From 21d8d5788a38f9bb15b9591dc8ad820ce2239c27 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Al=C3=A1n=20Mu=C3=B1oz?= <amuoz@ed.ac.uk>
Date: Fri, 7 Jan 2022 18:37:28 +0000
Subject: [PATCH] add extraction and utils

---
 extraction/__init__.py                        |   0
 extraction/core/__init__.py                   |   2 +
 extraction/core/extractor.py                  | 534 ++++++++++++++++++
 extraction/core/functions/__init__.py         |   1 +
 extraction/core/functions/cell.py             | 124 ++++
 extraction/core/functions/custom/__init__.py  |   1 +
 .../core/functions/custom/localisation.py     | 117 ++++
 extraction/core/functions/defaults.py         |  67 +++
 extraction/core/functions/distributors.py     |  24 +
 extraction/core/functions/io.py               |  12 +
 extraction/core/functions/loaders.py          |  66 +++
 extraction/core/functions/math.py             |  15 +
 extraction/core/functions/trap.py             |  16 +
 extraction/core/functions/utils.py            |  19 +
 extraction/core/functions/versioning.py       |  12 +
 extraction/core/lineage.py                    |  31 +
 extraction/core/omero.py                      |  27 +
 extraction/core/tracks.py                     | 498 ++++++++++++++++
 extraction/examples/argo.py                   |  39 ++
 extraction/examples/data.py                   | 108 ++++
 .../pos010_trap001_tp0001_Brightfield.png     | Bin 0 -> 105676 bytes
 .../pairs_data/pos010_trap001_tp0001_GFP.png  | Bin 0 -> 50315 bytes
 .../pos010_trap001_tp0001_segoutlines.png     | Bin 0 -> 334 bytes
 .../pos010_trap050_tp0001_Brightfield.png     | Bin 0 -> 105956 bytes
 .../pairs_data/pos010_trap050_tp0001_GFP.png  | Bin 0 -> 50326 bytes
 .../pos010_trap050_tp0001_segoutlines.png     | Bin 0 -> 520 bytes
 .../pos010_trap081_tp0001_Brightfield.png     | Bin 0 -> 106877 bytes
 .../pairs_data/pos010_trap081_tp0001_GFP.png  | Bin 0 -> 51273 bytes
 .../pos010_trap081_tp0001_segoutlines.png     | Bin 0 -> 651 bytes
 extraction/examples/pos_example.py            |  20 +
 extraction/examples/test_pipeline.py          |  26 +
 extraction/examples/tiler_error.py            |  35 ++
 tests/argo/test_argo.py                       |  32 ++
 .../log_test.cpython-37-pytest-6.2.5.pyc      | Bin 0 -> 287 bytes
 tests/extraction/data/mo_bud.pkl              | Bin 0 -> 12266 bytes
 tests/extraction/data/tracks.pkl              | Bin 0 -> 4622629 bytes
 tests/extraction/log_test.py                  |   6 +
 tests/extraction/test_base.py                 |  65 +++
 tests/extraction/test_functions.py            |  24 +
 tests/extraction/test_mo_bud.py               |  43 ++
 tests/extraction/test_tracks.py               |  31 +
 tests/extraction/test_volume.py               |  74 +++
 utils/__init__.py                             |   0
 utils/argo.py                                 | 527 +++++++++++++++++
 44 files changed, 2596 insertions(+)
 create mode 100644 extraction/__init__.py
 create mode 100644 extraction/core/__init__.py
 create mode 100644 extraction/core/extractor.py
 create mode 100644 extraction/core/functions/__init__.py
 create mode 100644 extraction/core/functions/cell.py
 create mode 100644 extraction/core/functions/custom/__init__.py
 create mode 100644 extraction/core/functions/custom/localisation.py
 create mode 100644 extraction/core/functions/defaults.py
 create mode 100644 extraction/core/functions/distributors.py
 create mode 100644 extraction/core/functions/io.py
 create mode 100644 extraction/core/functions/loaders.py
 create mode 100644 extraction/core/functions/math.py
 create mode 100644 extraction/core/functions/trap.py
 create mode 100644 extraction/core/functions/utils.py
 create mode 100644 extraction/core/functions/versioning.py
 create mode 100644 extraction/core/lineage.py
 create mode 100644 extraction/core/omero.py
 create mode 100644 extraction/core/tracks.py
 create mode 100644 extraction/examples/argo.py
 create mode 100644 extraction/examples/data.py
 create mode 100644 extraction/examples/pairs_data/pos010_trap001_tp0001_Brightfield.png
 create mode 100644 extraction/examples/pairs_data/pos010_trap001_tp0001_GFP.png
 create mode 100644 extraction/examples/pairs_data/pos010_trap001_tp0001_segoutlines.png
 create mode 100644 extraction/examples/pairs_data/pos010_trap050_tp0001_Brightfield.png
 create mode 100644 extraction/examples/pairs_data/pos010_trap050_tp0001_GFP.png
 create mode 100644 extraction/examples/pairs_data/pos010_trap050_tp0001_segoutlines.png
 create mode 100644 extraction/examples/pairs_data/pos010_trap081_tp0001_Brightfield.png
 create mode 100644 extraction/examples/pairs_data/pos010_trap081_tp0001_GFP.png
 create mode 100644 extraction/examples/pairs_data/pos010_trap081_tp0001_segoutlines.png
 create mode 100644 extraction/examples/pos_example.py
 create mode 100644 extraction/examples/test_pipeline.py
 create mode 100644 extraction/examples/tiler_error.py
 create mode 100644 tests/argo/test_argo.py
 create mode 100644 tests/extraction/__pycache__/log_test.cpython-37-pytest-6.2.5.pyc
 create mode 100644 tests/extraction/data/mo_bud.pkl
 create mode 100644 tests/extraction/data/tracks.pkl
 create mode 100644 tests/extraction/log_test.py
 create mode 100644 tests/extraction/test_base.py
 create mode 100644 tests/extraction/test_functions.py
 create mode 100644 tests/extraction/test_mo_bud.py
 create mode 100644 tests/extraction/test_tracks.py
 create mode 100644 tests/extraction/test_volume.py
 create mode 100644 utils/__init__.py
 create mode 100644 utils/argo.py

diff --git a/extraction/__init__.py b/extraction/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/extraction/core/__init__.py b/extraction/core/__init__.py
new file mode 100644
index 00000000..cf529d79
--- /dev/null
+++ b/extraction/core/__init__.py
@@ -0,0 +1,2 @@
+#!/usr/bin/env python
+
diff --git a/extraction/core/extractor.py b/extraction/core/extractor.py
new file mode 100644
index 00000000..b3f7abdc
--- /dev/null
+++ b/extraction/core/extractor.py
@@ -0,0 +1,534 @@
+import os
+from pathlib import Path, PosixPath
+import pkg_resources
+from collections.abc import Iterable
+
+# from copy import copy
+from typing import Union, List, Dict, Callable
+from datetime import datetime
+
+import numpy as np
+import pandas as pd
+from scipy.sparse import dok_matrix, vstack, issparse
+from tqdm import tqdm
+
+
+from extraction.core.functions.loaders import (
+    load_funs,
+    load_custom_args,
+    load_redfuns,
+    load_mergefuns,
+)
+from extraction.core.functions.defaults import exparams_from_meta
+from extraction.core.functions.distributors import trap_apply, reduce_z
+from extraction.core.functions.utils import depth
+
+from agora.abc import ProcessABC, ParametersABC
+from agora.io.writer import Writer, load_attributes
+from agora.io.cells import Cells
+from agora.tile.tiler import Tiler
+
+CELL_FUNS, TRAPFUNS, FUNS = load_funs()
+CUSTOM_FUNS, CUSTOM_ARGS = load_custom_args()
+RED_FUNS = load_redfuns()
+MERGE_FUNS = load_mergefuns()
+
+# Assign datatype depending on the metric used
+m2type = {"mean": np.float32, "median": np.ubyte, "imBackground": np.ubyte}
+
+
+class ExtractorParameters(ParametersABC):
+    """
+    Base class to define parameters for extraction
+    :tree: dict of depth n. If not of depth three tree will be filled with Nones
+        str channel -> U(function,None) reduction -> str metric
+
+    """
+
+    def __init__(
+        self,
+        tree: Dict[Union[str, None], Dict[Union[Callable, None], List[str]]] = None,
+        sub_bg: set = set(),
+        multichannel_ops: Dict = {},
+    ):
+
+        self.tree = fill_tree(tree)
+
+        self.sub_bg = sub_bg
+        self.multichannel_ops = multichannel_ops
+
+    @staticmethod
+    def guess_from_meta(store_name: str, suffix="fast"):
+        """
+        Make a guess on the parameters using the hdf5 metadata
+
+        Add anything as a suffix, default "fast"
+
+
+        Parameters:
+            store_name : str or Path indicating the results' storage.
+            suffix : str to add at the end of the predicted parameter set
+        """
+
+        with h5py.open(store_name, "r") as f:
+            microscope = f["/"].attrs.get("microscope")  # TODO Check this with Arin
+        assert microscope, "No metadata found"
+
+        return "_".join((microscope, suffix))
+
+    @classmethod
+    def default(cls):
+        return cls({})
+
+    @classmethod
+    def from_meta(cls, meta):
+        return cls(**exparams_from_meta(meta))
+
+
+class Extractor(ProcessABC):
+    """
+        Base class to perform feature extraction.
+
+        Parameters
+        ----------
+        parameters: core.extractor Parameters
+            Parameters that include with channels, reduction and
+    b            extraction functions to use.
+        store: str
+            Path to hdf5 storage file. Must contain cell outlines.
+        tiler: pipeline-core.core.segmentation tiler
+            Class that contains or fetches the image to be used for segmentation.
