diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
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+# This file is a template, and might need editing before it works on your project.
+# Official language image. Look for the different tagged releases at:
+# https://hub.docker.com/r/library/python/tags/
+image: continuumio/miniconda3
+
+# Change pip's cache directory to be inside the project directory since we can
+# only cache local items.
+#variables:
+# PIP_CACHE_DIR: "$CI_PROJECT_DIR/.cache/pip"
+
+# TODO: Add __pyenv__ or whatever the folder is named
+cache:
+ paths:
+ - conda-cache
+
+before_script:
+ - python -V
+ - conda -V
+ - conda config --add pkgs_dirs "$CI_PROJECT_DIR/conda-cache"
+ - conda env create --file=environment.yml
+ - conda init bash
+ - source ~/.bashrc
+ - conda activate geo-env
+
+pages:
+ script:
+ - sphinx-build -b html doc public
+ # The docs need to have been built once for doctest to work
+ # properly, the doc/reference dir is generated on the first run.
+ - sphinx-build -b doctest doc doctest-results
+ artifacts:
+ paths:
+ - public
+ only:
+ - master
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+ </g>
+ </g>
+ <g id="matplotlib.axis_17">
+ <g id="xtick_9">
+ <g id="line2d_110">
+ <g>
+ <use style="stroke:#000000;stroke-width:0.8;" x="334.572696" xlink:href="#m9f39e23a6c" y="726.981016"/>
+ </g>
+ </g>
+ <g id="text_56">
+ <!-- Total supply K -->
+ <g transform="translate(299.132071 741.579453)scale(0.1 -0.1)">
+ <use xlink:href="#DejaVuSans-84"/>
+ <use x="60.818359" xlink:href="#DejaVuSans-111"/>
+ <use x="122" xlink:href="#DejaVuSans-116"/>
+ <use x="161.208984" xlink:href="#DejaVuSans-97"/>
+ <use x="222.488281" xlink:href="#DejaVuSans-108"/>
+ <use x="250.271484" xlink:href="#DejaVuSans-32"/>
+ <use x="282.058594" xlink:href="#DejaVuSans-115"/>
+ <use x="334.158203" xlink:href="#DejaVuSans-117"/>
+ <use x="397.537109" xlink:href="#DejaVuSans-112"/>
+ <use x="461.013672" xlink:href="#DejaVuSans-112"/>
+ <use x="524.490234" xlink:href="#DejaVuSans-108"/>
+ <use x="552.273438" xlink:href="#DejaVuSans-121"/>
+ <use x="611.453125" xlink:href="#DejaVuSans-32"/>
+ <use x="643.240234" xlink:href="#DejaVuSans-75"/>
+ </g>
+ <!-- Above whiskers: 1 -->
+ <g transform="translate(288.957852 752.777266)scale(0.1 -0.1)">
+ <use xlink:href="#DejaVuSans-65"/>
+ <use x="68.408203" xlink:href="#DejaVuSans-98"/>
+ <use x="131.884766" xlink:href="#DejaVuSans-111"/>
+ <use x="193.066406" xlink:href="#DejaVuSans-118"/>
+ <use x="252.246094" xlink:href="#DejaVuSans-101"/>
+ <use x="313.769531" xlink:href="#DejaVuSans-32"/>
+ <use x="345.556641" xlink:href="#DejaVuSans-119"/>
+ <use x="427.34375" xlink:href="#DejaVuSans-104"/>
+ <use x="490.722656" xlink:href="#DejaVuSans-105"/>
+ <use x="518.505859" xlink:href="#DejaVuSans-115"/>
+ <use x="570.605469" xlink:href="#DejaVuSans-107"/>
+ <use x="628.46875" xlink:href="#DejaVuSans-101"/>
+ <use x="689.992188" xlink:href="#DejaVuSans-114"/>
+ <use x="731.105469" xlink:href="#DejaVuSans-115"/>
+ <use x="783.205078" xlink:href="#DejaVuSans-58"/>
+ <use x="816.896484" xlink:href="#DejaVuSans-32"/>
+ <use x="848.683594" xlink:href="#DejaVuSans-49"/>
+ </g>
+ <!-- Below whiskers: 101 -->
+ <g transform="translate(283.240665 763.975078)scale(0.1 -0.1)">
+ <use xlink:href="#DejaVuSans-66"/>
+ <use x="68.603516" xlink:href="#DejaVuSans-101"/>
+ <use x="130.126953" xlink:href="#DejaVuSans-108"/>
+ <use x="157.910156" xlink:href="#DejaVuSans-111"/>
+ <use x="219.091797" xlink:href="#DejaVuSans-119"/>
