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notebook/zonal_stats.org
@@ -6,17 +6,35 @@ | @@ -6,17 +6,35 @@ | ||
6 | 6 | ||
7 | Petit bout de python vide pour initialiser la session. Ca permet d'avoir la version de python utilisée | 7 | Petit bout de python vide pour initialiser la session. Ca permet d'avoir la version de python utilisée |
8 | #+begin_src python :results output :session :exports code | 8 | #+begin_src python :results output :session :exports code |
9 | +import geopandas as gp | ||
10 | +import pandas as pd | ||
9 | #+end_src | 11 | #+end_src |
10 | 12 | ||
11 | #+RESULTS: | 13 | #+RESULTS: |
12 | -: Python 3.7.1 (default, Oct 23 2018, 19:19:42) | ||
13 | -: [GCC 7.3.0] :: Anaconda, Inc. on linux | ||
14 | -: Type "help", "copyright", "credits" or "license" for more information. | ||
15 | -: >>> python.el: native completion setup loaded | ||
16 | 14 | ||
17 | 15 | ||
18 | * Import des fichiers dans des DF | 16 | * Import des fichiers dans des DF |
19 | 17 | ||
18 | +Le fichier TERLAB qui contient le dept 31 est: | ||
19 | + | ||
20 | +#+begin_src python :results output :session :exports code | ||
21 | +terlabdir = '/work/OT/theia/oso/shapes/TERLAB/' | ||
22 | +terlab31 = terlabdir+'SURFACES-2017-PARCELLES-GRAPHIQUES-CONSTATEES_031_20180210.shp' | ||
23 | +df_terlab = gp.read_file(terlab31) | ||
24 | +print(df_terlab.head()) | ||
25 | +#+end_src | ||
26 | + | ||
27 | +#+RESULTS: | ||
28 | +: CODE_CULTU SURF_ADM PRECISION SEMENCE DEST_ICHN CULTURE_D1 CULTURE_D2 ... TLENQ CODUTISOL LIBCULTURE SURUTISOL RENDNORME MMEAU geometry | ||
29 | +: 0 ORH 1.42 None 0 None None None ... 1 03 03_ORGE_HIVER NaN NaN NaN POLYGON ((506016.382600002 6234988.195600003, ... | ||
30 | +: 1 PPH 0.00 None 0 None None None ... 0 00 00_XXXXXXXXXX NaN NaN NaN POLYGON ((506032.0680000037 6235002.251000002,... | ||
31 | +: 2 PPH 0.00 None 0 None None None ... 0 00 00_XXXXXXXXXX NaN NaN NaN POLYGON ((506108.3540000021 6234766.824000001,... | ||
32 | +: 3 ORH 1.87 None 0 None None None ... 1 03 03_ORGE_HIVER NaN NaN NaN POLYGON ((506107.6996000037 6234765.226100001,... | ||
33 | +: 4 PPH 0.00 None 0 None None None ... 0 00 00_XXXXXXXXXX NaN NaN NaN POLYGON ((506874.6119000018 6234495.103300001,... | ||
34 | +: | ||
35 | +: [5 rows x 18 columns] | ||
36 | + | ||
37 | + | ||
20 | Les fichiers shape avec les stats sont | 38 | Les fichiers shape avec les stats sont |
21 | 39 | ||
22 | #+begin_src python :results none :session :exports code | 40 | #+begin_src python :results none :session :exports code |
@@ -30,10 +48,9 @@ zs_mask=zs_dir+'/zonal_stats_mask.shp' | @@ -30,10 +48,9 @@ zs_mask=zs_dir+'/zonal_stats_mask.shp' | ||
30 | Lire les fichiers dans un DF pandas | 48 | Lire les fichiers dans un DF pandas |
31 | 49 | ||
32 | #+begin_src python :results output :session :exports code | 50 | #+begin_src python :results output :session :exports code |
33 | -import geopandas as gp | ||
34 | df_rf1 = gp.read_file(zs_rf1) | 51 | df_rf1 = gp.read_file(zs_rf1) |
35 | df_rf2 = gp.read_file(zs_rf2) | 52 | df_rf2 = gp.read_file(zs_rf2) |
36 | -df_dem = gp.read_file(zs_dem) | 53 | +df_dem = gp.read_file(zs_dem).to_crs |