+    """
+
+    default_meta = {"pixel_size": 0.236, "z_size": 0.6, "spacing": 0.6}
+
+    def __init__(self, parameters: ExtractorParameters, store: str, tiler: Tiler):
+        self.params = parameters
+        self.local = store
+        self.load_meta()
+        self.tiler = tiler
+        self.load_funs()
+
+    @classmethod
+    def from_tiler(cls, parameters: ExtractorParameters, store: str, tiler: Tiler):
+        return cls(parameters, store=store, tiler=tiler)
+
+    @classmethod
+    def from_img(cls, parameters: ExtractorParameters, store: str, img_meta: tuple):
+        return cls(parameters, store=store, tiler=Tiler(*img_meta))
+
+    # @classmethod
+    # def from_store(cls, parameters: ExtractorParameters, store: str, img_meta: tuple):
+    #     return cls(parameters, store=store, tiler=Tiler(*img_meta))
+
+    @property
+    def channels(self):
+        if not hasattr(self, "_channels"):
+            if type(self.params.tree) is dict:
+                self._channels = tuple(self.params.tree.keys())
+
+        return self._channels
+
+    @property
+    def current_position(self):
+        return self.local.split("/")[-1][:-3]
+
+    @property
+    def group(self):  # Path within hdf5
+        if not hasattr(self, "_out_path"):
+            self._group = "/extraction/"
+        return self._group
+
+    @property
+    def pos_file(self, store_name="store.h5"):
+        if not hasattr(self, "_pos_file"):
+            return self.local
+
+    def load_custom_funs(self):
+        """
+        Load parameters of functions that require them from expt.
+        These must be loaded within the Extractor instance because their parameters
+        depend on their experiment's metadata.
+        """
+        funs = set(
+            [
+                fun
+                for ch in self.params.tree.values()
+                for red in ch.values()
+                for fun in red
+            ]
+        )
+        funs = funs.intersection(CUSTOM_FUNS.keys())
+        ARG_VALS = {
+            k: {k2: self.get_meta(k2) for k2 in v} for k, v in CUSTOM_ARGS.items()
+        }
+        # self._custom_funs = {trap_apply(CUSTOM_FUNS[fun],])
+        self._custom_funs = {}
+        for k, f in CUSTOM_FUNS.items():
+
+            def tmp(f):
+                return lambda m, img: trap_apply(f, m, img, **ARG_VALS.get(k, {}))
+
+            self._custom_funs[k] = tmp(f)
+
+    def load_funs(self):
+        self.load_custom_funs()
+        self._all_cell_funs = set(self._custom_funs.keys()).union(CELL_FUNS)
+        self._all_funs = {**self._custom_funs, **FUNS}
+
+    def load_meta(self):
+        self.meta = load_attributes(self.local)
+
+    def get_traps(
+        self, tp: int, channels: list = None, z: list = None, **kwargs
+    ) -> tuple:
+        if channels is None:
+            channel_ids = list(range(len(self.tiler.channels)))
+        elif len(channels):
+            channel_ids = [self.tiler.get_channel_index(ch) for ch in channels]
+        else:
+            channel_ids = None
+
+        if z is None:
+            z = list(range(self.tiler.shape[-1]))
+
+        traps = (
+            self.tiler.get_traps_timepoint(tp, channels=channel_ids, z=z, **kwargs)
+            if channel_ids
+            else None
+        )
+
+        return traps
+
+    def extract_traps(
+        self,
+        traps: List[np.array],
+        masks: List[np.array],
+        metric: str,
+        labels: List[int] = None,
+    ) -> dict:
+        """
+        Apply a function for a whole position.
+
+        :traps: List[np.array] list of images
+        :masks: List[np.array] list of masks
+        :metric:str metric to extract
+        :labels: List[int] cell Labels to use as indices for output DataFrame
+        :pos_info: bool Whether to add the position as index or not
+
+        returns
+        :d: Dictionary of dataframe
+        """
+
+        if labels is None:
+            raise Warning("No labels given. Sorting cells using index.")
+
+        cell_fun = True if metric in self._all_cell_funs else False
+
+        idx = []
+        results = []
+
+        for trap_id, (mask_set, trap, lbl_set) in enumerate(
+            zip(masks, traps, labels.values())
+        ):
+            if len(mask_set):  # ignore empty traps
+                result = self._all_funs[metric](mask_set, trap)
+                if cell_fun:
+                    for lbl, val in zip(lbl_set, result):
+                        results.append(val)
+                        idx.append((trap_id, lbl))
+                else:
+                    results.append(result)
+                    idx.append(trap_id)
+
+        return (tuple(results), tuple(idx))
+
+    def extract_funs(
+        self, traps: List[np.array], masks: List[np.array], metrics: List[str], **kwargs
+    ) -> dict:
+        """
+        Extract multiple metrics from a timepoint
+        """
+        d = {
+            metric: self.extract_traps(
+                traps=traps, masks=masks, metric=metric, **kwargs
+            )
+            for metric in metrics
+        }
+
+        return d
+
+    def reduce_extract(
+        self, traps: Union[np.array, None], masks: list, red_metrics: dict, **kwargs
+    ) -> dict:
+        """
+        :param red_metrics: dict in which keys are reduction funcions and
+        values are strings indicating the metric function
+        :**kwargs: All other arguments, must include masks and traps.
+        """
+
+        reduced_traps = {}
+        if traps is not None:
+            for red_fun in red_metrics.keys():
+                reduced_traps[red_fun] = [
+                    self.reduce_dims(trap, method=RED_FUNS[red_fun]) for trap in traps
+                ]
+
+        d = {
+            red_fun: self.extract_funs(
+                metrics=metrics,
+                traps=reduced_traps.get(red_fun, [None for _ in masks]),
+                masks=masks,
+                **kwargs,
+            )
+            for red_fun, metrics in red_metrics.items()
+        }
+        return d
+
+    def reduce_dims(self, img: np.array, method=None) -> np.array:
+        # assert len(img.shape) == 3, "Incorrect number of dimensions"
+
+        if method is None:
+            return img
+
+        return reduce_z(img, method)
+
+    def extract_tp(
+        self, tp: int, tree: dict = None, tile_size: int = 117, **kwargs
+    ) -> dict:
+        """
+        :param tp: int timepoint from which to extract results
+        :param tree: dict of dict {channel : {reduction_function : metrics}}
+        :**kwargs: Must include masks and preferably labels.
+        """
+
+        if tree is None:
+            tree = self.params.tree
+
+        ch_tree = {ch: v for ch, v in tree.items() if ch != "general"}
+        tree_chs = (*ch_tree,)
+
+        cells = Cells.hdf(self.local)
+
+        # labels
+        raw_labels = cells.labels_at_time(tp)
+        labels = {
+            trap_id: raw_labels.get(trap_id, []) for trap_id in range(cells.ntraps)
+        }
+
+        # masks
+        raw_masks = cells.at_time(tp, kind="mask")
+
+        masks = {trap_id: [] for trap_id in range(cells.ntraps)}
+        for trap_id, cells in raw_masks.items():
+            if len(cells):
+                masks[trap_id] = np.dstack(np.array(cells)).astype(bool)
+
+        masks = [np.array(v) for v in masks.values()]
+
+        # traps
+        traps = self.get_traps(tp, tile_size=tile_size, channels=tree_chs)
+
+        self.img_bgsub = {}
+        if self.params.sub_bg:
+            bg = [
+                ~np.sum(m, axis=2).astype(bool)
+                if np.any(m)
+                else np.zeros((tile_size, tile_size))
+                for m in masks
+            ]
+
+        d = {}
+
+        for ch, red_metrics in tree.items():
+            img = None
+            # ch != is necessary for threading
+            if ch != "general" and traps is not None and len(traps):
+                img = traps[:, tree_chs.index(ch), 0]
+
+            d[ch] = self.reduce_extract(
+                red_metrics=red_metrics, traps=img, masks=masks, labels=labels, **kwargs
+            )
+
+            if (
+                ch in self.params.sub_bg and img is not None
+            ):  # Calculate metrics with subtracted bg
+                ch_bs = ch + "_bgsub"
+
+                self.img_bgsub[ch_bs] = []
+                for trap, maskset in zip(img, bg):
+
+                    cells_fl = np.zeros_like(trap)
+
+                    is_cell = np.where(maskset)
+                    if len(is_cell[0]):  # skip calculation for empty traps
+                        cells_fl = np.median(trap[is_cell], axis=0)
+
+                    self.img_bgsub[ch_bs].append(trap - cells_fl)
+
+                d[ch_bs] = self.reduce_extract(
+                    red_metrics=ch_tree[ch],
+                    traps=self.img_bgsub[ch_bs],
+                    masks=masks,
+                    labels=labels,
+                    **kwargs,
+                )
+
+        # Additional operations between multiple channels (e.g. pH calculations)
+        for name, (chs, merge_fun, red_metrics) in self.params.multichannel_ops.items():
+            if len(
+                set(chs).intersection(set(self.img_bgsub.keys()).union(tree_chs))
+            ) == len(chs):
+                imgs = [self.get_imgs(ch, traps, tree_chs) for ch in chs]
+                merged = MERGE_FUNS[merge_fun](*imgs)
+                d[name] = self.reduce_extract(
+                    red_metrics=red_metrics,
+                    traps=merged,
+                    masks=masks,
