feature 622 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 543509155 of field AREA of feature 624 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 255464007 of field AREA of feature 625 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 319897341 of field AREA of feature 626 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1874890176 of field AREA of feature 627 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 187345705 of field AREA of feature 628 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 246001037 of field AREA of feature 629 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 152443310 of field AREA of feature 631 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 354362424 of field AREA of feature 632 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 4751831076 of field AREA of feature 633 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 129563386 of field AREA of feature 634 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 201773349 of field AREA of feature 636 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 162243810 of field AREA of feature 637 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 127502592 of field AREA of feature 638 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 444184824 of field AREA of feature 639 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 308912448 of field AREA of feature 640 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2443533457 of field AREA of feature 641 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 188613682 of field AREA of feature 643 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 105854858 of field AREA of feature 649 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 220751646 of field AREA of feature 650 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 456783521 of field AREA of feature 651 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 194166909 of field AREA of feature 653 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 212664123 of field AREA of feature 654 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 129803861 of field AREA of feature 655 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 310891475 of field AREA of feature 657 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 147289842 of field AREA of feature 659 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1062560374 of field AREA of feature 660 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 143156697 of field AREA of feature 661 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 212673849 of field AREA of feature 662 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 114386653 of field AREA of feature 663 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 125499942 of field AREA of feature 664 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 3866366748 of field AREA of feature 665 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 161589455 of field AREA of feature 667 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 164314560 of field AREA of feature 669 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 440305936 of field AREA of feature 670 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 102003807 of field AREA of feature 671 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 266333744 of field AREA of feature 672 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 187444722 of field AREA of feature 673 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 100171579 of field AREA of feature 676 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 123488483 of field AREA of feature 677 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 721322365 of field AREA of feature 678 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 148930285 of field AREA of feature 680 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 173223410 of field AREA of feature 681 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 529927031 of field AREA of feature 684 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 139588997 of field AREA of feature 686 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 271211923 of field AREA of feature 687 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 352794398 of field AREA of feature 689 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 316482226 of field AREA of feature 691 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 510505874 of field AREA of feature 692 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 119765226 of field AREA of feature 694 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 474509264 of field AREA of feature 695 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 350323891 of field AREA of feature 696 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 308548878 of field AREA of feature 697 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 353151384 of field AREA of feature 699 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 280870406 of field AREA of feature 701 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 228348508 of field AREA of feature 702 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 324872800 of field AREA of feature 704 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 108178195 of field AREA of feature 706 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 282294239 of field AREA of feature 708 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 652365722 of field AREA of feature 709 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 100609406 of field AREA of feature 710 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 161595272 of field AREA of feature 712 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 318679929 of field AREA of feature 714 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 385240618 of field AREA of feature 715 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 318042013 of field AREA of feature 716 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 16819951927 of field AREA of feature 717 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 119157373 of field AREA of feature 718 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 145380638 of field AREA of feature 719 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 211619857 of field AREA of feature 721 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 119869553 of field AREA of feature 722 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1650947779 of field AREA of feature 723 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 335214113 of field AREA of feature 724 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 355348517 of field AREA of feature 725 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1275141820 of field AREA of feature 726 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 348728505 of field AREA of feature 727 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 194123567 of field AREA of feature 728 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 266569801 of field AREA of feature 730 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 130798704 of field AREA of feature 731 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 276489967 of field AREA of feature 732 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 422911758 of field AREA of feature 734 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 102487552 of field AREA of feature 735 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 186894862 of field AREA of feature 737 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 776864522 of field AREA of feature 741 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 539869434 of field AREA of feature 743 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 449049540 of field AREA of feature 744 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 143479444 of field AREA of feature 745 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 898121367 of field AREA of feature 746 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 392965314 of field AREA of feature 747 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 192312612 of field AREA of feature 748 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 345205518 of field AREA of feature 749 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 157196170 of field AREA of feature 750 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 476832866 of field AREA of feature 752 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 424780781 of field AREA of feature 753 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1159510710 of field AREA of feature 755 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 215369274 of field AREA of feature 756 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 222687538 of field AREA of feature 758 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1248469135 of field AREA of feature 759 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 189434065 of field AREA of feature 761 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 119230013 of field AREA of feature 762 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 281282650 of field AREA of feature 763 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 107489293 of field AREA of feature 764 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 149716622 of field AREA of feature 765 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 120209810 of field AREA of feature 766 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 262127959 of field AREA of feature 767 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 146620019 of field AREA of feature 768 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 480887200 of field AREA of feature 769 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 124101019 of field AREA of feature 770 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 119160510 of field AREA of feature 771 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 113101711 of field AREA of feature 772 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 328335538 of field AREA of feature 773 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 310057073 of field AREA of feature 774 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 112956059 of field AREA of feature 775 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 207784489 of field AREA of feature 777 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 4007312846 of field AREA of feature 778 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 105487199 of field AREA of feature 779 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 202623862 of field AREA of feature 780 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 275300399 of field AREA of feature 781 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 198084938 of field AREA of feature 783 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 174807644 of field AREA of feature 784 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 443353172 of field AREA of feature 785 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 354846888 of field AREA of feature 786 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 119082503 of field AREA of feature 787 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 921227370 of field AREA of feature 788 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 197797201 of field AREA of feature 789 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 117543320 of field AREA of feature 790 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 808960161 of field AREA of feature 792 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 697012800 of field AREA of feature 793 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 106237623 of field AREA of feature 794 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 131699667 of field AREA of feature 795 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 566674958 of field AREA of feature 798 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 114970650 of field AREA of feature 799 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 5580277053 of field AREA of feature 800 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 146696965 of field AREA of feature 802 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 307492069 of field AREA of feature 803 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 934274747 of field AREA of feature 804 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 202589251 of field AREA of feature 805 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 194424859 of field AREA of feature 807 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 147348173 of field AREA of feature 808 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 116442509 of field AREA of feature 809 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 205937782 of field AREA of feature 810 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 205363932 of field AREA of feature 811 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 371984196 of field AREA of feature 812 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 671896477 of field AREA of feature 813 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 428853069 of field AREA of feature 814 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1370000372 of field AREA of feature 815 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 607460433 of field AREA of feature 816 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 379192066 of field AREA of feature 817 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 184398298 of field AREA of feature 819 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 190662194 of field AREA of feature 820 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 241652998 of field AREA of feature 821 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 166355405 of field AREA of feature 822 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 229507351 of field AREA of feature 823 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 211597909 of field AREA of feature 824 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 145508331 of field AREA of feature 825 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 6911191356 of field AREA of feature 826 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 100016137 of field AREA of feature 827 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 174714382 of field AREA of feature 828 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 217330255 of field AREA of feature 829 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 225611237 of field AREA of feature 830 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 528703779 of field AREA of feature 831 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 975482845 of field AREA of feature 832 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 193441961 of field AREA of feature 833 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 238869627 of field AREA of feature 834 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 609579737 of field AREA of feature 835 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 301222784 of field AREA of feature 836 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 525494405 of field AREA of feature 837 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 830952767 of field AREA of feature 838 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 925592122 of field AREA of feature 839 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 135473741 of field AREA of feature 840 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 366454670 of field AREA of feature 841 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 318868815 of field AREA of feature 842 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 764368412 of field AREA of feature 843 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 457830743 of field AREA of feature 844 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 976990967 of field AREA of feature 845 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 14452128218 of field AREA of feature 846 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2198797487 of field AREA of feature 847 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 434107005 of field AREA of feature 848 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1686353531 of field AREA of feature 849 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1437854781 of field AREA of feature 850 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 544558561 of field AREA of feature 851 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 121347825 of field AREA of feature 852 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 610031486 of field AREA of feature 853 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 561625840 of field AREA of feature 854 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 799569898 of field AREA of feature 855 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 6514118435 of field AREA of feature 856 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 136585405 of field AREA of feature 857 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 170679420 of field AREA of feature 858 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 188512979 of field AREA of feature 859 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 348301877 of field AREA of feature 860 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 233223600 of field AREA of feature 861 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1617854054 of field AREA of feature 862 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 206099735 of field AREA of feature 863 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 507557766 of field AREA of feature 864 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 649053697 of field AREA of feature 865 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2916715457 of field AREA of feature 866 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1038415058 of field AREA of feature 867 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1635324061 of field AREA of feature 868 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 105754151 of field AREA of feature 869 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 11491866265 of field AREA of feature 870 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 952209912 of field AREA of feature 871 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 6299405385 of field AREA of feature 872 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 969315528 of field AREA of feature 873 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 719572906 of field AREA of feature 874 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 159156456 of field AREA of feature 875 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1174304580 of field AREA of feature 876 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 229649754 of field AREA of feature 877 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 504342347 of field AREA of feature 878 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2119664305 of field AREA of feature 879 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 754198736 of field AREA of feature 880 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 492656977 of field AREA of feature 881 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 428280451 of field AREA of feature 882 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2085450652 of field AREA of feature 883 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 261171028 of field AREA of feature 884 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 12474093819 of field AREA of feature 885 