Commit aa0fda29 authored by Thibault Hallouin's avatar Thibault Hallouin
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fix typos in notebook

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%% Cell type:markdown id: tags: %% Cell type:markdown id: tags:
## `evalhyd-cli` demonstration ## `evalhyd-cpp` demonstration
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``` C++14 ``` C++14
#include <xtensor/xtensor.hpp> #include <xtensor/xtensor.hpp>
#include <xtensor/xio.hpp> #include <xtensor/xio.hpp>
#include <evalhyd/evald.hpp> #include <evalhyd/evald.hpp>
#include <evalhyd/evalp.hpp> #include <evalhyd/evalp.hpp>
``` ```
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### Deterministic evaluation ### Deterministic evaluation
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Define streamflow observations Define streamflow observations
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``` C++14 ``` C++14
// shape: {1, time: 4} // shape: {1, time: 4}
xt::xtensor<double, 2> obs = xt::xtensor<double, 2> obs =
{{4.7, 4.3, 5.5, 2.7}}; {{4.7, 4.3, 5.5, 2.7}};
``` ```
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Define streamflow predictions Define streamflow predictions
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``` C++14 ``` C++14
// shape: {series: 1, time: 4} // shape: {series: 1, time: 4}
xt::xtensor<double, 2> prd = xt::xtensor<double, 2> prd =
{{5.3, 4.2, 5.7, 2.3}}; {{5.3, 4.2, 5.7, 2.3}};
``` ```
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Compute Nash-Sutcliffe efficiency Compute Nash-Sutcliffe efficiency
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``` C++14 ``` C++14
// shape: {series: 1, subsets: 1, samples: 1} // shape: {series: 1, subsets: 1, samples: 1}
std::cout << evalhyd::evald(obs, prd, {"NSE"}) << std::endl; std::cout << evalhyd::evald(obs, prd, {"NSE"})[0] << std::endl;
``` ```
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### Probabilistic evaluation ### Probabilistic evaluation
%% Cell type:markdown id: tags: %% Cell type:markdown id: tags:
Define streamflow observations Define streamflow observations
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``` C++14 ``` C++14
// shape: {sites: 1, time: 5} // shape: {sites: 1, time: 5}
xt::xtensor<double, 2> obs = xt::xtensor<double, 2> obs =
{{4.7, 4.3, 5.5, 2.7, 4.1}}; {{4.7, 4.3, 5.5, 2.7, 4.1}};
``` ```
%% Cell type:markdown id: tags: %% Cell type:markdown id: tags:
Define streamflow predictions Define streamflow predictions
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``` C++14 ``` C++14
// shape: {sites: 1, lead times: 1, members: 3, time: 5} // shape: {sites: 1, lead times: 1, members: 3, time: 5}
xt::xtensor<double, 4> prd = xt::xtensor<double, 4> prd =
{{{{5.3, 4.2, 5.7, 2.3, 3.1}, {{{{5.3, 4.2, 5.7, 2.3, 3.1},
{4.3, 4.2, 4.7, 4.3, 3.3}, {4.3, 4.2, 4.7, 4.3, 3.3},
{5.3, 5.2, 5.7, 2.3, 3.9}}}}; {5.3, 5.2, 5.7, 2.3, 3.9}}}};
``` ```
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Define streamflow thresholds Define streamflow thresholds
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``` C++14 ``` C++14
// shape: {sites: 1, thresholds: 2} // shape: {sites: 1, thresholds: 2}
xt::xtensor<double, 2> thr = xt::xtensor<double, 2> thr =
{{4., 5.}}; {{4., 5.}};
``` ```
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Compute Brier score Compute Brier score
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``` C++14 ``` C++14
// shape: {sites: 1, lead times: 1, subsets: 1, samples: 1, thresholds: 2} // shape: {sites: 1, lead times: 1, subsets: 1, samples: 1, thresholds: 2}
std::cout << evalhyd::evalp(obs, prd, {"BS"}, thr, "high") << std::endl; std::cout << evalhyd::evalp(obs, prd, {"BS"}, thr, "high")[0] << std::endl;
``` ```
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