+                    labels=labels,
+                    **kwargs,
+                )
+
+        del traps, masks
+        return d
+
+    def get_imgs(self, channel, traps, channels=None):
+        """
+        Returns the image from a correct source, either raw or bgsub
+
+
+        :channel: str name of channel to get
+        :img: ndarray (trap_id, channel, tp, tile_size, tile_size, n_zstacks) of standard channels
+        :channels: List of channels
+        """
+
+        if channels is None:
+            channels = (*self.params.tree,)
+
+        if channel in channels:
+            return traps[:, channels.index(channel), 0]
+        elif channel in self.img_bgsub:
+            return self.img_bgsub[channel]
+
+    def run(self, tree=None, tps: List[int] = None, save=True, **kwargs) -> dict:
+
+        if tree is None:
+            tree = self.params.tree
+
+        if tps is None:
+            tps = list(range(self.meta["time_settings/ntimepoints"]))
+
+        d = {}
+        for tp in tps:
+            new = flatten_nest(
+                self.extract_tp(tp=tp, tree=tree, **kwargs),
+                to="series",
+                tp=tp,
+            )
+
+            for k in new.keys():
+                n = new[k]
+                d[k] = pd.concat((d.get(k, None), n), axis=1)
+
+        for k in d.keys():
+            indices = ["experiment", "position", "trap", "cell_label"]
+            idx = (
+                indices[-d[k].index.nlevels :]
+                if d[k].index.nlevels > 1
+                else [indices[-2]]
+            )
+            d[k].index.names = idx
+
+            toreturn = d
+
+        if save:
+            self.save_to_hdf(toreturn)
+
+        return toreturn
+
+    def extract_pos(
+        self, tree=None, tps: List[int] = None, save=True, **kwargs
+    ) -> dict:
+
+        if tree is None:
+            tree = self.params.tree
+
+        if tps is None:
+            tps = list(range(self.meta["time_settings/ntimepoints"]))
+
+        d = {}
+        for tp in tps:
+            new = flatten_nest(
+                self.extract_tp(tp=tp, tree=tree, **kwargs),
+                to="series",
+                tp=tp,
+            )
+
+            for k in new.keys():
+                n = new[k]
+                d[k] = pd.concat((d.get(k, None), n), axis=1)
+
+        for k in d.keys():
+            indices = ["experiment", "position", "trap", "cell_label"]
+            idx = (
+                indices[-d[k].index.nlevels :]
+                if d[k].index.nlevels > 1
+                else [indices[-2]]
+            )
+            d[k].index.names = idx
+
+            toreturn = d
+
+        if save:
+            self.save_to_hdf(toreturn)
+
+        return toreturn
+
+    def save_to_hdf(self, group_df, path=None):
+        if path is None:
+            path = self.local
+
+        self.writer = Writer(path)
+        for path, df in group_df.items():
+            dset_path = "/extraction/" + path
+            self.writer.write(dset_path, df)
+        self.writer.id_cache.clear()
+
+    def get_meta(self, flds):
+        if not hasattr(flds, "__iter__"):
+            flds = [flds]
+        meta_short = {k.split("/")[-1]: v for k, v in self.meta.items()}
+        return {f: meta_short.get(f, self.default_meta.get(f, None)) for f in flds}
+
+
+### Helpers
+def flatten_nest(nest: dict, to="series", tp: int = None) -> dict:
+    """
+    Convert a nested extraction dict into a dict of series
+    :param nest: dict contained the nested results of extraction
+    :param to: str = 'series' Determine output format, either list or  pd.Series
+    :param tp: int timepoint used to name the series
+    """
+
+    d = {}
+    for k0, v0 in nest.items():
+        for k1, v1 in v0.items():
+            for k2, v2 in v1.items():
+                d["/".join((k0, k1, k2))] = (
+                    pd.Series(*v2, name=tp) if to == "series" else v2
+                )
+
+    return d
+
+
+def fill_tree(tree):
+    if tree is None:
+        return None
+    tree_depth = depth(tree)
+    if depth(tree) < 3:
+        d = {None: {None: {None: []}}}
+        for _ in range(2 - tree_depth):
+            d = d[None]
+        d[None] = tree
+        tree = d
+    return tree
diff --git a/extraction/core/functions/__init__.py b/extraction/core/functions/__init__.py
new file mode 100644
index 00000000..e5a0d9b4
--- /dev/null
+++ b/extraction/core/functions/__init__.py
@@ -0,0 +1 @@
+#!/usr/bin/env python3
diff --git a/extraction/core/functions/cell.py b/extraction/core/functions/cell.py
new file mode 100644
index 00000000..cfbe5626
--- /dev/null
+++ b/extraction/core/functions/cell.py
@@ -0,0 +1,124 @@
+"""
+Base functions to extract information from a single cell
+
+These functions are automatically read, so only add new functions with
+the same arguments as the existing ones.
+
+Input:
+:cell_mask: (x,y) 2-D cell mask
+:trap_image: (x,y) 2-D or (x,y,z) 3-D cell mask
+
+
+np.where is used to cover for cases where z>1
+"""
+import math
+
+import numpy as np
+from scipy import ndimage
+from sklearn.cluster import KMeans
+
+
+def area(cell_mask, trap_image=None):
+    return np.sum(cell_mask, dtype=int)
+
+
+def mean(cell_mask, trap_image):
+    return np.mean(trap_image[np.where(cell_mask)], dtype=float)
+
+
+def median(cell_mask, trap_image):
+    return np.median(trap_image[np.where(cell_mask)])
+
+
+def max2p5pc(cell_mask, trap_image):
+    npixels = cell_mask.sum()
+    top_pixels = int(np.ceil(npixels * 0.025))
+
+    sorted_vals = np.sort(trap_image[np.where(cell_mask)], axis=None)
+    top_vals = sorted_vals[-top_pixels:]
+    max2p5pc = np.mean(top_vals, dtype=float)
+
+    return max2p5pc
+
+
+def max5px(cell_mask, trap_image):
+    sorted_vals = np.sort(trap_image[np.where(cell_mask)], axis=None)
+    top_vals = sorted_vals[-5:]
+    max5px = np.mean(top_vals, dtype=float)
+
+    return max5px
+
+
+def std(cell_mask, trap_image):
+    return np.std(trap_image[np.where(cell_mask)], dtype=float)
+
+
+def k2_top_median(cell_mask, trap_image):
+    # Use kmeans to cluster the contents of a cell in two, return the high median
+    # Useful when a big non-tagged organelle (e.g. vacuole) occupies a big fraction
+    # of the cell
+    if not np.any(cell_mask):
+        return np.nan
+
+    X = trap_image[np.where(cell_mask)].reshape(-1, 1)
+    kmeans = KMeans(n_clusters=2, random_state=0).fit(X)
+    high_clust_id = kmeans.cluster_centers_.argmax()
+    major_cluster = X[kmeans.predict(X) == high_clust_id]
+
+    k2_top_median = np.median(major_cluster, axis=None)
+    return k2_top_median
+
+
+def membraneMax5(cell_mask, trap_image):
+    pass
+
+
+def membraneMedian(cell_mask, trap_image):
+    pass
+
+
+def volume(cell_mask, trap_image=None):
+    """Volume from a cell mask, assuming an ellipse.
+
+    Assumes the mask is the median plane of the ellipsoid.
+    Assumes rotational symmetry around the major axis.
+    """
+    min_ax, maj_ax = min_maj_approximation(cell_mask, trap_image)
+    return (4 * math.pi * min_ax**2 * maj_ax) / 3
+
+
+def conical_volume(cell_mask, trap_image=None):
+    padded = np.pad(cell_mask, 1, mode='constant', constant_values=0)
+    nearest_neighbor = ndimage.morphology.distance_transform_edt(
+        padded == 1) * padded
+    return 4 * (nearest_neighbor.sum())
+
+
+def spherical_volume(cell_mask, trap_image=None):
+    area = cell_mask.sum()
+    r = np.sqrt(area / np.pi)
+    return (4 * np.pi * r**3) / 3
+
+
+def min_maj_approximation(cell_mask, trap_image=None):
+    """Length approximation of minor and major axes of an ellipse from mask.
+
+
+    :param cell_mask:
+    :param trap_image:
+    :return:
+    """
+    padded = np.pad(cell_mask,1, mode='constant', constant_values=0)
+    nn = ndimage.morphology.distance_transform_edt(padded == 1) * padded
+    dn = ndimage.morphology.distance_transform_edt(nn - nn.max()) * padded
+    cone_top = ndimage.morphology.distance_transform_edt(dn == 0) * padded
+    min_ax = np.round(nn.max())
+    maj_ax = np.round(dn.max() + cone_top.sum()/2)
+    return min_ax, maj_ax
+
+
+def eccentricity(cell_mask, trap_image=None):
+    min_ax, maj_ax = min_maj_approximation(cell_mask)
+    return np.sqrt(maj_ax**2 - min_ax**2)/maj_ax
+
+
diff --git a/extraction/core/functions/custom/__init__.py b/extraction/core/functions/custom/__init__.py
new file mode 100644
index 00000000..e5a0d9b4
--- /dev/null
+++ b/extraction/core/functions/custom/__init__.py
@@ -0,0 +1 @@
+#!/usr/bin/env python3
diff --git a/extraction/core/functions/custom/localisation.py b/extraction/core/functions/custom/localisation.py
new file mode 100644
index 00000000..09f9094a
--- /dev/null
+++ b/extraction/core/functions/custom/localisation.py
@@ -0,0 +1,117 @@
+""" How to do the nuc Est Conv from MATLAB
+Based on the code in MattSegCode/Matt Seg
+GUI/@timelapseTraps/extractCellDataStacksParfor.m
+
+Especially lines 342 to  399.
+This part only replicates the method to get the nuc_est_conv values
+"""
+import numpy as np
+import scipy
+import skimage
+
+
+def matlab_style_gauss2D(shape=(3, 3), sigma=0.5):
+    """
+    2D gaussian mask - should give the same result as MATLAB's
+    fspecial('gaussian',[shape],[sigma])
+    """
+    m, n = [(ss - 1.0) / 2.0 for ss in shape]
+    y, x = np.ogrid[-m : m + 1, -n : n + 1]
+    h = np.exp(-(x * x + y * y) / (2.0 * sigma * sigma))
+    h[h < np.finfo(h.dtype).eps * h.max()] = 0
+    sumh = h.sum()
+    if sumh != 0:
+        h /= sumh
+    return h
+
+
+def gauss3D(shape=(3, 3, 3), sigma=(0.5, 0.5, 0.5)):
+    """3D gaussian mask - based on MATLAB's fspecial but made 3D."""