+ <use x="300.878906" xlink:href="#DejaVuSans-32"/>
+ <use x="332.666016" xlink:href="#DejaVuSans-119"/>
+ <use x="414.453125" xlink:href="#DejaVuSans-104"/>
+ <use x="477.832031" xlink:href="#DejaVuSans-105"/>
+ <use x="505.615234" xlink:href="#DejaVuSans-115"/>
+ <use x="557.714844" xlink:href="#DejaVuSans-107"/>
+ <use x="615.578125" xlink:href="#DejaVuSans-101"/>
+ <use x="677.101562" xlink:href="#DejaVuSans-114"/>
+ <use x="718.214844" xlink:href="#DejaVuSans-115"/>
+ <use x="770.314453" xlink:href="#DejaVuSans-58"/>
+ <use x="804.005859" xlink:href="#DejaVuSans-32"/>
+ <use x="835.792969" xlink:href="#DejaVuSans-49"/>
+ <use x="899.416016" xlink:href="#DejaVuSans-48"/>
+ <use x="963.039062" xlink:href="#DejaVuSans-49"/>
+ </g>
+ <!-- Inside whiskers: 4398 -->
+ <g transform="translate(280.215665 775.172891)scale(0.1 -0.1)">
+ <use xlink:href="#DejaVuSans-73"/>
+ <use x="29.492188" xlink:href="#DejaVuSans-110"/>
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+ <use x="172.753906" xlink:href="#DejaVuSans-100"/>
+ <use x="236.230469" xlink:href="#DejaVuSans-101"/>
+ <use x="297.753906" xlink:href="#DejaVuSans-32"/>
+ <use x="329.541016" xlink:href="#DejaVuSans-119"/>
+ <use x="411.328125" xlink:href="#DejaVuSans-104"/>
+ <use x="474.707031" xlink:href="#DejaVuSans-105"/>
+ <use x="502.490234" xlink:href="#DejaVuSans-115"/>
+ <use x="554.589844" xlink:href="#DejaVuSans-107"/>
+ <use x="612.453125" xlink:href="#DejaVuSans-101"/>
+ <use x="673.976562" xlink:href="#DejaVuSans-114"/>
+ <use x="715.089844" xlink:href="#DejaVuSans-115"/>
+ <use x="767.189453" xlink:href="#DejaVuSans-58"/>
+ <use x="800.880859" xlink:href="#DejaVuSans-32"/>
+ <use x="832.667969" xlink:href="#DejaVuSans-52"/>
+ <use x="896.291016" xlink:href="#DejaVuSans-51"/>
+ <use x="959.914062" xlink:href="#DejaVuSans-57"/>
+ <use x="1023.537109" xlink:href="#DejaVuSans-56"/>
+ </g>
+ <!-- Datapoints: 4500 -->
+ <g transform="translate(291.279727 786.370703)scale(0.1 -0.1)">
+ <use xlink:href="#DejaVuSans-68"/>
+ <use x="77.001953" xlink:href="#DejaVuSans-97"/>
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+ <use x="177.490234" xlink:href="#DejaVuSans-97"/>
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+ <use x="579.589844" xlink:href="#DejaVuSans-32"/>
+ <use x="611.376953" xlink:href="#DejaVuSans-52"/>
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+ </g>
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+ </g>
+ <g id="matplotlib.axis_18">
+ <g id="ytick_46">
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+ </g>
+ <g id="text_57">
+ <!-- 1 -->
+ <g transform="translate(297.764583 718.871094)scale(0.1 -0.1)">
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+ </g>
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+ <g id="ytick_47">
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+ <g>
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+ </g>
+ </g>
+ <g id="text_58">
+ <!-- 2 -->
+ <g transform="translate(297.764583 682.355469)scale(0.1 -0.1)">
+ <use xlink:href="#DejaVuSans-50"/>
+ </g>
+ </g>
+ </g>
+ <g id="ytick_48">
+ <g id="line2d_113">
+ <g>
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+ </g>
+ </g>
+ <g id="text_59">
+ <!-- 3 -->
+ <g transform="translate(297.764583 645.824219)scale(0.1 -0.1)">
+ <use xlink:href="#DejaVuSans-51"/>
+ </g>
+ </g>
+ </g>
+ <g id="ytick_49">
+ <g id="line2d_114">
+ <g>
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+ </g>
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+ <g id="text_60">
