fix: price interpolation (#1154)

Use forward fill to interpolate time series data that represents prices:
- elecprice_marketprice_wh
- feed_in_tariff_wh

Signed-off-by: Bobby Noelte <b0661n0e17e@gmail.com>

tests/single_test_optimization.py

@@ -153,6 +153,7 @@ async def prepare_optimization_real_parameters() -> GeneticOptimizationParameter
         key="elecprice_marketprice_wh",
         start_datetime=prediction_eos.ems_start_datetime,
         end_datetime=prediction_eos.end_datetime,
+        fill_method="ffill",
     )
     print(f"strompreis_euro_pro_wh: {strompreis_euro_pro_wh}")
 

tests/test_elecpriceakkudoktor.py

@@ -127,11 +127,12 @@ class TestElecPriceAkkudokor:
             len(provider) == 73
         )  # we have 48 datasets in the api response, we want to know 48h into the future. The data we get has already 23h into the future so we need only 25h more. 48+25=73
 
-        # Assert we get hours prioce values by resampling
+        # Assert we get hours price values by resampling
         np_price_array = await provider.key_to_array(
             key="elecprice_marketprice_wh",
             start_datetime=provider.ems_start_datetime,
             end_datetime=provider.end_datetime,
+            fill_method="ffill",
         )
         assert len(np_price_array) == provider.total_hours
 
@@ -204,6 +205,7 @@ class TestElecPriceAkkudokor:
             key="elecprice_marketprice_wh",
             start_datetime=provider.ems_start_datetime,
             end_datetime=provider.end_datetime,
+            fill_method="ffill",
         )
         assert isinstance(array, np.ndarray)
         assert len(array) == provider.total_hours

tests/test_elecpriceenergycharts.py

@@ -129,6 +129,7 @@ class TestElecPriceEnergyCharts:
             key="elecprice_marketprice_wh",
             start_datetime=provider.ems_start_datetime,
             end_datetime=provider.end_datetime,
+            fill_method="ffill",
         )
         assert len(np_price_array) == provider.total_hours
 
@@ -195,6 +196,7 @@ class TestElecPriceEnergyCharts:
             key="elecprice_marketprice_wh",
             start_datetime=provider.ems_start_datetime,
             end_datetime=provider.end_datetime,
+            fill_method="ffill",
         )
         assert isinstance(array, np.ndarray)
         assert len(array) == provider.total_hours

tests/test_elecpricefixed.py

@@ -241,7 +241,8 @@ class TestElecPriceFixed:
         hourly_array = await provider.key_to_array(
             key="elecprice_marketprice_wh",
             start_datetime=start_dt,
-            end_datetime=start_dt.add(hours=24)
+            end_datetime=start_dt.add(hours=24),
+            fill_method="ffill",
         )
 
         assert len(hourly_array) == 24
@@ -253,7 +254,8 @@ class TestElecPriceFixed:
             key="elecprice_marketprice_wh",
             start_datetime=start_dt,
             end_datetime=start_dt.add(hours=24),
-            interval="15 minutes"
+            interval="15 minutes",
+            fill_method="ffill",
         )
 
         assert len(quarter_hour_array) == 96  # 24 * 4
@@ -266,7 +268,8 @@ class TestElecPriceFixed:
             key="elecprice_marketprice_wh",
             start_datetime=start_dt,
             end_datetime=start_dt.add(hours=24),
-            interval="30 minutes"
+            interval="30 minutes",
+            fill_method="ffill",
         )
 
         assert len(half_hour_array) == 48  # 24 * 2

tests/test_elecpriceimport.py

@@ -112,6 +112,7 @@ class TestElecPriceImport:
             start_datetime=provider.ems_start_datetime,
             end_datetime=provider.ems_start_datetime + to_duration(f"{len(expected_values)} hours"),
             interval=to_duration("1 hour"),
+            fill_method="ffill",
         )
         # Allow for some difference due to value calculation on DST change
         npt.assert_allclose(result_values, expected_values, rtol=0.001)