+    m, n, p = [(ss - 1.0) / 2.0 for ss in shape]
+    z, y, x = np.ogrid[-p : p + 1, -m : m + 1, -n : n + 1]
+    sigmax, sigmay, sigmaz = sigma
+    xx = (x ** 2) / (2 * sigmax)
+    yy = (y ** 2) / (2 * sigmay)
+    zz = (z ** 2) / (2 * sigmaz)
+    h = np.exp(-(xx + yy + zz))
+    h[h < np.finfo(h.dtype).eps * h.max()] = 0  # Truncate
+    sumh = h.sum()
+    if sumh != 0:
+        h /= sumh
+    return h
+
+
+def small_peaks_conv(cell_mask, trap_image):
+    cell_fluo = trap_image[cell_mask]
+    # Get the number of pixels in the cell
+    num_cell_fluo = len(np.nonzero(cell_fluo)[0])
+    # Sort cell pixels in descending fluorescence order
+    ratio_overlap = num_cell_fluo * 0.025  # TODO what is this?
+
+    # Small Peak Conv
+    # Convolution parameters
+    conv_matrix = np.zeros((3, 3))
+    # This makes a matrix with zeros in the corners and ones every where else
+    # Basically the minimal disk.
+    conv_matrix[1, :] = 1
+    conv_matrix[:, 1] = 1
+    # Reshape so that it is the size of a fifth of the cell, which is what we
+    # expect the size of the nucleus to be.
+    # TODO directly get a disk of that size?
+    # new_shape = tuple(x * ratio_overlap / 5 for x in conv_matrix.shape)
+    # conv_matrix = scipy.misc.imresize(conv_matrix, new_shape)
+    conv_matrix = skimage.morphology.disk(3 * ratio_overlap / 5)
+    # Apply convolution to the image
+    # TODO maybe rename 'conv_matrix' to 'kernel'
+    fluo_peaks = scipy.signal.convolve(trap_image, conv_matrix, "same")
+    fluo_peaks = fluo_peaks[cell_mask]
+    small_peak_conv = np.max(fluo_peaks)
+    return small_peak_conv
+
+
+def nuc_est_conv(cell_mask, trap_image):
+    """
+    :param cell_mask: the segmentation mask of the cell (filled)
+    :param trap_image: the image for the trap in which the cell is (all
+    channels)
+    """
+    cell_loc = cell_mask  # np.where(cell_mask)[0]
+    cell_fluo = trap_image[cell_mask]
+    num_cell_fluo = len(np.nonzero(cell_fluo)[0])
+
+    # Nuc Est Conv
+    alpha = 0.95
+    approx_nuc_radius = np.sqrt(0.085 * num_cell_fluo / np.pi)
+    chi2inv = scipy.stats.distributions.chi2.ppf(alpha, df=2)
+    sd_est = approx_nuc_radius / np.sqrt(chi2inv)
+
+    nuc_filt_hw = np.ceil(2 * approx_nuc_radius)
+    nuc_filter = matlab_style_gauss2D((2 * nuc_filt_hw + 1,) * 2, sd_est)
+
+    cell_image = trap_image - np.median(cell_fluo)
+    cell_image[~cell_loc] = 0
+
+    nuc_conv = scipy.signal.convolve(cell_image, nuc_filter, "same")
+    nuc_est_conv = np.max(nuc_conv)
+    nuc_est_conv /= np.sum(nuc_filter ** 2) * alpha * np.pi * chi2inv * sd_est ** 2
+    return nuc_est_conv
+
+
+def nuc_conv_3d(cell_mask, trap_image, pixel_size=0.23, spacing=0.6):
+    cell_mask = np.dstack([cell_mask] * trap_image.shape[-1])
+    ratio = spacing / pixel_size
+    cell_fluo = trap_image[cell_mask]
+    num_cell_fluo = len(np.nonzero(cell_fluo)[0])
+    # Nuc Est Conv
+    alpha = 0.95
+    approx_nuc_radius = np.sqrt(0.085 * num_cell_fluo / np.pi)
+    chi2inv = scipy.stats.distributions.chi2.ppf(alpha, df=2)
+    sd_est = approx_nuc_radius / np.sqrt(chi2inv)
+    nuc_filt_hw = np.ceil(2 * approx_nuc_radius)
+    nuc_filter = gauss3D((2 * nuc_filt_hw + 1,) * 3, (sd_est, sd_est, sd_est * ratio))
+    cell_image = trap_image - np.median(cell_fluo)
+    cell_image[~cell_mask] = 0
+    nuc_conv = scipy.signal.convolve(cell_image, nuc_filter, "same")
+    nuc_est_conv = np.max(nuc_conv)
+    nuc_est_conv /= np.sum(nuc_filter ** 2) * alpha * np.pi * chi2inv * sd_est ** 2
+    return nuc_est_conv
diff --git a/extraction/core/functions/defaults.py b/extraction/core/functions/defaults.py
new file mode 100644
index 00000000..7bd673a0
--- /dev/null
+++ b/extraction/core/functions/defaults.py
@@ -0,0 +1,67 @@
+# File with defaults for ease of use
+from typing import Union
+from pathlib import PosixPath, Path
+import json
+
+
+def exparams_from_meta(meta: Union[dict, PosixPath, str], extras=["ph"]):
+    """
+    Obtain parameters from metadata of hdf5 file
+    """
+    meta = meta if isinstance(meta, dict) else load_attributes(meta)
+    base = {
+        "tree": {"general": {"None": ["area", "volume"]}},
+        "multichannel_ops": {},
+    }
+
+    av_channels = {
+        "Citrine",
+        "GFP",
+        "GFPFast",
+        "mCherry",
+        "pHluorin405",
+        "Flavin",
+        "Cy5",
+        "mKO2",
+    }
+
+    default_reductions = {"np_max"}
+    default_metrics = {"mean", "median", "imBackground", "max2p5pc"}
+    default_rm = {r: default_metrics for r in default_reductions}
+
+    av_flch = av_channels.intersection(meta["channels/channel"]).difference(
+        {"Brightfield, DIC"}
+    )
+
+    for ch in av_flch:
+        base["tree"][ch] = default_rm
+
+    base["sub_bg"] = av_flch
+
+    # Additional extraction
+    if "ph" in extras and {"pHluorin405", "GFPFast"}.issubset(av_flch):
+
+        sets = {
+            b + a: (x, y)
+            for a, x in zip(
+                ["", "_bgsub"],
+                (
+                    ["GFPFast", "pHluorin405"],
+                    ["GFPFast_bgsub", "pHluorin405_bgsub"],
+                ),
+            )
+            for b, y in zip(["em_ratio", "gsum"], ["div0", "np_add"])
+        }
+        for i, v in sets.items():
+            base["multichannel_ops"][i] = [
+                *v,
+                default_rm,
+            ]
+
+    return base
+
+
+def load_attributes(file: str, group="/"):
+    with h5py.File(file, "r") as f:
+        meta = dict(f[group].attrs.items())
+    return meta
diff --git a/extraction/core/functions/distributors.py b/extraction/core/functions/distributors.py
new file mode 100644
index 00000000..c0b8253c
--- /dev/null
+++ b/extraction/core/functions/distributors.py
@@ -0,0 +1,24 @@
+import numpy as np
+
+
+def trap_apply(cell_fun, cell_masks, trap_image, **kwargs):
+    """
+    Apply a cell_function to a mask, trap_image pair
+
+    :param cell_fun: function to apply to a cell (from extraction/cell.py)
+    :param cell_masks: (numpy 3d array) cells' segmentation mask
+    :param trap_image: the image for the trap in which the cell is (all
+    channels)
+    :**kwargs: parameters to pass if needed for custom functions
+    """
+
+    cells_iter = (*range(cell_masks.shape[2]),)
+    return [cell_fun(cell_masks[..., i], trap_image, **kwargs) for i in cells_iter]
+
+
+def reduce_z(trap_image, fun):
+    # Optimise the reduction function if possible
+    if isinstance(fun, np.ufunc):
+        return fun.reduce(trap_image, axis=2)
+    else:
+        return np.apply_along_axis(fun, 2, trap_image)
diff --git a/extraction/core/functions/io.py b/extraction/core/functions/io.py
new file mode 100644
index 00000000..3f146d1c
--- /dev/null
+++ b/extraction/core/functions/io.py
@@ -0,0 +1,12 @@
+from yaml import load, dump
+
+
+def dict_to_yaml(d, f):
+    with open(f, "w") as f:
+        dump(d, f)
+
+
+def add_attrs(hdfile, path, files):
+    group = hdfile.create_group(path)
+    for k, v in files:
+        group.attrs[k] = v
diff --git a/extraction/core/functions/loaders.py b/extraction/core/functions/loaders.py
new file mode 100644
index 00000000..7196574f
--- /dev/null
+++ b/extraction/core/functions/loaders.py
@@ -0,0 +1,66 @@
+import numpy as np
+from inspect import getmembers, isfunction, getargspec
+from extraction.core.functions import cell, trap
+from extraction.core.functions.custom import localisation
+from extraction.core.functions.math import div0
+from extraction.core.functions.distributors import trap_apply
+
+
+def load_cellfuns_core():
+    # Generate str -> trap_function dict from functions in core.cell
+    return {f[0]: f[1] for f in getmembers(cell) if isfunction(f[1])}
+
+
+def load_custom_args():
+    """
+    Load custom functions. If they have extra arguments also load these
+    """
+    funs = {f[0]: f[1] for f in getmembers(localisation) if isfunction(f[1])}
+    args = {
+        k: getargspec(v).args[2:]
+        for k, v in funs.items()
+        if set(["cell_mask", "trap_image"]).intersection(getargspec(v).args)
+    }
+
+    return ({k: funs[k] for k in args.keys()}, {k: v for k, v in args.items() if v})
+