+ <!-- 4 -->
+ <g transform="translate(297.764583 609.277344)scale(0.1 -0.1)">
+ <use xlink:href="#DejaVuSans-52"/>
+ </g>
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+ </g>
+ <g id="ytick_50">
+ <g id="line2d_115">
+ <g>
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+ </g>
+ </g>
+ <g id="text_61">
+ <!-- 5 -->
+ <g transform="translate(297.764583 572.761719)scale(0.1 -0.1)">
+ <use xlink:href="#DejaVuSans-53"/>
+ </g>
+ </g>
+ </g>
+ <g id="text_62">
+ <!-- 1e−8+2.4448865403e4 -->
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diff --git a/doc/sensitivity_analysis_results.rst b/doc/sensitivity_analysis_results.rst
index 56ba78614c87c6c0a09f08432b8f912d2b43f44a..79401a1aea7173c1a9e3ed425cd7b51b5cb9a1b6 100644
--- a/doc/sensitivity_analysis_results.rst
+++ b/doc/sensitivity_analysis_results.rst
@@ -976,6 +976,8 @@ between min/max solidifies this theory.
least look into that, we decrease the target values based on pasture available
iirc. Lets double check it
+.. _rotating_crops_sensitivity:
+
Turning our attention to the national demand of nutrients we see something different,
there's a visible difference between the min/max values for all of N:P:K. We also see a
high sensitivity to the *rotating_rape_seed_percentage* and
@@ -1107,36 +1109,84 @@ sense.
Third sensitivity analysis
--------------------------
-Unfortunately, we found an issue with some of the sub-/categories given to crop codes
-(:ref:`info about crop mapping <crop_code_to_category>`), some crop codes were placed in
-FND crop categories that didn't make logical sense. With this issue fixed our semi
-natural pasture area changed to be closer to the initial values given in the FND
-report. Along with this crop code 80 and 81 no longer belongs to the same sub-category,
-recall that we had a high sensitivity to these crop codes in the previous sensitivity
-analysis. With this change we decided to re-run the sensitivity analysis both for
-nutrient supply and demand as well as the placement analysis. We re-used the same set of
-parameters for both runs, in other words the ranges we're the same as previously. For
-completeness we include both the parameters and the outputs generated by them (in the
-same way as we did in the previous runs):
-
-* :download:`NPK analysis inputs and outputs <../data/sensitivity/sens-params-3-npk.tar.gz>`
-* :download:`ADD ONCE WE HAVE RUN THE ANALYSIS`
+When matching crop codes to FND crop categories some crop codes were placed in a crop
+category that didn't represent reality (:ref:`see crop mapping <crop_code_to_category>`)
+and thus our model needed to be changed. Fixing the issue consisted of moving the
+mis-identified crop codes to different FND crop catetegories. These codes were:
+
++-------------+--------------------+--------------------+
+|**Crop code**|**New category** |**New sub-category**|
++-------------+--------------------+--------------------+
+|55 |Semi-natural pasture| |
++-------------+--------------------+--------------------+
+|95 |Semi-natural pasture| |
++-------------+--------------------+--------------------+
+|58 |Leys |Non-categorized |
++-------------+--------------------+--------------------+
+|59 |Leys |Non-categorized |
++-------------+--------------------+--------------------+
+|62 |Leys |Non-categorized |
++-------------+--------------------+--------------------+
+|87 |Leys |Non-categorized |
++-------------+--------------------+--------------------+
+|80 |Leys |Feed |
++-------------+--------------------+--------------------+
