analysis update

1 files changed, 33 insertions, 0 deletions

diff --git a/experiment/analysis/analysis.py b/experiment/analysis/analysis.py
new file mode 100644
index 0000000..bd2d2b9
--- /dev/null
+++ b/experiment/analysis/analysis.py
@@ -0,0 +1,33 @@
+import pandas as pd
+from pathlib import Path
+from pprint import pprint
+
+import tools
+
+data_path = Path("/home/niclas/repos/uni/master_thesis/experiment/data")
+
+procedures = ["1", "2", "3", "4", "5", "6", "overall"]
+
+conditions = [x.stem for x in data_path.iterdir() if x.is_dir()]
+
+data = {}
+for condition in conditions:
+    data[condition] = {}
+    for vp in (data_path / condition).iterdir():
+        data[condition][vp.stem] = tools.unpickle(vp / "vp.pkl")
+
+data_train, data_test = tools.train_test_split(data)
+print(data_train["random"]["vp12"])
+
+condition = "random"
+df = pd.DataFrame([tools.total_accuracy(data[condition][vp], procedures) for vp in data[condition].keys()], index=data[condition].keys(), columns=["train", "test"])
+
+condition = "random"
+proc_accs = [
+    tools.count_correct(data[condition][vp], data[condition][vp].keys(), procedures)
+    for vp in data[condition].keys()
+]
+for vp in proc_accs:
+    for proc in vp.keys():
+        vp[proc] /= len(next(iter(data[condition].values())).keys())
+df = pd.DataFrame(proc_accs, index=data[condition].keys())