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 647741787 of field AREA of feature 886 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 686864108 of field AREA of feature 887 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 435596733 of field AREA of feature 888 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1385574775 of field AREA of feature 889 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 684755294 of field AREA of feature 890 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 834158241 of field AREA of feature 891 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 100352385 of field AREA of feature 892 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 151158201 of field AREA of feature 893 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 400777773 of field AREA of feature 894 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 113043577 of field AREA of feature 895 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2825990898 of field AREA of feature 896 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1472965821 of field AREA of feature 897 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 451378116 of field AREA of feature 898 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 310613111 of field AREA of feature 899 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 4499515357 of field AREA of feature 900 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 655424447 of field AREA of feature 901 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 423101084 of field AREA of feature 902 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 4062741885 of field AREA of feature 903 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 560859277 of field AREA of feature 904 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 454099616 of field AREA of feature 905 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 12973393438 of field AREA of feature 906 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 477504221 of field AREA of feature 907 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1971121755 of field AREA of feature 909 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 681477383 of field AREA of feature 910 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 222163533 of field AREA of feature 911 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1333762913 of field AREA of feature 912 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 683967667 of field AREA of feature 913 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 288647432 of field AREA of feature 914 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 442215737 of field AREA of feature 915 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 18043014681 of field AREA of feature 916 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 398658991 of field AREA of feature 917 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 584530526 of field AREA of feature 918 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 518788411 of field AREA of feature 919 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 24246259629 of field AREA of feature 920 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 3118887614 of field AREA of feature 921 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 919531702 of field AREA of feature 922 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 144096140 of field AREA of feature 923 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 644614986 of field AREA of feature 924 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 695942313 of field AREA of feature 925 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 438191358 of field AREA of feature 926 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 385814514 of field AREA of feature 927 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2408087508 of field AREA of feature 928 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 206746122 of field AREA of feature 929 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 842047008 of field AREA of feature 930 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 515960071 of field AREA of feature 931 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1489004366 of field AREA of feature 932 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 777271149 of field AREA of feature 933 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 11026571106 of field AREA of feature 934 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1865400896 of field AREA of feature 935 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 173808544 of field AREA of feature 936 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 568464341 of field AREA of feature 937 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 603467597 of field AREA of feature 938 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 496424029 of field AREA of feature 939 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 485585764 of field AREA of feature 940 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 700116320 of field AREA of feature 941 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1232314736 of field AREA of feature 942 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 4342048501 of field AREA of feature 943 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 595819802 of field AREA of feature 944 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 303566546 of field AREA of feature 945 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 183021235 of field AREA of feature 946 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 626086015 of field AREA of feature 947 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 472693827 of field AREA of feature 948 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 621943781 of field AREA of feature 949 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 407910248 of field AREA of feature 950 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 250341518 of field AREA of feature 951 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2734560495 of field AREA of feature 952 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 759383310 of field AREA of feature 953 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 10622677296 of field AREA of feature 954 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 221557189 of field AREA of feature 955 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 168391703 of field AREA of feature 956 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 541398779 of field AREA of feature 957 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1197652001 of field AREA of feature 958 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 286119319 of field AREA of feature 959 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1736069956 of field AREA of feature 960 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 8755430418 of field AREA of feature 961 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 304128910 of field AREA of feature 962 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 426634439 of field AREA of feature 963 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 389256943 of field AREA of feature 964 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 3598202763 of field AREA of feature 965 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 259370872 of field AREA of feature 966 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 567625320 of field AREA of feature 967 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 512761395 of field AREA of feature 968 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2025564911 of field AREA of feature 969 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 393982701 of field AREA of feature 970 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 447246599 of field AREA of feature 971 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1473418130 of field AREA of feature 972 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 169100453 of field AREA of feature 973 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 462517800 of field AREA of feature 974 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 3524236212 of field AREA of feature 975 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 829406490 of field AREA of feature 976 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 6402695461 of field AREA of feature 978 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 310151271 of field AREA of feature 979 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 511927548 of field AREA of feature 980 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 204536488 of field AREA of feature 981 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 275401082 of field AREA of feature 982 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 11493453609 of field AREA of feature 983 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 718371320 of field AREA of feature 984 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 711917935 of field AREA of feature 985 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 346315984 of field AREA of feature 986 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 3060286463 of field AREA of feature 987 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 255897390 of field AREA of feature 988 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 658008724 of field AREA of feature 989 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 721712143 of field AREA of feature 990 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 11176333031 of field AREA of feature 991 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 319823244 of field AREA of feature 992 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 892138944 of field AREA of feature 993 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 220805091 of field AREA of feature 994 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2423290270 of field AREA of feature 995 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 936356236 of field AREA of feature 996 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 460440141 of field AREA of feature 998 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 7356448092 of field AREA of feature 1000 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 241622978 of field AREA of feature 1001 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 126461557 of field AREA of feature 1003 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 248730051 of field AREA of feature 1004 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1226071036 of field AREA of feature 1005 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 13523411877 of field AREA of feature 1006 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 319129694 of field AREA of feature 1007 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 223525957 of field AREA of feature 1009 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 184758391 of field AREA of feature 1010 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 428687134 of field AREA of feature 1015 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1231966294 of field AREA of feature 1016 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 165877326 of field AREA of feature 1017 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 837128231 of field AREA of feature 1018 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 703508377 of field AREA of feature 1020 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2436969631 of field AREA of feature 1022 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 528188276 of field AREA of feature 1023 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 528329684 of field AREA of feature 1024 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 528329684 of field AREA of feature 1025 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 141687561 of field AREA of feature 1026 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 8843450618 of field AREA of feature 1027 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1109036555 of field AREA of feature 1028 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 118603574 of field AREA of feature 1029 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 780702882 of field AREA of feature 1030 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1193936257 of field AREA of feature 1031 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 407986486 of field AREA of feature 1032 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1356867802 of field AREA of feature 1033 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 546993536 of field AREA of feature 1035 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 457923691 of field AREA of feature 1037 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 196820438 of field AREA of feature 1038 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 102524034 of field AREA of feature 1039 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 121307744 of field AREA of feature 1041 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 474821677 of field AREA of feature 1042 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 102420515 of field AREA of feature 1043 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 111619073 of field AREA of feature 1044 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 49700702191 of field AREA of feature 1045 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 156366670 of field AREA of feature 1046 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 548974328 of field AREA of feature 1047 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 137641379 of field AREA of feature 1049 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 477410929 of field AREA of feature 1050 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 629197155 of field AREA of feature 1051 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 941877502 of field AREA of feature 1052 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 978830259 of field AREA of feature 1054 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 4747585406 of field AREA of feature 1055 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 122409442 of field AREA of feature 1056 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 3924152181 of field AREA of feature 1057 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 154311508 of field AREA of feature 1059 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1800589324 of field AREA of feature 1061 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 305283874 of field AREA of feature 1064 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 315220520 of field AREA of feature 1066 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1966537125 of field AREA of feature 1067 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 354771191 of field AREA of feature 1068 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 14775704858 of field AREA of feature 1069 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1557234025 of field AREA of feature 1070 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 10672088699 of field AREA of feature 1071 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2376396512 of field AREA of feature 1072 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 561858387 of field AREA of feature 1073 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 521372761 of field AREA of feature 1074 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 16270191531 of field AREA of feature 1075 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 6281992937 of field AREA of feature 1076 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 19285366894 of field AREA of feature 1077 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 13182078545 of field AREA of feature 1078 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 14999523815 of field AREA of feature 1079 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 8929183815 of field AREA of feature 1080 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 8182123411 of field AREA of feature 1081 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 5202156584 of field AREA of feature 1082 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1842047391 of field AREA of feature 1083 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 245807152 of field AREA of feature 1084 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 169054029 of field AREA of feature 1085 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 541664541 of field AREA of feature 1086 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 789144728 of field AREA of feature 1087 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 517942502 of field AREA of feature 1088 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 111014617 of field AREA of feature 1089 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 341570076 of field AREA of feature 1090 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 199735882 of field AREA of feature 1091 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 949315516 of field AREA of feature 1092 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 871982383 of field AREA of feature 1093 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 558739628 of field AREA of feature 1094 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 4518629684 of field AREA of feature 1095 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 9567964666 of field AREA of feature 1096 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2117988997 of field AREA of feature 1097 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 12689370944 of field AREA of feature 1098 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 7329386303 of field AREA of feature 1099 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 143583222 of field AREA of feature 1100 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 117005130 of field AREA of feature 1101 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 110966839 of field AREA of feature 1102 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 367637952 of field AREA of feature 1104 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 583793993 of field AREA of feature 1106 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 715023942 of field AREA of feature 1107 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 318898977 of field AREA of feature 1108 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1612158684 of field AREA of feature 1109 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 391025922 of field AREA of feature 1110 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 769606645 of field AREA of feature 1111 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 341831444 of field AREA of feature 1112 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 159424267 of field AREA of feature 1113 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1310165588 of field AREA of feature 1114 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 319627434 of field AREA of feature 1115 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 523487261 of field AREA of feature 1116 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1550933899 of field AREA of feature 1117 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 1333941290 of field AREA of feature 1118 not successfully written. Possibly due to too larger number with respect to field width'
WARNING:Fiona:CPLE_AppDefined in b'Value 2816016248 of field AREA of feature 1119 not successfully written. Possibly due to too larger number with respect to field width'