+
+def load_cellfuns():
+    # Generate str -> trap_function dict from core.cell and core.trap functions
+    cell_funs = load_cellfuns_core()
+    CELLFUNS = {}
+    for k, f in cell_funs.items():
+        if isfunction(f):
+
+            def tmp(f):
+                return lambda m, img: trap_apply(f, m, img)
+
+            CELLFUNS[k] = tmp(f)
+    return CELLFUNS
+
+
+def load_trapfuns():
+    TRAPFUNS = {f[0]: f[1] for f in getmembers(trap) if isfunction(f[1])}
+    return TRAPFUNS
+
+
+def load_funs():
+    CELLFUNS = load_cellfuns()
+    TRAPFUNS = load_trapfuns()
+
+    return CELLFUNS, TRAPFUNS, {**TRAPFUNS, **CELLFUNS}
+
+
+def load_redfuns():  # TODO make defining reduction functions more flexible
+    RED_FUNS = {
+        "np_max": np.maximum,
+        "np_mean": np.mean,
+        "np_median": np.median,
+        "None": None,
+    }
+    return RED_FUNS
+
+
+def load_mergefuns():
+    MERGE_FUNS = {"div0": div0, "np_add": np.add}
+    return MERGE_FUNS
diff --git a/extraction/core/functions/math.py b/extraction/core/functions/math.py
new file mode 100644
index 00000000..95c1add8
--- /dev/null
+++ b/extraction/core/functions/math.py
@@ -0,0 +1,15 @@
+import numpy as np
+
+
+def div0(a, b, fill=0):
+    """a / b, divide by 0 -> `fill`
+    div0( [-1, 0, 1], 0, fill=np.nan) -> [nan nan nan]
+    div0( 1, 0, fill=np.inf ) -> inf
+    """
+    with np.errstate(divide="ignore", invalid="ignore"):
+        c = np.true_divide(a, b)
+    if np.isscalar(c):
+        return c if np.isfinite(c) else fill
+    else:
+        c[~np.isfinite(c)] = fill
+        return c
diff --git a/extraction/core/functions/trap.py b/extraction/core/functions/trap.py
new file mode 100644
index 00000000..483f97d8
--- /dev/null
+++ b/extraction/core/functions/trap.py
@@ -0,0 +1,16 @@
+## Trap-wise calculations
+
+import numpy as np
+
+
+def imBackground(cell_masks, trap_image):
+    '''
+    :param cell_masks: (numpy 3d array) cells' segmentation mask
+    :param trap_image: the image for the trap in which the cell is (all
+    channels)
+    '''
+    if not len(cell_masks):
+        cell_masks = np.zeros_like(trap_image)
+
+    background = ~cell_masks.sum(axis=2).astype(bool)
+    return (np.median(trap_image[np.where(background)]))
diff --git a/extraction/core/functions/utils.py b/extraction/core/functions/utils.py
new file mode 100644
index 00000000..dcae68c9
--- /dev/null
+++ b/extraction/core/functions/utils.py
@@ -0,0 +1,19 @@
+from collections import deque
+
+
+def depth(d):
+    """
+    Copied from https://stackoverflow.com/a/23499088
+
+    Used to determine the depth of our config trees and fill them
+    """
+    queue = deque([(id(d), d, 1)])
+    memo = set()
+    while queue:
+        id_, o, level = queue.popleft()
+        if id_ in memo:
+            continue
+        memo.add(id_)
+        if isinstance(o, dict):
+            queue += ((id(v), v, level + 1) for v in o.values())
+    return level
diff --git a/extraction/core/functions/versioning.py b/extraction/core/functions/versioning.py
new file mode 100644
index 00000000..222126ef
--- /dev/null
+++ b/extraction/core/functions/versioning.py
@@ -0,0 +1,12 @@
+import git
+import pkg_resources
+
+
+def get_sha():
+    repo = git.Repo(search_parent_directories=True)
+    sha = repo.head.object.hexsha
+    return sha
+
+
+def get_version(pkg="extraction"):
+    return pkg_resources.require(pkg)[0].version
diff --git a/extraction/core/lineage.py b/extraction/core/lineage.py
new file mode 100644
index 00000000..d8876a88
--- /dev/null
+++ b/extraction/core/lineage.py
@@ -0,0 +1,31 @@
+from copy import copy
+
+def reassign_mo_bud(mo_bud, trans):
+    """
+    Update mother_bud dictionary using another dict with tracks joined
+
+    input
+    :param mo_bud: dict with mother's ids as keys and daughters' as values
+    :param trans: dict of joint tracks where moved track -> static track
+
+    output
+    mo_bud with updated cell ids
+    """
+
+    val2lst = lambda x: [j for i in x.values() for j in i]
+
+    bud_inter=set(val2lst(mo_bud)).intersection(trans.keys())
+
+    # translate daughters
+    mo_bud = copy(mo_bud)
+    for k,das in mo_bud.items():
+        for da in bud_inter.intersection(das):
+            mo_bud[k][mo_bud[k].index(da)] = trans[da]
+
+    # translate mothers
+    mo_inter = set(mo_bud.keys()).intersection(trans.keys())
+    for k in mo_inter:
+        mo_bud[trans[k]] = mo_bud.get(trans[k], []) + mo_bud[k]
+        del mo_bud[k]
+
+    return mo_bud
diff --git a/extraction/core/omero.py b/extraction/core/omero.py
new file mode 100644
index 00000000..cd59ce75
--- /dev/null
+++ b/extraction/core/omero.py
@@ -0,0 +1,27 @@
+from tqdm import tqdm
+
+from omero.gateway import BlitzGateway
+
+# Helper funs
+def connect_omero():
+    conn = BlitzGateway(*get_creds(), host='islay.bio.ed.ac.uk', port=4064)
+    conn.connect()
+    return conn
+
+def get_creds():
+   return('upload',
+          '***REMOVED***', #OMERO Password
+   )
+
+def download_file(f):
+    """
+    Download file in chunks using FileWrapper object
+    """
+    desc = 'Downloading ' + f.getFileName() + \
+        ' (' + str(round(f.getFileSize()/1000**2, 2)) + 'Mb)'
+
+    down_file = bytearray()
+    for c in tqdm(f.getFileInChunks(), desc=desc):
+        down_file += c
+
+    return down_file
diff --git a/extraction/core/tracks.py b/extraction/core/tracks.py
new file mode 100644
index 00000000..71002b72
--- /dev/null
+++ b/extraction/core/tracks.py
@@ -0,0 +1,498 @@
+'''
+Functions to process, filter and merge tracks.
+'''
+
+# from collections import Counter
+
+from copy import copy
+from typing import Union, List
+
+import numpy as np
+import pandas as pd
+
+from scipy.signal   import savgol_filter
+# from scipy.optimize import linear_sum_assignment
+# from scipy.optimize import curve_fit
+
+from matplotlib import pyplot as plt
+
+def load_test_dset():
+    # Load development dataset to test functions
+    return pd.DataFrame({('a',1,1):[2, 5, np.nan, 6,8] + [np.nan] * 5,
+                         ('a',1,2):list(range(2,12)),
+                         ('a',1,3):[np.nan] * 8 + [6,7],
+                         ('a',1,4):[np.nan] * 5 + [9,12,10,14,18]},
+                        index=range(1,11)).T
+
+def get_ntps(track:pd.Series) -> int:
+    # Get number of timepoints
+    indices = np.where(track.notna())
+    return np.max(indices) - np.min(indices)
+
+
+def get_tracks_ntps(tracks:pd.DataFrame) -> pd.Series:
+    return tracks.apply(get_ntps, axis=1)
+
+def get_avg_gr(track:pd.Series) -> int:
+    '''
+    Get average growth rate for a track.
+
+    :param tracks: Series with volume and timepoints as indices
+    '''
+    ntps = get_ntps(track)
+    vals = track.dropna().values
+    gr = (vals[-1] - vals[0] )/ ntps
+    return gr
+
+
+def get_avg_grs(tracks:pd.DataFrame) -> pd.DataFrame:
+    '''
+    Get average growth rate for a group of tracks
+
+    :param tracks: (m x n) dataframe where rows are cell tracks and
+        columns are timepoints
+    '''
+    return tracks.apply(get_avg_gr, axis=1)
+
+
+def clean_tracks(tracks, min_len:int=6, min_gr:float=0.5) -> pd.DataFrame:
+    '''
+    Clean small non-growing tracks and return the reduced dataframe
+
+    :param tracks: (m x n) dataframe where rows are cell tracks and
+        columns are timepoints
+    :param min_len: int number of timepoints cells must have not to be removed
+    :param min_gr: float Minimum mean growth rate to assume an outline is growing
+    '''
+    ntps = get_tracks_ntps(tracks)
+    grs = get_avg_grs(tracks)
+
+    growing_long_tracks = tracks.loc[(ntps >= min_len) & (grs > min_gr)]
+
+    return (growing_long_tracks)
+
+def merge_tracks(tracks, drop=False, **kwargs) -> pd.DataFrame:
+    '''
+    Join tracks that are contiguous and within a volume threshold of each other
+
+    :param tracks: (m x n) dataframe where rows are cell tracks and
+        columns are timepoints
+    :param kwargs: args passed to get_joinable
+
+    returns
+
+    :joint_tracks: (m x n) Dataframe where rows are cell tracks and
+        columns are timepoints. Merged tracks are still present but filled
+        with np.nans.
