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pandas_sink_example.py
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pandas_sink_example.py
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import logging
import sys
from pandas import DataFrame
from obsei.analyzer.classification_analyzer import (
ClassificationAnalyzerConfig,
ZeroShotClassificationAnalyzer,
)
from obsei.sink.pandas_sink import PandasSink, PandasSinkConfig
from obsei.source.playstore_scrapper import (
PlayStoreScrapperConfig,
PlayStoreScrapperSource,
)
logger = logging.getLogger(__name__)
logging.basicConfig(stream=sys.stdout, level=logging.INFO)
source_config = PlayStoreScrapperConfig(
countries=["us"], package_name="com.apcoaconnect", max_count=3
)
source = PlayStoreScrapperSource()
text_analyzer = ZeroShotClassificationAnalyzer(
model_name_or_path="typeform/mobilebert-uncased-mnli", device="auto"
)
# initialize pandas sink config
sink_config = PandasSinkConfig(dataframe=DataFrame())
# initialize pandas sink
sink = PandasSink()
source_response_list = source.lookup(source_config)
analyzer_response_list = text_analyzer.analyze_input(
source_response_list=source_response_list,
analyzer_config=ClassificationAnalyzerConfig(
labels=["no parking", "registration issue", "app issue", "payment issue"],
),
)
dataframe = sink.send_data(
analyzer_responses=analyzer_response_list, config=sink_config
)
print(dataframe.to_csv())