4.3 Intersection of points and polygons

Now we are going to combine the dataset with regions and participation (which we saved as a shapefile), with the dataset with conflict data (shapefile).



In [45]:

    
#TopoJson
attacks = gp.read_file("colombia_attack/colombia_attack.shp")
col_combined = gp.read_file("colombia_merged/colombia_merged.shp")



In [46]:

    
col_combined.head(2)









    Out[46]:






  
    
      
      AREA
      CLASEMUN
      City
      DPTO
      Department
      Fraction_y
      HECTARES
      MPIO
      MPIOS
      NOMBRE_CAB
      ...
      Participat
      REG_ZONAS
      Tables
      Total
      WCOLGEN021
      WCOLGEN02_
      Yes
      ZONA
      geometry
      id
    
  
  
    
      0
      7.516766e+09
      CM
      URIBIA
      44
      LA GUAJIRA
      0.498835
      751676.579
      847
      44847
      URIBIA
      ...
      3.38
      DABARZONA06
      243.0
      3434.0
      566.0
      2.0
      1713.0
      ZONA06
      POLYGON ((-71.97931479404515 11.63127040525589...
      None
    
    
      1
      1.624663e+09
      CM
      MANAURE
      44
      LA GUAJIRA
      0.542331
      162466.283
      560
      44560
      MANAURE
      ...
      6.20
      DABARZONA06
      124.0
      3260.0
      564.0
      5.0
      1768.0
      ZONA06
      POLYGON ((-72.35536020513985 11.82821019213313...
      None
    
  

2 rows × 26 columns



In [47]:

    
attacks.head()









    Out[47]:






  
    
      
      deaths_a
      deaths_b
      deaths_civ
      dyad_name
      geometry
      year
    
  
  
    
      0
      0
      3
      0
      Government of Colombia - FARC
      POINT (-76.874753 2.500739)
      2008
    
    
      1
      0
      0
      1
      FARC - Civilians
      POINT (-75.59176500000001 6.200757)
      2008
    
    
      2
      0
      1
      0
      Government of Colombia - ELN
      POINT (-75.5 7)
      2005
    
    
      3
      0
      4
      0
      Government of Colombia - ELN
      POINT (-75.25 6)
      2005
    
    
      4
      0
      0
      0
      FARC - Civilians
      POINT (-76.542784 2.944142)
      2010



In [48]:

    
#Dropping na values
attacks_and_shapes = gp.sjoin(col_combined,attacks, how="inner", op='intersects')



In [49]:

    
attacks_and_shapes.head()