+    '''
+
+    # calculate tracks that can be merged until no more traps can be merged
+    joinable_pairs = get_joinable(tracks, **kwargs)
+    if joinable_pairs:
+        tracks = join_tracks(tracks, joinable_pairs, drop=drop)
+    joint_ids = get_joint_ids(joinable_pairs)
+
+    return (tracks, joint_ids)
+
+
+def get_joint_ids(merging_seqs) -> dict:
+    '''
+    Convert a series of merges into a dictionary where
+    the key is the cell_id of destination and the value a list
+    of the other track ids that were merged into the key
+
+    :param merging_seqs: list of tuples of indices indicating the
+    sequence of merging events. It is important for this to be in sequential order
+
+    How it works:
+
+    The order of merging matters for naming, always the leftmost track will keep the id
+
+    For example, having tracks (a, b, c, d) and the iterations of merge events:
+
+    0 a b c d
+    1 a b cd
+    2 ab cd
+    3 abcd
+
+    We shold get:
+
+    output {a:a, b:a, c:a, d:a}
+
+    '''
+    targets, origins = list(zip(*merging_seqs))
+    static_tracks = set(targets).difference(origins)
+
+    joint = {track_id: track_id for track_id in static_tracks}
+    for target, origin in merging_seqs:
+        joint[origin] = target
+
+    moved_target = [k for k,v in joint.items() \
+                      if joint[v]!=v and v in joint.values()]
+
+    for orig in moved_target:
+        joint[orig] = rec_bottom(joint, orig)
+
+    return {k:v for k,v in joint.items() if k!=v} # remove ids that point to themselves
+
+def rec_bottom(d, k):
+    if d[k] == k:
+        return k
+    else:
+        return rec_bottom(d, d[k])
+
+def join_tracks(tracks, joinable_pairs, drop=False) -> pd.DataFrame:
+    '''
+    Join pairs of tracks from later tps towards the start.
+
+    :param tracks: (m x n) dataframe where rows are cell tracks and
+        columns are timepoints
+
+    returns (copy)
+
+    :param joint_tracks: (m x n) Dataframe where rows are cell tracks and
+        columns are timepoints. Merged tracks are still present but filled
+        with np.nans.
+    :param drop: bool indicating whether or not to drop moved rows
+
+    '''
+
+
+    tmp = copy(tracks)
+    for target, source in joinable_pairs:
+        tmp.loc[target] = join_track_pairs(tmp.loc[target], tmp.loc[source])
+
+        if drop:
+            tmp = tmp.drop(source)
+
+    return (tmp)
+
+def join_track_pairs(track1, track2):
+    tmp = copy(track1)
+    tmp.loc[track2.dropna().index] = track2.dropna().values
+
+    return tmp
+
+def get_joinable(tracks, smooth=False, tol=0.1, window=5, degree=3) -> dict:
+    '''
+    Get the pair of track (without repeats) that have a smaller error than the
+    tolerance. If there is a track that can be assigned to two or more other
+    ones, it chooses the one with a lowest error.
+
+    :param tracks: (m x n) dataframe where rows are cell tracks and
+        columns are timepoints
+    :param tol: float or int threshold of average (prediction error/std) necessary
+        to consider two tracks the same. If float is fraction of first track,
+        if int it is absolute units.
+    :param window: int value of window used for savgol_filter
+    :param degree: int value of polynomial degree passed to savgol_filter
+
+    '''
+
+    tracks.index.names = ['pos', 'trap', 'cell'] #TODO remove this once it is integrated in the tracker
+    # contig=tracks.groupby(['pos','trap']).apply(tracks2contig)
+    clean = clean_tracks(tracks, min_len=window+1, min_gr = 0.9) # get useful tracks
+    contig=clean.groupby(['pos','trap']).apply(get_contiguous_pairs)
+    contig = contig.loc[contig.apply(len) > 0]
+    # candict = {k:v for d in contig.values for k,v in d.items()}
+
+    # smooth all relevant tracks
+
+    linear=set([k for v in contig.values for i in v for j in i for k in j])
+    if smooth: # Apply savgol filter TODO fix nans affecting edge placing
+        savgol_on_srs = lambda x: non_uniform_savgol(x.index, x.values,
+                                            window, degree)
+        smoothed_tracks = clean.loc[linear].apply(savgol_on_srs,1)
+    else:
+        smoothed_tracks = clean.loc[linear].apply(lambda x: np.array(x.values), axis=1)
+
+    # fetch edges from ids TODO (IF necessary, here we can compare growth rates)
+    idx_to_edge = lambda preposts: [([get_val(smoothed_tracks.loc[pre],-1) for pre in pres],
+                            [get_val(smoothed_tracks.loc[post],0) for post in posts])
+                            for pres, posts in preposts]
+    edges = contig.apply(idx_to_edge)
+
+    closest_pairs = edges.apply(get_vec_closest_pairs, tol=tol)
+
+    #match local with global ids
+    joinable_ids = [localid_to_idx(closest_pairs.loc[i], contig.loc[i])\
+                    for i in closest_pairs.index]
+
+    return [pair for pairset in joinable_ids for pair in pairset]
+
+get_val = lambda x, n: x[~np.isnan(x)][n] if len(x[~np.isnan(x)]) else np.nan
+
+
+def localid_to_idx(local_ids, contig_trap):
+    """Fetch then original ids from a nested list with joinable local_ids
+
+    input
+    :param local_ids: list of list of pairs with cell ids to be joint
+    :param local_ids: list of list of pairs with corresponding cell ids
+
+    return
+    list of pairs with (experiment-level) ids to be joint
+    """
+    lin_pairs = []
+    for i,pairs in enumerate(local_ids):
+        if len(pairs):
+            for left,right in pairs:
+                lin_pairs.append((contig_trap[i][0][left],
+                                  contig_trap[i][1][right]))
+    return lin_pairs
+
+def get_vec_closest_pairs(lst:List, **kwags):
+    return [get_closest_pairs(*l, **kwags) for l in lst]
+
+def get_closest_pairs(pre:List[float], post:List[float], tol:Union[float,int]=1):
+    """Calculate a cost matrix the Hungarian algorithm to pick the best set of
+    options
+
+    input
+    :param pre: list of floats with edges on left
+    :param post: list of floats with edges on right
+    :param tol: int or float if int metrics of tolerance, if float fraction
+
+    returns
+    :: list of indices corresponding to the best solutions for matrices
+
+    """
+    if len(pre) > len(post):
+        dMetric = np.abs(np.subtract.outer(post,pre))
+    else:
+        dMetric = np.abs(np.subtract.outer(pre,post))
+    # dMetric[np.isnan(dMetric)] = tol + 1 + np.nanmax(dMetric) # nans will be filtered
+    # ids = linear_sum_assignment(dMetric)
+    dMetric[np.isnan(dMetric)] = tol + 1 + np.nanmax(dMetric) # nans will be filtered
+
+    ids = solve_matrix(dMetric)
+    if not len(ids[0]):
+        return []
+
+    norm = np.array(pre)[ids[len(pre)>len(post)]] if tol<1 else 1 # relative or absolute tol
+    result = dMetric[ids]/norm
+    ids = ids if len(pre)<len(post) else ids[::-1]
+
+    return [idx for idx,res in zip(zip(*ids), result) if res < tol]
+
+def solve_matrix(dMetric):
+    """
+    Solve cost matrix focusing on getting the smallest cost at each iteration.
+
+    input
+    :param dMetric: np.array cost matrix
+
+    returns
+    tuple of np.arrays indicating picks with lowest individual value
+    """
+    glob_is = []
+    glob_js = []
+    if (~np.isnan(dMetric)).any():
+        tmp = copy(dMetric )
+        std = sorted(tmp[~np.isnan(tmp)])
+        while (~np.isnan(std)).any():
+            v = std[0]
+            i_s,j_s = np.where(tmp==v)
+            i = i_s[0]
+            j = j_s[0]
+            tmp[i,:]+= np.nan
+            tmp[:,j]+= np.nan
+            glob_is.append(i)
+            glob_js.append(j)
+
+            std = sorted(tmp[~np.isnan(tmp)])
+
+
+    return (np.array( glob_is ), np.array( glob_js ))
+
+def plot_joinable(tracks, joinable_pairs, max=64):
+    """
+    Convenience plotting function for debugging and data vis
+    """
+
+    nx=8
+    ny=8
+    _, axes = plt.subplots(nx,ny)
+    for i in range(nx):
+        for j in range(ny):
+            if i*ny+j < len(joinable_pairs):
+                ax = axes[i, j]
+                pre, post = joinable_pairs[i * ny + j]
+                pre_srs = tracks.loc[pre].dropna()
+                post_srs = tracks.loc[post].dropna()
+                ax.plot(pre_srs.index, pre_srs.values , 'b')
+                # try:
+                #     totrange = np.arange(pre_srs.index[0],post_srs.index[-1])
+                #     ax.plot(totrange, interpolate(pre_srs, totrange), 'r-')
+                # except:
+                #     pass
+                ax.plot(post_srs.index, post_srs.values, 'g')
+
+    plt.show()
+
+def get_contiguous_pairs(tracks: pd.DataFrame) -> list:
+    '''
+    Get all pair of contiguous track ids from a tracks dataframe.
