Open TonyEinstein opened 1 year ago
import pandas as pd
from adtk.data import validate_series
from adtk.visualization import plot
from adtk.transformer import RollingAggregate
from adtk.transformer import DoubleRollingAggregate
from adtk.detector import ThresholdAD
# Load data
df = pd.read_csv('cleaned_data/原始值-周均价.csv')
df['date'] = pd.to_datetime(df['date'])
df.set_index('date', inplace=True)
# Validate the series
df = validate_series(df)
# Define the anomaly detector
threshold_ad = ThresholdAD(high=10, low=5)
anomalies = threshold_ad.detect(df)
# Convert Series to NumPy array
df_array = df.to_numpy()
anomalies_array = anomalies.to_numpy()
# Plot using the converted arrays
plot(df_array, anomaly=anomalies_array, ts_linewidth=1, ts_markersize=3, anomaly_markersize=5, anomaly_color='red', anomaly_tag="marker")
My code is:
` df = pd.read_csv('cleaned_data/原始值-周均价.csv') df['date'] = pd.to_datetime(df['date']) df.set_index('date',inplace=True) df = validate_series(df)
from adtk.data import validate_series from adtk.visualization import plot from adtk.transformer import RollingAggregate from adtk.transformer import DoubleRollingAggregate from adtk.detector import ThresholdAD threshold_ad = ThresholdAD(high=10, low=5) anomalies = threshold_ad.detect(df)
plot(df, anomaly=anomalies, ts_linewidth=1, ts_markersize=3, anomaly_markersize=5, anomaly_color='red', anomaly_tag="marker"); `
I encountered an error:
` ValueError Traceback (most recent call last) Cell In[25], line 18 13 threshold_ad = ThresholdAD(high=10, low=5) 14 anomalies = threshold_ad.detect(df) ---> 18 plot(df, anomaly=anomalies, ts_linewidth=1, ts_markersize=3, anomaly_markersize=5, anomaly_color='red', anomaly_tag="marker");
File ~\anaconda3\envs\d2l\lib\site-packages\pandas\core\indexers\utils.py:341, in disallow_ndim_indexing(result) 333 """ 334 Helper function to disallow multi-dimensional indexing on 1D Series/Index. 335 (...) 338 in GH#30588. 339 """ 340 if np.ndim(result) > 1: --> 341 raise ValueError( 342 "Multi-dimensional indexing (e.g.
obj[:, None]
) is no longer " 343 "supported. Convert to a numpy array before indexing instead." 344 )ValueError: Multi-dimensional indexing (e.g.
obj[:, None]
) is no longer supported. Convert to a numpy array before indexing instead. `My version information:
adtk==0.6.2
I have made the following solutions, but none of them can be solved:
I can't solve this problem. The great open source tycoon can give me some suggestions or solutions.