37 | df_mask = gp.read_file(zs_mask) | 54 | df_mask = gp.read_file(zs_mask) |
38 | print(len(df_rf1)) | 55 | print(len(df_rf1)) |
39 | print(len(df_rf2)) | 56 | print(len(df_rf2)) |
@@ -49,1852 +66,478 @@ print(len(df_mask)) | @@ -49,1852 +66,478 @@ print(len(df_mask)) | ||
49 | 66 | ||
50 | Il paraît que le fichier de DEM a perdu quelques polygones? | 67 | Il paraît que le fichier de DEM a perdu quelques polygones? |
51 | 68 | ||
52 | -* Fusion dans un seul DF | 69 | +Vérification des projections : |
53 | 70 | ||
54 | -On utilise overlay avec intersection | 71 | +#+begin_src python :results output :session :exports code |
72 | +print(df_dem.crs) | ||
73 | +print(df_mask.crs) | ||
74 | +print(df_rf1.crs) | ||
75 | +print(df_rf1.crs) | ||
76 | +#+end_src | ||
77 | + | ||
78 | +#+RESULTS: | ||
79 | +: {'init': 'epsg:32631'} | ||
80 | +: {'init': 'epsg:2154'} | ||
81 | +: {'init': 'epsg:2154'} | ||
82 | +: {'init': 'epsg:2154'} | ||
83 | + | ||
84 | +Reprojection du DEM | ||
55 | 85 | ||
56 | #+begin_src python :results output :session :exports code | 86 | #+begin_src python :results output :session :exports code |
57 | -res_intersection = gp.overlay(df_rf1, df_mask, how='identity') | 87 | +df_dem = df_dem.to_crs(df_mask.crs) |
88 | +print(df_dem.crs) | ||
58 | #+end_src | 89 | #+end_src |
59 | 90 | ||
60 | #+RESULTS: | 91 | #+RESULTS: |
92 | +: {'init': 'epsg:2154'} | ||
93 | + | ||
94 | + | ||
95 | +* Fusion dans un seul DF | ||
61 | 96 | ||
62 | #+begin_src python :results output :session :exports code | 97 | #+begin_src python :results output :session :exports code |
63 | -print(len(df_rf1.columns)) | ||
64 | -print(len(df_mask.columns)) | ||
65 | -print(len(res_intersection.columns)) | 98 | +for c in df_terlab.columns: |
99 | + print(c) | ||
66 | #+end_src | 100 | #+end_src |
67 | 101 | ||
68 | #+RESULTS: | 102 | #+RESULTS: |
69 | -: 1446 | ||
70 | -: 298 | ||
71 | -: 1743 | 103 | +#+begin_example |
104 | +CODE_CULTU | ||
105 | +SURF_ADM | ||
106 | +PRECISION | ||
107 | +SEMENCE | ||
108 | +DEST_ICHN | ||
109 | +CULTURE_D1 | ||
110 | +CULTURE_D2 | ||
111 | +BIO | ||
112 | +ENGAGEMENT | ||
113 | +MARAICHAGE | ||
114 | +AGROFOREST | ||
115 | +TLENQ | ||
116 | +CODUTISOL | ||
117 | +LIBCULTURE | ||
118 | +SURUTISOL | ||
119 | +RENDNORME | ||
120 | +MMEAU | ||
121 | +geometry | ||
122 | +#+end_example | ||
72 | 123 | ||
73 | -Pandas renomme les colonnes qui ont le mm nom dans les 2 DF | ||
74 | #+begin_src python :results output :session :exports code | 124 | #+begin_src python :results output :session :exports code |
75 | -for c in res_intersection.columns: | 125 | +for c in df_mask.columns: |
76 | print(c) | 126 | print(c) |
77 | #+end_src | 127 | #+end_src |
78 | 128 | ||
79 | #+RESULTS: | 129 | #+RESULTS: |
80 | #+begin_example | 130 | #+begin_example |
81 | -CODE_CULTU_1 | ||
82 | -SURF_ADM_1 | ||
83 | -SEMENCE_1 | ||
84 | -BIO_1 | ||
85 | -MARAICHAGE_1 | ||
86 | -TLENQ_1 | ||
87 | -CODUTISOL_1 | ||
88 | -LIBCULTURE_1 | ||
89 | -count_1 | ||
90 | -mean_0_1 | ||
91 | -stdev_0_1 | ||
92 | -min_0_1 | ||
93 | -max_0_1 | ||
94 | -mean_1_1 | ||
95 | -stdev_1_1 | ||
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