    Out[49]:






  
    
      
      AREA
      CLASEMUN
      City
      DPTO
      Department
      Fraction_y
      HECTARES
      MPIO
      MPIOS
      NOMBRE_CAB
      ...
      Yes
      ZONA
      geometry
      id
      index_right
      deaths_a
      deaths_b
      deaths_civ
      dyad_name
      year
    
  
  
    
      0
      7.516766e+09
      CM
      URIBIA
      44
      LA GUAJIRA
      0.498835
      751676.579
      847
      44847
      URIBIA
      ...
      1713.0
      ZONA06
      POLYGON ((-71.97931479404515 11.63127040525589...
      None
      2030
      0
      0
      6
      AUC - Civilians
      2004
    
    
      1
      1.624663e+09
      CM
      MANAURE
      44
      LA GUAJIRA
      0.542331
      162466.283
      560
      44560
      MANAURE
      ...
      1768.0
      ZONA06
      POLYGON ((-72.35536020513985 11.82821019213313...
      None
      247
      0
      3
      0
      Government of Colombia - ELN
      2007
    
    
      1
      1.624663e+09
      CM
      MANAURE
      44
      LA GUAJIRA
      0.542331
      162466.283
      560
      44560
      MANAURE
      ...
      1768.0
      ZONA06
      POLYGON ((-72.35536020513985 11.82821019213313...
      None
      352
      0
      1
      0
      Government of Colombia - FARC
      2007
    
    
      1
      1.624663e+09
      CM
      MANAURE
      44
      LA GUAJIRA
      0.542331
      162466.283
      560
      44560
      MANAURE
      ...
      1768.0
      ZONA06
      POLYGON ((-72.35536020513985 11.82821019213313...
      None
      392
      0
      1
      0
      Government of Colombia - FARC
      2007
    
    
      1
      1.624663e+09
      CM
      MANAURE
      44
      LA GUAJIRA
      0.542331
      162466.283
      560
      44560
      MANAURE
      ...
      1768.0
      ZONA06
      POLYGON ((-72.35536020513985 11.82821019213313...
      None
      701
      5
      0
      4
      AUC - FARC
      2005
    
  

5 rows × 32 columns



In [50]:

    
def sum_points_polygon(df,groupby,transform_cols, function=sum):
    """
    Function to sum all the values in a series of columns, leaving the other intact
    """
    for col in transform_cols:
        df["sum_"+col] = df.groupby(groupby)[col].transform(function)
  
    return df.drop_duplicates(groupby)



In [51]:

    
#Let's sum the values of deaths
attacks_and_shapes_summed = sum_points_polygon(attacks_and_shapes,
                        ['MPIOS','DPTO','dyad_name'],
                        ['deaths_a', 'deaths_b', 'deaths_civ'],
                        np.sum)



In [52]:

    
attacks_and_shapes_summed.head()









    Out[52]:






  
    
      
      AREA
      CLASEMUN
      City
      DPTO
      Department
      Fraction_y
      HECTARES
      MPIO
      MPIOS
      NOMBRE_CAB
      ...
      id
      index_right
      deaths_a
      deaths_b
      deaths_civ
      dyad_name
      year
      sum_deaths_a
      sum_deaths_b
      sum_deaths_civ
    
  
  
    
      0
      7.516766e+09
      CM
      URIBIA
      44
      LA GUAJIRA
      0.498835
      751676.579
      847
      44847
      URIBIA
      ...
      None
      2030
      0
      0
      6
      AUC - Civilians
      2004
      0
      0
      6
    
    
      1
      1.624663e+09
      CM
      MANAURE
      44
      LA GUAJIRA
      0.542331
      162466.283
      560
      44560
      MANAURE
      ...
      None
      247
      0
      3
      0
      Government of Colombia - ELN
      2007
      0
      6
      0
    
    
      1
      1.624663e+09
      CM
      MANAURE
      44
      LA GUAJIRA
      0.542331
      162466.283
      560
      44560
      MANAURE
      ...
      None
      352
      0
      1
      0
      Government of Colombia - FARC
      2007
      13
      35
      0
    
    
      1
      1.624663e+09
      CM
      MANAURE
      44
      LA GUAJIRA
      0.542331
      162466.283
      560
      44560
      MANAURE
      ...
      None
      701
      5
      0
      4
      AUC - FARC
      2005
      5
      0
      4
    
    
      2
      1.779934e+09
      CM
      MAICAO
      44
      LA GUAJIRA
      0.518269
      177993.385
      430
      44430
      MAICAO
      ...
      None
      738
      0
      1
      0
      Government of Colombia - FARC
      2005
      0
      5
      0
    
  

5 rows × 35 columns



In [55]:

    
attacks_and_shapes_summed["Voters"] = attacks_and_shapes_summed["Total"]/attacks_and_shapes_summed["Participat"]*100
attacks_and_shapes_summed["rate_deaths_a"] = attacks_and_shapes_summed["sum_deaths_a"]/attacks_and_shapes_summed["Voters"]*1000000
attacks_and_shapes_summed["rate_deaths_b"] = attacks_and_shapes_summed["sum_deaths_b"]/attacks_and_shapes_summed["Voters"]*1000000
attacks_and_shapes_summed["rate_deaths_civ"] = attacks_and_shapes_summed["sum_deaths_civ"]/attacks_and_shapes_summed["Voters"]*1000000









    



/opt/anaconda/anaconda3/lib/python3.5/site-packages/ipykernel/__main__.py:1: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  if __name__ == '__main__':
/opt/anaconda/anaconda3/lib/python3.5/site-packages/ipykernel/__main__.py:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  from ipykernel import kernelapp as app
/opt/anaconda/anaconda3/lib/python3.5/site-packages/ipykernel/__main__.py:3: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  app.launch_new_instance()
/opt/anaconda/anaconda3/lib/python3.5/site-packages/ipykernel/__main__.py:4: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy



In [56]:

    
#Create plot
fig = plt.figure(figsize=(10,10))
i = 0

#Group by conflict
for side,side_data in attacks_and_shapes_summed.groupby("dyad_name"):
    #Keep large conflicst
    if len(side_data) < 100: continue
    print(side)
    #Make subplot
    i += 1
    ax = fig.add_subplot(2,2,i)
    ax.set_aspect("equal")
    plt.title(side)
    
    #Plot background
    attacks_and_shapes_summed.plot(linewidth=0,color=(230/255,230/255,230/255),ax=ax)
    
    #Plot group
    side_data.plot(linewidth=0.1,cmap="YlOrRd",column="rate_deaths_civ",ax=ax,k=9,scheme="QUANTILES",legend=True)
    plt.axis('off')

plt.tight_layout()
plt.show()









    



AUC - Civilians






    