+|49 |Leys |Pasture |
++-------------+--------------------+--------------------+
+|12 |Cereals |Non-categorized |
++-------------+--------------------+--------------------+
+|11 |Cereals |Non-categorized |
++-------------+--------------------+--------------------+
+|13 |Cereals |Feed |
++-------------+--------------------+--------------------+
+|9 |Cereals |Feed |
++-------------+--------------------+--------------------+
+
+With this issue fixed the semi-natural pasture area is closer to the semi-natural
+pasture area in the FND report. This meant we readjusted (increased) the total number of
+animals that could be placed on the landscape. The other major different is that crop
+codes 80 and 81 are no longer in the same sub-category; recall that we had a high
+sensitivity to these crop codes in the previous sensitivity analysis. Given the above
+changes it was essential to re-run the sensitivity analysis both for nutrient supply and
+demand as well as the placement analysis. We re-used the same set of parameters for both
+runs, in other words the ranges were the same as previously. For completeness we include
+both the parameters and the outputs generated by them (in the same way as we did in the
+previous runs):
+
+* :download:`NPK analysis inputs and outputs per parameter set <../data/sensitivity/sens-params-3-npk.tar.gz>`
+* :download:`Placement analysis input and outputs per parameter set <../data/sensitivity/sens-params-3-placement.tar.gz>`
+
+And the raw results (i.e., all sensitivites for all measured outputs):
+
+* :download:`Sensitivities for NPK <../data/sensitivity/sensitivity-results-3-npk.xlsx>`
+* :download:`Sensitivities for placement <../data/sensitivity/sensitivity-results-3-placement.xlsx>`
Nutrient supply and demand
~~~~~~~~~~~~~~~~~~~~~~~~~~
In :numref:`sens_analysis_3_npk_boxplot` we can see that the ranges are different
compared to the second sensitivity run (compare: :numref:`sens_analysis_npk_boxplot`).
-As an example we can see that the % demand met for N, P, and K is generally higher in
-this run than in the previous one. The same thing goes for the supply and demand. The
-reason we see the % demand met go up is partially because we've moved away crop code 80
-from the green manure sub-category, and the only crop left has a zero nutrient
-need. This in turn means that we have an easier time to fulfill the needs of a
-sub-category as the needs of it are now zero. As expected, the crop and animal make-up
-stay constant. For summary tables containing the same information as in previous
+As an example we can see that the percentage demand met for N, P, and K is generally
+higher in this run than in the previous one. The median also matches the value used in
+the SY model run much more closely than in the second run. The values were also higher
+in this run than in run 2 for the total supply and demand. Although slightly higher, the
+ranges are still relatively similar (the supply is higher as we now have more animals to
+place). The reason we see the percentage demand met go up is partially because we've
+moved away crop code 80 from the green manure sub-category, and the only crop left has a
+zero nutrient need. This in turn means that we have an easier time to fulfill the needs
+of a sub-category as the needs of it are now zero. As expected, the crop and animal
+make-up stay constant. For summary tables containing the same information as in previous
sections see :numref:`sens_analysis_npk_3_min_max` and
:numref:`sens_analysis_npk_3_highest`.
