Process & upload cycler data

from ionworks import Ionworks
from ionworksdata import read

client = Ionworks()

# 1. Process the raw file into two standardized frames:
#    - time_series: one row per logged time point (Time [s], Voltage [V],
#      Current [A], Step count, ...)
#    - steps: one row per protocol step, with per-step summaries
#      (step/cycle indices, capacity, energy, min/max voltage, ...)
time_series, steps = read.time_series_and_steps("arbin_export.csv", reader="arbin")

# 2. Create-or-get the cell hierarchy: specification -> instance.
cell_spec = client.cell_spec.create_or_get({"name": "LGM50"})
cell_instance = client.cell_instance.create_or_get(cell_spec.id, {"name": "SN-001"})

# 3. Upload as a time-series measurement (idempotent; strict validation on).
measurement = client.cell_measurement.create_or_get(
    cell_instance.id,
    {
        "measurement": {"name": "cell_SN001_cycling"},
        "time_series": time_series,
        "steps": steps,
    },
    validate_strict=True,
)
print(measurement.id)