/opt/anaconda/anaconda3/lib/python3.5/site-packages/pysal/esda/mapclassify.py:267: RuntimeWarning: invalid value encountered in greater
  binIds += (x > l) * (x <= r) * k
/opt/anaconda/anaconda3/lib/python3.5/site-packages/pysal/esda/mapclassify.py:267: RuntimeWarning: invalid value encountered in less_equal
  binIds += (x > l) * (x <= r) * k
/opt/anaconda/anaconda3/lib/python3.5/site-packages/numpy/lib/function_base.py:3858: RuntimeWarning: Invalid value encountered in median
  r = func(a, **kwargs)






    



FARC - Civilians
Government of Colombia - ELN
Government of Colombia - FARC



In [726]:

    
fig = plt.figure(figsize=(6,6))
ax = fig.add_subplot(1,1,1)
col_combined.plot(linewidth=0.0,cmap="YlOrRd",column="Fraction_y",ax=ax)
plt.axis('off')









    Out[726]:





(-82.0, -66.0, -5.0, 15.0)

4.2 Aggregation with disolve

Now we'll use two datasets about fishing areas. The first gives the number of certified fisheries per region, the second gives standard fishing areas.
We want to have the number of certified fisheries per standard fishing area.
Reduce granularity



In [58]:

    
#Shapefile with number of certified fish in different regions
msc = gp.read_file("data/Marine/commondata/data0/meow_MSCfisheries.shp")
msc= msc.to_crs({'init': 'epsg:3857'})
msc.head()









    Out[58]:






  
    
      
      ECOREGION
      ECO_CODE
      PROVINCE
      PROV_CODE
      REALM
      RLM_CODE
      cert_fish
      certfish_m
      geometry
    
  
  
    
      0
      Agulhas Bank
      20192.0
      Agulhas
      51.0
      Temperate Southern Africa
      10.0
      1.0
      South African hake
      POLYGON ((2956740.61593301 -3994229.83815662, ...
    
    
      1
      Aleutian Islands
      20053.0
      Cold Temperate Northeast Pacific
      10.0
      Temperate Northern Pacific
      3.0
      5.0
      Pacific cod, Pacific halibut, Alaskan pollock,...
      (POLYGON ((-19302152.67938486 7478815.66562816...
    
    
      2
      Amazonia
      20072.0
      North Brazil Shelf
      13.0
      Tropical Atlantic
      4.0
      0.0
      None
      (POLYGON ((-4639184.246129115 -318896.35451691...
    
    
      3
      Amsterdam-St Paul
      20194.0
      Amsterdam-St Paul
      52.0
      Temperate Southern Africa
      10.0
      0.0
      None
      POLYGON ((8630593.893767554 -4099232.359468411...
    
    
      4
      Amundsen/Bellingshausen Sea
      20228.0
      Continental High Antarctic
      61.0
      Southern Ocean
      12.0
      0.0
      None
      POLYGON ((-8075791.221906687 -11439846.2273219...



In [59]:

    
#Create the density of cert_fish
msc["area"] = msc['geometry'].area/ 10**6
msc["cert_fish"] = msc["cert_fish"]/msc["area"]



In [60]:

    
#Data of fishing areas
ices = gp.read_file("data/ICES_StatRec_mapto_ICES_Areas/StatRec_map_Areas_Full_20170124.shp")
ices = ices.dropna()
ices = ices.to_crs({'init': 'epsg:3857'})
ices.head()









    Out[60]:






  
    
      
      AREA_KM2
      Area_27
      AreasList
      EAST
      ICESNAME
      ID
      MaxPer
      NORTH
      OBJECTID
      Perc
      RNDMaxPer
      SOUTH
      Shape_Area
      Shape_Leng
      WEST
      geometry
      stat_x
      stat_y
    
  
  
    
      0
      3178
      14.b.2
      14.b.2
      -43.0
      47A0
      47.0
      100.000000
      59.5
      1
      100.00000000
      100
      59.0
      0.5
      3.0
      -44.0
      POLYGON ((-4898057.594915155 8180386.885935258...
      -43.5
      59.25
    
    
      1
      3132
      14.b.2
      14.b.2
      -43.0
      48A0
      48.0
      84.126741
      60.0
      2
      84.12674145
      84
      59.5
      0.5
      3.0
      -44.0
      POLYGON ((-4898057.594915155 8289249.926564639...
      -43.5
      59.75
    
    
      2
      3085
      14.b.2
      14.b.2
      -43.0
      49A0
      49.0
      24.998037
      60.5
      3
      24.99803694
      25
      60.0
      0.5
      3.0
      -44.0
      POLYGON ((-4898057.594915155 8399737.889773874...
      -43.5
      60.25
    
    
      3
      3038
      14.b.2
      14.b.2
      -43.0
      50A0
      50.0
      11.977442
      61.0
      4
      11.97744244
      12
      60.5
      0.5
      3.0
      -44.0
      POLYGON ((-4898057.594915155 8511908.69213713,...
      -43.5
      60.75
    
    
      4
      2991
      14.b.2
      14.b.2
      -43.0
      51A0
      51.0
      3.897176
      61.5
      5
      3.89717625
      4
      61.0
      0.5
      3.0
      -44.0
      POLYGON ((-4898057.594915155 8625823.200111827...
      -43.5
      61.25

Problem: The areas in both files are different



In [267]:

    
#First plot
fig = plt.figure(figsize=(6,6))
ax = fig.add_subplot(1,1,1)
ax.set_aspect("equal")
msc.plot(linewidth=0.1,color=(70/255,140/255,210/255),column="cert_fish",ax=ax)
plt.axis('off')









    Out[267]:





(-30000000.0, 30000000.0, -30000000.0, 30000000.0)



In [268]:

    
#Second plot
fig = plt.figure(figsize=(6,6))
ax = fig.add_subplot(1,1,1)
ices.plot(linewidth=0.1,cmap="YlOrRd",column="Perc",ax=ax)
plt.axis('off')









    Out[268]:





(-6000000.0, 8000000.0, 4000000.0, 20000000.0)

Another probem: Too much granularity in ices --> Disolve



In [61]:

    
ices_d = ices.dissolve(by='Area_27')
ices_d.head()









    Out[61]:






  
    
      
      geometry
      AREA_KM2
      AreasList
      EAST
      ICESNAME
      ID
      MaxPer
      NORTH
      OBJECTID
      Perc
      RNDMaxPer
      SOUTH
      Shape_Area
      Shape_Leng
      WEST
      stat_x
      stat_y
    
    
      Area_27
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
      
    
  
  
    
      1.a
      POLYGON ((4341460.140982166 11935768.70241839,...
      1744
      1.a, 1.b
      36.0
      76J5
      7818.0
      81.404529
      74.0
      5198
      81.40452878, 18.59547122
      81
      73.5
      0.5
      3.0
      35.0
      35.5
      73.75
    
    
      1.b
      POLYGON ((6790488.938345198 10446997.31477494,...
      2105
      1.b
      27.0
      69H6
      6929.0
      5.063954
      70.5
      4876
      5.06395377
      5
      70.0
      0.5
      3.0
      26.0
      26.5
      70.25
    