+With crop code 80/81 relative contributions to green manure no longer being an issue,
+different crop codes come up as more sensitive for total demand (note that nothing has
+changed for the other outputs). For N, grain, wheat and oats show more sensitivity. For
+P it is rapeseed and vegetables. For K it is rapeseed and corn for feed (which was
+placed in cereals as it is an annual crop but its not a cereal per say). In summary it
+is crops that make up a large area of the landscape and as such varying their N:P:K
+needs does have national repercussions.
+
.. _sens_analysis_3_npk_boxplot:
.. figure:: fig/sens-boxplot-npk-3.svg
@@ -1213,9 +1263,34 @@ Animal and crop placement
~~~~~~~~~~~~~~~~~~~~~~~~~
In :numref:`sens_analysis_3_placement_boxplot` we can see the output ranges when running
-the placement sensitivity analysis.
+the placement sensitivity analysis. Comparing the values with the previous run it
+becomes apparent that the outputs are pretty close, with the demand in general being a
+bit lower, and the percentage of demand met per cell being a bit higher. These two
+effects are at least partially explained by more semi-natural pasture being present, and
+crop code 80 moving from the green manure crop sub-category. By moving crop code 80 from
+the green manure sub-category the sub-category ends up with a 0 nutrient need, and the
+area of this crop sub-category is fairly big. This means that we'll have an easier time
+fulfilling the needs as they are lower.
+
+While it might seem strange that we almost exclusively see a lower nutrient demand for
+N, P, and K remember that we saw a similar trend in :ref:`the previous analysis
+<rotating_crops_sensitivity>`. As in the previous analysis, some parameter values for
+the rotating crop percentages lead to an unsolvable model where all crops can't be
+placed. We did not re-adjust the parameters to solve this issue in this run.
+
+For summary tables containing the same information as in previous sections see
+:numref:`sens_analysis_placement_3_min_max` and
+:numref:`sens_analysis_placement_3_highest`. From the tables we can gleam that the
+minimum and maximum values in general are higher for the percentage nutrient demand met,
+while demand is lower and supply is very close to the previous run. It is reasonable
+that we generally meet more of the demand as we now place more animals due to the
+increased area of semi-natural pasture. In summary, the ranges are still pretty tight,
+as they were in the previous run.
+
+Turning our attention to the top 3 sensitivities we see that most sensitivities in the
+top are they were before, save for a few items that have traded places between 2nd
+highest and 3rd highest. The amount of berries allocated per run did become more important than the latitude limit (3rd most sensitive) for crop make-up difference and total P demand.
-.. todo:: Write this section and create the values
.. _sens_analysis_3_placement_boxplot:
@@ -1226,3 +1301,64 @@ the placement sensitivity analysis.
the model as-is). The middle of the box is the 50th quantile, upper and lower parts
of the box are 75th and 25th quantile. Whiskers represent *75th or 25th quantile ±
1.5 \* (75th quantile - 25th quantile)*.
+
+.. _sens_analysis_placement_3_min_max:
+
+.. table:: The min, max and mean values for the different outputs saved.