+
+    :param tracks: (m x n) dataframe where rows are cell tracks and
+        columns are timepoints
+    :param min_dgr: float minimum difference in growth rate from the interpolation
+    '''
+    # indices = np.where(tracks.notna())
+
+
+    mins, maxes = [tracks.notna().apply(np.where, axis=1).apply(fn)
+                   for fn in (np.min, np.max)]
+
+    mins_d = mins.groupby(mins).apply(lambda x: x.index.tolist())
+    mins_d.index = mins_d.index - 1 # make indices equal
+    maxes_d = maxes.groupby(maxes).apply(lambda x: x.index.tolist())
+
+    common = sorted(set(mins_d.index).intersection(maxes_d.index), reverse=True)
+
+    return [(maxes_d[t], mins_d[t]) for t in common]
+
+# def fit_track(track: pd.Series, obj=None):
+#     if obj is None:
+#         obj = objective
+
+#     x = track.dropna().index
+#     y = track.dropna().values
+#     popt, _ = curve_fit(obj, x, y)
+
+#     return popt
+
+# def interpolate(track, xs) -> list:
+#     '''
+#     Interpolate next timepoint from a track
+
+#     :param track: pd.Series of volume growth over a time period
+#     :param t: int timepoint to interpolate
+#     '''
+#     popt = fit_track(track)
+#     # perr = np.sqrt(np.diag(pcov))
+#     return objective(np.array(xs), *popt)
+
+
+# def objective(x,a,b,c,d) -> float:
+#     # return (a)/(1+b*np.exp(c*x))+d
+#     return (((x+d)*a)/((x+d)+b))+c
+
+# def cand_pairs_to_dict(candidates):
+#     d={x:[] for x,_ in candidates}
+#     for x,y in candidates:
+#         d[x].append(y)
+#     return d
+
+
+def non_uniform_savgol(x, y, window, polynom):
+    """
+    Applies a Savitzky-Golay filter to y with non-uniform spacing
+    as defined in x
+
+    This is based on https://dsp.stackexchange.com/questions/1676/savitzky-golay-smoothing-filter-for-not-equally-spaced-data
+    The borders are interpolated like scipy.signal.savgol_filter would do
+
+    source: https://dsp.stackexchange.com/a/64313
+
+    Parameters
+    ----------
+    x : array_like
+        List of floats representing the x values of the data
+    y : array_like
+        List of floats representing the y values. Must have same length
+        as x
+    window : int (odd)
+        Window length of datapoints. Must be odd and smaller than x
+    polynom : int
+        The order of polynom used. Must be smaller than the window size
+
+    Returns
+    -------
+    np.array of float
+        The smoothed y values
+    """
+    if len(x) != len(y):
+        raise ValueError('"x" and "y" must be of the same size')
+
+    if len(x) < window:
+        raise ValueError('The data size must be larger than the window size')
+
+    if type(window) is not int:
+        raise TypeError('"window" must be an integer')
+
+    if window % 2 == 0:
+        raise ValueError('The "window" must be an odd integer')
+
+    if type(polynom) is not int:
+        raise TypeError('"polynom" must be an integer')
+
+    if polynom >= window:
+        raise ValueError('"polynom" must be less than "window"')
+
+    half_window = window // 2
+    polynom += 1
+
+    # Initialize variables
+    A = np.empty((window, polynom))     # Matrix
+    tA = np.empty((polynom, window))    # Transposed matrix
+    t = np.empty(window)                # Local x variables
+    y_smoothed = np.full(len(y), np.nan)
+
+    # Start smoothing
+    for i in range(half_window, len(x) - half_window, 1):
+        # Center a window of x values on x[i]
+        for j in range(0, window, 1):
+            t[j] = x[i + j - half_window] - x[i]
+
+        # Create the initial matrix A and its transposed form tA
+        for j in range(0, window, 1):
+            r = 1.0
+            for k in range(0, polynom, 1):
+                A[j, k] = r
+                tA[k, j] = r
+                r *= t[j]
+
+        # Multiply the two matrices
+        tAA = np.matmul(tA, A)
+
+        # Invert the product of the matrices
+        tAA = np.linalg.inv(tAA)
+
+        # Calculate the pseudoinverse of the design matrix
+        coeffs = np.matmul(tAA, tA)
+
+        # Calculate c0 which is also the y value for y[i]
+        y_smoothed[i] = 0
+        for j in range(0, window, 1):
+            y_smoothed[i] += coeffs[0, j] * y[i + j - half_window]
+
+        # If at the end or beginning, store all coefficients for the polynom
+        if i == half_window:
+            first_coeffs = np.zeros(polynom)
+            for j in range(0, window, 1):
+                for k in range(polynom):
+                    first_coeffs[k] += coeffs[k, j] * y[j]
+        elif i == len(x) - half_window - 1:
+            last_coeffs = np.zeros(polynom)
+            for j in range(0, window, 1):
+                for k in range(polynom):
+                    last_coeffs[k] += coeffs[k, j] * y[len(y) - window + j]
+
+    # Interpolate the result at the left border
+    for i in range(0, half_window, 1):
+        y_smoothed[i] = 0
+        x_i = 1
+        for j in range(0, polynom, 1):
+            y_smoothed[i] += first_coeffs[j] * x_i
+            x_i *= x[i] - x[half_window]
+
+    # Interpolate the result at the right border
+    for i in range(len(x) - half_window, len(x), 1):
+        y_smoothed[i] = 0
+        x_i = 1
+        for j in range(0, polynom, 1):
+            y_smoothed[i] += last_coeffs[j] * x_i
+            x_i *= x[i] - x[-half_window - 1]
+
+    return y_smoothed
diff --git a/extraction/examples/argo.py b/extraction/examples/argo.py
new file mode 100644
index 00000000..d361c1ac
--- /dev/null
+++ b/extraction/examples/argo.py
@@ -0,0 +1,39 @@
+# Example of argo experiment explorer
+from agora.argo import Argo
+from extraction.core.extractor import Extractor
+from extraction.core.parameters import Parameters
+from extraction.core.functions.defaults import get_params
+
+argo = Argo()
+argo.load()
+# argo.channels("GFP")
+argo.tags(["Alan"])
+argo.complete()
+# argo.cExperiment()
+# argo.tiler_cells()
+
+# params = Parameters(**get_params("batman_ph_dual_fast"))
+
+
+# def try_extract(d):
+#     try:
+#         params = Parameters(**get_params("batman_ph_dual_fast"))
+#         ext = Extractor(params, source=d.getId())
+#         ext.load_tiler_cells()
+#         ext.process_experiment()
+#         print(d.getId(), d.getName(), "Experiment processed")
+#         return True
+#     except:
+#         print(d.getId(), d.getName(), "Experiment not processed")
+
+#         return False
+
+
+# from multiprocessing.dummy import Pool as ThreadPool
+
+# pool = ThreadPool(4)
+# results = pool.map(try_extract, argo.dsets)
+# import pickle
+
+# with open("results.pkl", "wb") as f:
+#     pickle.dump(results, f)
diff --git a/extraction/examples/data.py b/extraction/examples/data.py
new file mode 100644
index 00000000..949d3182
--- /dev/null
+++ b/extraction/examples/data.py
@@ -0,0 +1,108 @@
+"""
+Functions to load and reshape examples for extraction development
+
+The basic format for data will be pair data/masks pairs. Data will be
+assumed to be a single slide, given that this reduction is expected
+to happen beforehand.
+
+The most basic functions were copied from Swain Lab's baby module,
+specifically baby/io.py
+"""
+
+import os
+import json
+import re
+
+from pathlib import Path
+from itertools import groupby
+from typing import Callable
+
+import numpy as np
+import random
+from imageio import imread
+
+from extraction.core.functions.distributors import reduce_z
+
+
+def load_tiled_image(filename):
+    tImg = imread(filename)
+    info = json.loads(tImg.meta.get("Description", "{}"))
+    tw, th = info.get("tilesize", tImg.shape[0:2])
+    nt = info.get("ntiles", 1)
+    nr, nc = info.get("layout", (1, 1))
+    nc_final_row = np.mod(nt, nc)
+    img = np.zeros((tw, th, nt), dtype=tImg.dtype)
+    for i in range(nr):
+        i_nc = nc_final_row if i + 1 == nr and nc_final_row > 0 else nc
+        for j in range(i_nc):
+            ind = i * nc + j
+            img[:, :, ind] = tImg[i * tw : (i + 1) * tw, j * th : (j + 1) * th]
+    return img, info
+
+
+def load_paired_images(filenames, typeA="Brightfield", typeB="segoutlines"):
+    re_imlbl = re.compile(r"^(.*)_(" + typeA + r"|" + typeB + r")\.png$")
+    # For groupby to work, the list needs to be sorted; also has the side
+    # effect of ensuring filenames is no longer a generator
+    filenames = sorted(filenames)
+    matches = [re_imlbl.match(f.name) for f in filenames]
+    valid = filter(lambda m: m[0], zip(matches, filenames))
+    grouped = {
+        k: {m.group(2): f for m, f in v}
+        for k, v in groupby(valid, key=lambda m: m[0].group(1))
+    }
+    valid = [set(v.keys()).issuperset({typeA, typeB}) for v in grouped.values()]
+    if not all(valid):
+        raise Exception
+    return {
+        l: {t: load_tiled_image(f) for t, f in g.items()} for l, g in grouped.items()
+    }
+
+
+def load(path=None):
+    """
+    Loads annotated pngs into memory. Only designed for GFP and brightfield.