    
      10.a.1
      (POLYGON ((-3896182.177775694 4938869.17580093...
      4987
      10.a.1
      -41.0
      01A2
      197.0
      100.000000
      36.5
      18
      100.00000000
      100
      36.0
      0.5
      3.0
      -42.0
      -41.5
      36.25
    
    
      10.a.2
      POLYGON ((-2337709.306680987 4369640.510649839...
      4792
      10.a.1, 10.a.2
      -35.0
      07B4
      791.0
      56.699058
      39.5
      405
      43.30094237, 56.69905763
      57
      39.0
      0.5
      3.0
      -36.0
      -35.5
      39.25
    
    
      10.b
      POLYGON ((-2003750.834267793 5543147.203893002...
      4511
      10.b
      -41.0
      15A2
      211.0
      100.000000
      43.5
      32
      100.00000000
      100
      43.0
      0.5
      3.0
      -42.0
      -41.5
      43.25



In [270]:

    
#Plot again
fig = plt.figure(figsize=(6,6))
ax = fig.add_subplot(1,1,1)
ices_d.plot(linewidth=0.1,cmap="YlOrRd",column="Perc",ax=ax)
plt.axis('off')









    Out[270]:





(-6000000.0, 8000000.0, 4000000.0, 20000000.0)

Intersection of polygons with polygons

Now we take the intersection



In [272]:

    
from IPython.display import Image 
Image(url="http://geopandas.org/_images/overlay_operations.png")









    Out[272]:



In [62]:

    
#Get intersection f polygons
res_union = gp.overlay(msc, ices_d, how='intersection')









    



Ring Self-intersection at or near point 1222226.2771925339 7242560.7644562563



In [274]:

    
res_union.head(4)









    Out[274]:






  
    
      
      ECOREGION
      ECO_CODE
      PROVINCE
      PROV_CODE
      REALM
      RLM_CODE
      cert_fish
      certfish_m
      area
      AREA_KM2
      ...
      OBJECTID
      Perc
      RNDMaxPer
      SOUTH
      Shape_Area
      Shape_Leng
      WEST
      stat_x
      stat_y
      geometry
    
  
  
    
      0
      South European Atlantic Shelf
      20027.0
      Lusitanian
      3.0
      Temperate Northern Atlantic
      2.0
      0.0
      None
      1.243642e+06
      4891
      ...
      2231
      49.88522789, 50.11477211
      50
      37.5
      0.5
      3.0
      -14.0
      -13.5
      37.75
      POLYGON ((-1224514.398770499 4721671.572637366...
    
    
      1
      South European Atlantic Shelf
      20027.0
      Lusitanian
      3.0
      Temperate Northern Atlantic
      2.0
      0.0
      None
      1.243642e+06
      4987
      ...
      2522
      100.00000000
      100
      36.0
      0.5
      3.0
      -11.0
      -10.5
      36.25
      POLYGON ((-1224514.398770499 4650301.83668211,...
    
    
      2
      Saharan Upwelling
      20028.0
      Lusitanian
      3.0
      Temperate Northern Atlantic
      2.0
      0.0
      None
      7.171221e+05
      4987
      ...
      2522
      100.00000000
      100
      36.0
      0.5
      3.0
      -11.0
      -10.5
      36.25
      POLYGON ((-779236.5830435569 4300621.37205803,...
    
    
      3
      Alboran Sea
      25036.0
      Mediterranean Sea
      4.0
      Temperate Northern Atlantic
      2.0
      0.0
      None
      1.292735e+05
      4987
      ...
      2522
      100.00000000
      100
      36.0
      0.5
      3.0
      -11.0
      -10.5
      36.25
      POLYGON ((-604759.5341586354 4300621.37205803,...
    
  

4 rows × 26 columns



In [275]:

    
#Plot the intersections
fig = plt.figure(figsize=(6,6))
ax = fig.add_subplot(1,1,1)
res_union.plot(linewidth=0.1,cmap="YlOrRd",column="Perc",ax=ax)
plt.axis('off')









    Out[275]:





(-6000000.0, 8000000.0, 4000000.0, 20000000.0)

5 Plotting nicel



In [63]:

    
df = gp.read_file("colombia_merged")
df.head()









    Out[63]:






  
    
      
      AREA
      CLASEMUN
      City
      DPTO
      Department
      Fraction_y
      HECTARES
      MPIO
      MPIOS
      NOMBRE_CAB
      ...
      Participat
      REG_ZONAS
      Tables
      Total
      WCOLGEN021
      WCOLGEN02_
      Yes
      ZONA
      geometry
      id
    
  
  
    
      0
      7.516766e+09
      CM
      URIBIA
      44
      LA GUAJIRA
      0.498835
      751676.579
      847
      44847
      URIBIA
      ...
      3.38
      DABARZONA06
      243.0
      3434.0
      566.0
      2.0
      1713.0
      ZONA06
      POLYGON ((-71.97931479404515 11.63127040525589...
      None
    
    
      1
      1.624663e+09
      CM
      MANAURE
      44
      LA GUAJIRA
      0.542331
      162466.283
      560
      44560
      MANAURE
      ...
      6.20
      DABARZONA06
      124.0
      3260.0
      564.0
      5.0
      1768.0
      ZONA06
      POLYGON ((-72.35536020513985 11.82821019213313...
      None
    
    
      2
      1.779934e+09
      CM
      MAICAO
      44
      LA GUAJIRA
      0.518269
      177993.385
      430
      44430
      MAICAO
      ...
      17.26
      DABARZONA06
      270.0
      20773.0
      563.0
      6.0
      10766.0
      ZONA06
      POLYGON ((-72.26234700672123 11.5274739240143,...
      None
    
    
      3
      3.109950e+09
      CM
      RIOHACHA
      44
      LA GUAJIRA
      0.622587
      310995.043
      001
      44001
      RIOHACHA
      ...
      25.34
      DABARZONA06
      262.0
      28290.0
      559.0
      7.0
      17613.0
      ZONA06
      POLYGON ((-72.64741277569118 11.4281402595806,...
      None
    
    
      4
      1.999866e+09
      CM
      DIBULLA
      44
      LA GUAJIRA
      0.698648
      199986.641
      090
      44090
      DIBULLA
      ...
      23.02
      DABARZONA06
      50.0
      4732.0
      1052.0
      8.0
      3306.0
      ZONA06
      POLYGON ((-73.20179509822128 11.3846637861618,...
      None
    
  

5 rows × 26 columns



In [64]:

    
df = gp.read_file("colombia_merged")
import folium#used mapshaper to convert it to topojson (faster rendering)

#HTML
state_geo = r'data/output/mpio2.json' #topojson (geojson)

#Let Folium determine the scale
map = folium.Map(location=[5, -74], zoom_start=6,control_scale=True)#EPSG3395

map.choropleth(geo_path=state_geo, data=df,columns=["NOMBRE_MPI","Fraction_y"],
             key_on='properties.NOMBRE_MPI',
               line_weight = 0.1,
               line_color="white",
               topojson="objects.mpio",
             fill_color='YlGn', fill_opacity=0.7, line_opacity=0.2) #EPSG3857

map









    



/opt/anaconda/anaconda3/lib/python3.5/site-packages/ipykernel/__main__.py:15: FutureWarning: 'threshold_scale' default behavior has changed. Now you get a linear scale between the 'min' and the 'max' of your data. To get former behavior, use folium.utilities.split_six.