+
+ +-----------------------------+---------------+---------------+---------------+------------------+
+ |**Output variable** |**Min** |**Max** |**Mean** |**Original value**|
+ +-----------------------------+---------------+---------------+---------------+------------------+
+ |crop_makeup_diff |577793.43 |646995.03 |611027.52 |614413.00 |
+ +-----------------------------+---------------+---------------+---------------+------------------+
+ |animal_makeup_diff |992847.56 |1973757.92 |1338368.04 |1682412.31 |
+ +-----------------------------+---------------+---------------+---------------+------------------+
+ |percentage_demand_met_cells_n|0.12 |0.16 |0.15 |0.15 |
+ +-----------------------------+---------------+---------------+---------------+------------------+
+ |percentage_demand_met_cells_p|0.19 |0.23 |0.21 |0.21 |
+ +-----------------------------+---------------+---------------+---------------+------------------+
+ |percentage_demand_met_cells_k|0.24 |0.29 |0.28 |0.28 |
+ +-----------------------------+---------------+---------------+---------------+------------------+
+ |total_npk_demand_n |136352.23 |150033.61 |147866.32 |150033.50 |
+ +-----------------------------+---------------+---------------+---------------+------------------+
+ |total_npk_demand_p |18544.94 |20797.64 |20310.02 |20578.53 |
+ +-----------------------------+---------------+---------------+---------------+------------------+
+ |total_npk_demand_k |57732.68 |60318.13 |59474.68 |59621.49 |
+ +-----------------------------+---------------+---------------+---------------+------------------+
+ |total_npk_supply_n |34328.49 |34328.49 |34328.49 |34328.49 |
+ +-----------------------------+---------------+---------------+---------------+------------------+
+ |total_npk_supply_p |11405.16 |11405.16 |11405.16 |11405.16 |
+ +-----------------------------+---------------+---------------+---------------+------------------+
+ |total_npk_supply_k |24448.86 |24448.86 |24448.86 |24448.86 |
+ +-----------------------------+---------------+---------------+---------------+------------------+
+
+.. _sens_analysis_placement_3_highest:
+
+.. table:: The top 3 sensitivities from the total effect index for each output
+ variable.
+
+ +-----------------------------+-------------------------------+-------------------------------+-----------------------------+
+ |**Output variable** |**Highest** |**2nd highest** |**3rd highest** |
+ +-----------------------------+-------------------------------+-------------------------------+-----------------------------+
+ |crop_makeup_diff |rotating_legumes_percentage |rotating_rape_seed_percentage |berries_allocation_percentage|
+ +-----------------------------+-------------------------------+-------------------------------+-----------------------------+
+ |animal_makeup_diff |chickens_per_farm |chicken_farm_spread_distance |cattle_heifers_alloc_ratio |
+ +-----------------------------+-------------------------------+-------------------------------+-----------------------------+
+ |percentage_demand_met_cells_n|cattle_milking_cows_alloc_ratio|rotating_rape_seed_percentage |cattle_heifers_alloc_ratio |
+ +-----------------------------+-------------------------------+-------------------------------+-----------------------------+
+ |percentage_demand_met_cells_p|rotating_rape_seed_percentage |cattle_milking_cows_alloc_ratio|rotating_legumes_percentage |
+ +-----------------------------+-------------------------------+-------------------------------+-----------------------------+
+ |percentage_demand_met_cells_k|cattle_milking_cows_alloc_ratio|cattle_heifers_alloc_ratio |sheep_ewes_alloc_ratio |
+ +-----------------------------+-------------------------------+-------------------------------+-----------------------------+
+ |total_npk_demand_n |rotating_rape_seed_percentage |rotating_legumes_percentage |latitude_limit |
+ +-----------------------------+-------------------------------+-------------------------------+-----------------------------+
+ |total_npk_demand_p |rotating_rape_seed_percentage |rotating_legumes_percentage |berries_allocation_percentage|
+ +-----------------------------+-------------------------------+-------------------------------+-----------------------------+
+ |total_npk_demand_k |rotating_rape_seed_percentage |rotating_legumes_percentage |latitude_limit |
+ +-----------------------------+-------------------------------+-------------------------------+-----------------------------+
+ |total_npk_supply_n |cattle_milking_cows_alloc_ratio|cattle_heifers_alloc_ratio |sheep_ewes_alloc_ratio |
+ +-----------------------------+-------------------------------+-------------------------------+-----------------------------+
+ |total_npk_supply_p |cattle_milking_cows_alloc_ratio|cattle_heifers_alloc_ratio |sheep_ewes_alloc_ratio |
+ +-----------------------------+-------------------------------+-------------------------------+-----------------------------+
+ |total_npk_supply_k |cattle_milking_cows_alloc_ratio|cattle_heifers_alloc_ratio |sheep_ewes_alloc_ratio |
+ +-----------------------------+-------------------------------+-------------------------------+-----------------------------+