    Out[64]:



In [ ]:

    
#more info: http://geopandas.org/projections.html



In [ ]:



In [ ]:

    
## Code for the colombian scrapper
import requests
import pandas as pd
import json
import bs4 as bs
import time

def scraper_colombia():
    starting_web = requests.get('http://www.colombia.com/elecciones/2016/plebiscito/resultados/?C=PL&D=60&M=10')
    html = bs.BeautifulSoup(starting_web.text)
    with open("data/colombia_plesb.csv","w+") as f:
        for link in html.find_all("ul",attrs={"id":"dropdown_departamentos"})[0].find_all("a",href=True):
            print("Department: ",link.text)
            if "--" in link.text: continue

            url_dep = 'http://www.colombia.com/' + link["href"]

            dep_web = requests.get(url_dep.replace("amp;",""))
            html_dep = bs.BeautifulSoup(dep_web.text)

            try: 
                links = html_dep.find_all("ul",attrs={"id":"dropdown_municipios"})[0].find_all("a",href=True)
            except: 
                continue
            for link_mun in links:
                if "--" in link_mun.text: continue
                if link.text == link_mun.text: continue

                time.sleep(0.2)
                print(link.text,link_mun.text,link_mun["href"])

                url_mun = 'http://www.colombia.com/' + link_mun["href"]
                dep_mun = requests.get(url_mun.replace("amp;",""))
                html_mun = bs.BeautifulSoup(dep_mun.text)            


                participation = html_mun.find("table",attrs={"class":"table bordered striped"}).find_all("td")[-1].text[:-2]
                nulos = html_mun.find("table",attrs={"class":"table bordered striped"}).find_all("td")[-5].text
                total = html_mun.find("table",attrs={"class":"table bordered striped"}).find_all("td")[-2].text
                mesas = html_mun.find("table",attrs={"class":"table bordered striped"}).find_all("td")[3].text
                results = html_mun.find_all("table",attrs={"class":"table bordered striped centered"})[-1].find_all("tr")[1:-1]
                print(results[0].find_all("td")[0].text)
                if results[0].find_all("td")[0].text == "NO":
                    no,si = results
                else:
                    si,no = results

                si = si.find_all("td")[1].text
                no = no.find_all("td")[1].text       

                f.write("{}\t{}\t{}\t{}\t{}\t{}\t{}\t{}\n".format(link.text,link_mun.text,
                                                                  mesas.replace(",",""),
                                                                  total.replace(",",""),
                                                                  participation,
                                                                  nulos.replace(",",""),
                                                                  si.replace(",",""),
                                                                  no.replace(",","")))

In-class exercises

Download shapefile: http://www.gadm.org/country (change the format to shapefile). Extract and upload the files with _adm2. in the name to the server (to your data folder in class7).
Read shapefile.
Calculate the area (country_df["area"] = country_df['geometry'].area/ 10**6)
Read csv with coordinates ("../class_data/worldcitiespop.txt") and keep the rows of your country
Create the geometry of the csv (using Point) and convert to geopandas
Plot both the shapefile and the other map with points.
Combine the "geo_csv" and the shapefile to keep the cities within regions.
Get the number of cities per region (using the function I created), keep the region, geometry and area intact.
Plot the file, using the number of cities per region as your color, using scheme="QUANTILES" and legend=True.
Run linear regression explaining number ~ area.



In [ ]:

    
gp.read_file("data/NLD_adm_shp/NLD_adm2.shp")



In [ ]:

    
"iso-8859-1" // "latin-1"

	Name	Spouse	Type	Address	City	State	Zip	Phone	D.O.B.	Ship(s)	Unnamed: 10
0	Adam Arabian	NaN	NaN	1246 Everett Avenue	Louisville	Kentucky	40204	NaN	NaN	US Navy Reserve	NaN
1	Jean Autrey	Fred *	S	7105 Plover Circle	Fort Worth	Texas	76135	817-237-4196	NaN	NaN	NaN
2	G. R. Belue	Agnes	M	524 Pecan Street	Crowley	Texas	76036	817-297-7597	10/27/1926	Cowell DD547	NaN
3	Jim Beshears	NaN	L	1022 Bridges Dr	Arlington	Texas	76012	817-274-1033	4/28/1924	Erwin DD631	NaN
4	Peggy Brady	W. R. *	S	6287 Renwood Dr	Fort Worth	Texas	76140	817-4781802	NaN	NaN	NaN

	AREA	DPTO	HECTARES	NOMBRE_DPT	PERIMETER	geometry
0	6.335186e+10	05	6335185.555	ANTIOQUIA	1963728.843	POLYGON ((-76.30729675220047 8.619299889431787...
1	3.360765e+09	08	336076.535	ATLANTICO	240936.172	POLYGON ((-74.87059783939971 10.36120033256952...
2	1.650948e+09	11	165094.778	SANTAFE DE BOGOTA D.C	323322.540	POLYGON ((-74.02290344238281 4.795100212097175...
3	2.614189e+10	13	2614189.453	BOLIVAR	1309427.968	POLYGON ((-75.15950012242125 10.42360019745069...
4	2.335258e+10	15	2335258.246	BOYACA	1364539.911	POLYGON ((-72.21299743717749 7.027500152342927...

	year	dyad_name	latitude	longitude	deaths_b	deaths_civilians
0	2008	Government of Colombia - FARC	2.500739	-76.874753	3	0
1	2008	FARC - Civilians	6.200757	-75.591765	0	1
2	2005	Government of Colombia - ELN	7.000000	-75.500000	1	0
3	2005	Government of Colombia - ELN	6.000000	-75.250000	4	0
4	2010	FARC - Civilians	2.944142	-76.542784	0	0

	year	dyad_name	geometry	deaths_b	deaths_civilians
0	2008	Government of Colombia - FARC	POINT (-76.874753 2.500739)	3	0
1	2008	FARC - Civilians	POINT (-75.59176500000001 6.200757)	0	1
2	2005	Government of Colombia - ELN	POINT (-75.5 7)	1	0
3	2005	Government of Colombia - ELN	POINT (-75.25 6)	4	0
4	2010	FARC - Civilians	POINT (-76.542784 2.944142)	0	0

	continent	gdp_md_est	geometry	iso_a3	name	pop_est
0	Asia	22270.0	POLYGON ((61.21081709172574 35.65007233330923,...	AFG	Afghanistan	28400000.0
1	Africa	110300.0	(POLYGON ((16.32652835456705 -5.87747039146621...	AGO	Angola	12799293.0
2	Europe	21810.0	POLYGON ((20.59024743010491 41.85540416113361,...	ALB	Albania	3639453.0
3	Asia	184300.0	POLYGON ((51.57951867046327 24.24549713795111,...	ARE	United Arab Emirates	4798491.0
4	South America	573900.0	(POLYGON ((-65.50000000000003 -55.199999999999...	ARG	Argentina	40913584.0

	AREA	CLASEMUN	DPTO	HECTARES	MPIO	MPIOS	NOMBRE_CAB	NOMBRE_DPT	NOMBRE_MPI	OF_REG	PERIMETER	REG_ZONAS	WCOLGEN021	WCOLGEN02_	ZONA	geometry	id
0	7.516766e+09	CM	44	751676.579	847	44847	URIBIA	LA GUAJIRA	URIBIA	DABAR	475636.130236	DABARZONA06	566	2	ZONA06	POLYGON ((-71.97931479404515 11.63127040525589...	None
1	1.624663e+09	CM	44	162466.283	560	44560	MANAURE	LA GUAJIRA	MANAURE	DABAR	195961.387498	DABARZONA06	564	5	ZONA06	POLYGON ((-72.35536020513985 11.82821019213313...	None

	Department	City	Tables	Total	Participation	Null	Yes	No
0	AMAZONAS	EL ENCANTO	2	223	30.01	2	170	51
1	AMAZONAS	LA CHORRERA	3	366	35.53	3	300	62

	ECOREGION	ECO_CODE	PROVINCE	PROV_CODE	REALM	RLM_CODE	cert_fish	certfish_m	geometry
0	Agulhas Bank	20192.0	Agulhas	51.0	Temperate Southern Africa	10.0	1.0	South African hake	POLYGON ((2956740.61593301 -3994229.83815662, ...
1	Aleutian Islands	20053.0	Cold Temperate Northeast Pacific	10.0	Temperate Northern Pacific	3.0	5.0	Pacific cod, Pacific halibut, Alaskan pollock,...	(POLYGON ((-19302152.67938486 7478815.66562816...
2	Amazonia	20072.0	North Brazil Shelf	13.0	Tropical Atlantic	4.0	0.0	None	(POLYGON ((-4639184.246129115 -318896.35451691...
3	Amsterdam-St Paul	20194.0	Amsterdam-St Paul	52.0	Temperate Southern Africa	10.0	0.0	None	POLYGON ((8630593.893767554 -4099232.359468411...
4	Amundsen/Bellingshausen Sea	20228.0	Continental High Antarctic	61.0	Southern Ocean	12.0	0.0	None	POLYGON ((-8075791.221906687 -11439846.2273219...

	AREA_KM2	Area_27	AreasList	EAST	ICESNAME	ID	MaxPer	NORTH	OBJECTID	Perc	RNDMaxPer	SOUTH	Shape_Area	Shape_Leng	WEST	geometry	stat_x	stat_y
0	3178	14.b.2	14.b.2	-43.0	47A0	47.0	100.000000	59.5	1	100.00000000	100	59.0	0.5	3.0	-44.0	POLYGON ((-4898057.594915155 8180386.885935258...	-43.5	59.25
1	3132	14.b.2	14.b.2	-43.0	48A0	48.0	84.126741	60.0	2	84.12674145	84	59.5	0.5	3.0	-44.0	POLYGON ((-4898057.594915155 8289249.926564639...	-43.5	59.75
2	3085	14.b.2	14.b.2	-43.0	49A0	49.0	24.998037	60.5	3	24.99803694	25	60.0	0.5	3.0	-44.0	POLYGON ((-4898057.594915155 8399737.889773874...	-43.5	60.25
3	3038	14.b.2	14.b.2	-43.0	50A0	50.0	11.977442	61.0	4	11.97744244	12	60.5	0.5	3.0	-44.0	POLYGON ((-4898057.594915155 8511908.69213713,...	-43.5	60.75
4	2991	14.b.2	14.b.2	-43.0	51A0	51.0	3.897176	61.5	5	3.89717625	4	61.0	0.5	3.0	-44.0	POLYGON ((-4898057.594915155 8625823.200111827...	-43.5	61.25

	geometry	AREA_KM2	AreasList	EAST	ICESNAME	ID	MaxPer	NORTH	OBJECTID	Perc	RNDMaxPer	SOUTH	Shape_Area	Shape_Leng	WEST	stat_x	stat_y
Area_27
1.a	POLYGON ((4341460.140982166 11935768.70241839,...	1744	1.a, 1.b	36.0	76J5	7818.0	81.404529	74.0	5198	81.40452878, 18.59547122	81	73.5	0.5	3.0	35.0	35.5	73.75
1.b	POLYGON ((6790488.938345198 10446997.31477494,...	2105	1.b	27.0	69H6	6929.0	5.063954	70.5	4876	5.06395377	5	70.0	0.5	3.0	26.0	26.5	70.25
10.a.1	(POLYGON ((-3896182.177775694 4938869.17580093...	4987	10.a.1	-41.0	01A2	197.0	100.000000	36.5	18	100.00000000	100	36.0	0.5	3.0	-42.0	-41.5	36.25
10.a.2	POLYGON ((-2337709.306680987 4369640.510649839...	4792	10.a.1, 10.a.2	-35.0	07B4	791.0	56.699058	39.5	405	43.30094237, 56.69905763	57	39.0	0.5	3.0	-36.0	-35.5	39.25
10.b	POLYGON ((-2003750.834267793 5543147.203893002...	4511	10.b	-41.0	15A2	211.0	100.000000	43.5	32	100.00000000	100	43.0	0.5	3.0	-42.0	-41.5	43.25

	ECOREGION	ECO_CODE	PROVINCE	PROV_CODE	REALM	RLM_CODE	certfish_m	area	AREA_KM2	...	OBJECTID	Perc	RNDMaxPer	SOUTH	Shape_Area	Shape_Leng	WEST	stat_x	stat_y	geometry
0	South European Atlantic Shelf	20027.0	Lusitanian	3.0	Temperate Northern Atlantic	2.0	None	1.243642e+06	4891	...	2231	49.88522789, 50.11477211	50	37.5	0.5	3.0	-14.0	-13.5	37.75	POLYGON ((-1224514.398770499 4721671.572637366...
1	South European Atlantic Shelf	20027.0	Lusitanian	3.0	Temperate Northern Atlantic	2.0	None	1.243642e+06	4987	...	2522	100.00000000	100	36.0	0.5	3.0	-11.0	-10.5	36.25	POLYGON ((-1224514.398770499 4650301.83668211,...
2	Saharan Upwelling	20028.0	Lusitanian	3.0	Temperate Northern Atlantic	2.0	None	7.171221e+05	4987	...	2522	100.00000000	100	36.0	0.5	3.0	-11.0	-10.5	36.25	POLYGON ((-779236.5830435569 4300621.37205803,...
3	Alboran Sea	25036.0	Mediterranean Sea	4.0	Temperate Northern Atlantic	2.0	None	1.292735e+05	4987	...	2522	100.00000000	100	36.0	0.5	3.0	-11.0	-10.5	36.25	POLYGON ((-604759.5341586354 4300621.37205803,...