+
+    input
+    :path: Folder used to look for images
+
+    returns
+    list of dictionaries containing GFP, Brightfield and segoutlines channel
+    """
+    if path is None:
+        path = Path(os.path.dirname(os.path.realpath(__file__))) / Path("pairs_data")
+
+    image_dir = Path(path)
+    channels = ["Brightfield", "GFP"]
+    imset = {"segoutlines": {}}
+    for ch in channels:
+        imset[ch] = {}
+        pos = load_paired_images(image_dir.glob("*.png"), typeA=ch)
+        for key, img in pos.items():
+            imset[ch][key] = img[ch][0]
+            imset["segoutlines"][key] = img["segoutlines"][0].astype(bool)
+
+    return [{ch: imset[ch][pos] for ch in imset.keys()} for pos in pos.keys()]
+
+
+def load_1z(fun: Callable = np.maximum, path: str = None):
+    """
+    ---
+        fun: Function used to reduce the multiple stacks
+        path: Path to pass to load function
+
+
+    """
+    dsets = load(path=path)
+    dsets_1z = []
+    for dset in dsets:
+        tmp = {}
+        for ch, img in dset.items():
+            if ch == "segoutlines":
+                tmp[ch] = img
+            else:
+                tmp[ch] = reduce_z(img, fun)
+
+        dsets_1z.append(tmp)
+
+    return dsets_1z
diff --git a/extraction/examples/pairs_data/pos010_trap001_tp0001_Brightfield.png b/extraction/examples/pairs_data/pos010_trap001_tp0001_Brightfield.png
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diff --git a/extraction/examples/pairs_data/pos010_trap001_tp0001_GFP.png b/extraction/examples/pairs_data/pos010_trap001_tp0001_GFP.png
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diff --git a/extraction/examples/pairs_data/pos010_trap001_tp0001_segoutlines.png b/extraction/examples/pairs_data/pos010_trap001_tp0001_segoutlines.png
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diff --git a/extraction/examples/pairs_data/pos010_trap050_tp0001_Brightfield.png b/extraction/examples/pairs_data/pos010_trap050_tp0001_Brightfield.png
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diff --git a/extraction/examples/pairs_data/pos010_trap050_tp0001_GFP.png b/extraction/examples/pairs_data/pos010_trap050_tp0001_GFP.png
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diff --git a/extraction/examples/pairs_data/pos010_trap050_tp0001_segoutlines.png b/extraction/examples/pairs_data/pos010_trap050_tp0001_segoutlines.png
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diff --git a/extraction/examples/pairs_data/pos010_trap081_tp0001_Brightfield.png b/extraction/examples/pairs_data/pos010_trap081_tp0001_Brightfield.png
new file mode 100644
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diff --git a/extraction/examples/pairs_data/pos010_trap081_tp0001_GFP.png b/extraction/examples/pairs_data/pos010_trap081_tp0001_GFP.png
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diff --git a/extraction/examples/pairs_data/pos010_trap081_tp0001_segoutlines.png b/extraction/examples/pairs_data/pos010_trap081_tp0001_segoutlines.png
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diff --git a/extraction/examples/pos_example.py b/extraction/examples/pos_example.py
new file mode 100644
index 00000000..f535c9cd
--- /dev/null
+++ b/extraction/examples/pos_example.py
@@ -0,0 +1,20 @@
+from extraction.core.parameters import Parameters
+from extraction.core.extractor import Extractor
+import numpy as np
+
+params = Parameters(
+    tree={
+        "general": {"None": ["area"]},
+        "GFPFast": {"np_max": ["mean", "median", "imBackground"]},
+        "pHluorin405": {"np_max": ["mean", "median", "imBackground"]},
+        "mCherry": {
+            "np_max": ["mean", "median", "imBackground", "max5px", "max2p5pc"]
+        },
+    }
+)
+
+
+ext = Extractor(params, omero_id=19310)
+# ext.extract_exp(tile_size=117)
+d=ext.extract_tp(tp=1,tile_size=117)
+
diff --git a/extraction/examples/test_pipeline.py b/extraction/examples/test_pipeline.py
new file mode 100644
index 00000000..26c0cea4
--- /dev/null
+++ b/extraction/examples/test_pipeline.py
@@ -0,0 +1,26 @@
+import numpy as np
+from pathlib import Path
+from extraction.core.extractor import Extractor
+from extraction.core.parameters import Parameters
+from extraction.core.functions.defaults import get_params
+
+params = Parameters(**get_params("batman_ph_dual_fast"))
+# ext = Extractor(params, source=19918)  # 19831
+ext = Extractor(params, source=19831)
+ext.load_tiler()
+self = ext
+# s=self.extract_exp(tree={'general':{None:['area']}, 'GFPFast':{np.maximum:['median','mean']}},poses=self.expt.positions[:2], tps=[0,1], stg='df')
+s = self.extract_exp()
+# # import cProfile
+# # profile = cProfile.Profile()
+# # profile.enable()
+# # ext.change_position(ext.expt.positions[1])
+# # tracks = self.extract_pos(
+# #     tree={('general'):{None:  # Other metrics can be used
+# #                        [tidy_metric]}})#['general',None,'area']
+
+# # profile.disable()
+# # import pstats
+# # ps = pstats.Stats(profile)
+# # ps.sort_stats('cumulative')
+# # ps.print_stats()
diff --git a/extraction/examples/tiler_error.py b/extraction/examples/tiler_error.py
new file mode 100644
index 00000000..9915edf2
--- /dev/null
+++ b/extraction/examples/tiler_error.py
@@ -0,0 +1,35 @@
+from core.experiment import Experiment
+from core.segment import Tiler
+expt = Experiment.from_source(19310, #Experiment ID on OMERO
+                                'upload', #OMERO Username
+                                '***REMOVED***', #OMERO Password
+                                'islay.bio.ed.ac.uk', #OMERO host
+                                port=4064 #This is default
+                                )
+
+
+# Load whole position
+img=expt[0,0,:,:,2]
+plt.imshow(img[0,0,...,0]); plt.show()
+
+# Manually get template
+tilesize=117
+x0=827
+y0=632
+trap_template = img[0,0,x0:x0+tilesize,y0:y0+tilesize,0]
+plt.imshow(trap_template); plt.show()
+
+tiler = Tiler(expt, template = trap_template)
+
+# Load images (takes about 5 mins)
+trap_tps = tiler.get_traps_timepoint(0, tile_size=117, z=[2])
+
+#Plot found traps
+nrows, ncols = (5,5)
+fig, axes = plt.subplots(nrows,ncols)
+for i in range(nrows):
+    for j in range(ncols):
+        if i*nrows+j < trap_tps.shape[0]:
+            axes[i,j].imshow(trap_tps[i*nrows+j,0,0,...,0])
+plt.show()
+
diff --git a/tests/argo/test_argo.py b/tests/argo/test_argo.py
new file mode 100644
index 00000000..c07e7d18
--- /dev/null
+++ b/tests/argo/test_argo.py
@@ -0,0 +1,32 @@
+# Example of argo experiment explorer
+import pytest
+from agora.argo import Argo
+
+
+@pytest.mark.skip(reason="no way of testing this without sensitive info")
+def test_load():
+    argo = Argo()
+    argo.load()
+    return 1
+
+
+@pytest.mark.skip(reason="no way of testing this without sensitive info")
+def test_channel_filter():
+    argo = Argo()
+    argo.load()
+    argo.channels("GFP")
+    return 1
+
+
+@pytest.mark.skip(reason="no way of testing this without sensitive info")
+def test_tags():
+    argo = Argo()
+    argo.load()
+    argo.channels("GFP")
+    argo.tags(["Alan", "batgirl"])
+    return 1
+
+
+@pytest.mark.skip(reason="no way of testing this without sensitive info")
+def test_timepoint():
+    pass
diff --git a/tests/extraction/__pycache__/log_test.cpython-37-pytest-6.2.5.pyc b/tests/extraction/__pycache__/log_test.cpython-37-pytest-6.2.5.pyc
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diff --git a/tests/extraction/data/tracks.pkl b/tests/extraction/data/tracks.pkl
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diff --git a/tests/extraction/log_test.py b/tests/extraction/log_test.py
new file mode 100644
index 00000000..a09b5d01
--- /dev/null
+++ b/tests/extraction/log_test.py
@@ -0,0 +1,6 @@
+#!/usr/bin/env python3
+import pytest
+
+
+def test_dummy():
+    print("passed")
diff --git a/tests/extraction/test_base.py b/tests/extraction/test_base.py
new file mode 100644
index 00000000..68c13066
--- /dev/null
+++ b/tests/extraction/test_base.py
@@ -0,0 +1,65 @@
+from itertools import product
+import pytest
+
+from extraction.core.extractor import hollowExtractor, Parameters
+from extraction.core.functions import cell
+from extraction.core.functions.trap import imBackground
+from extraction.core.functions.loaders import (
+    load_funs,
+    load_cellfuns,
+    load_trapfuns,
+    load_redfuns,
+)
+from extraction.examples import data
+from extraction.core.functions.defaults import get_params
+
+dsets1z = data.load_1z()
+dsets = data.load()
+masks = [d["segoutlines"] for d in dsets1z]
+functions = load_funs()[2].values()
+tree = {
+    c: {r: list(load_funs()[2].keys()) for r in load_redfuns()}
+    for c in dsets[0]
+    if c != "segoutlines"
+}
+
+
+@pytest.mark.parametrize(
+    ["imgs", "masks", "f"], list(product(dsets1z, masks, functions))
+)
+def test_metrics_run(imgs, masks, f):
+    """
+    Test all core cell functions using pre-flattened images
+    """
+
+    for ch, img in imgs.items():
+        if ch is not "segoutlines":
+            assert tuple(masks.shape[:2]) == tuple(imgs[ch].shape)
+            f(masks, img)
+
+
+@pytest.mark.parametrize(["imgs", "masks", "tree"], product(dsets, masks, tree))
+def test_extractor(imgs, masks, tree):
+    """
+    Test a tiler-less extractor using an instance built using default parameters.
+
+
+    Tests reduce-extract
+    """
+    extractor = hollowExtractor(Parameters(**get_params("batgirl_fast")))
+    # Load all available functions
+    extractor._all_funs = load_funs()[2]
+    extractor._all_cell_funs = load_cellfuns()
+    extractor.tree = tree
+    traps = imgs["GFP"]
+    # Generate mock labels
+    labels = list(range(masks.shape[2]))
+    for ch_branches in extractor.params.tree.values():
+        print(
+            extractor.reduce_extract(
+                red_metrics=ch_branches,
+                traps=[traps],
+                masks=[masks],
+                labels={0: labels},
+            )
+        )
diff --git a/tests/extraction/test_functions.py b/tests/extraction/test_functions.py
new file mode 100644
index 00000000..95fd3f0f
--- /dev/null
+++ b/tests/extraction/test_functions.py
@@ -0,0 +1,24 @@
+import numpy as np
+from pathlib import Path
+from extraction.core.extractor import Extractor
+from extraction.core.parameters import Parameters
+from extraction.core.functions.defaults import get_params
+
+params = Parameters(**get_params("batman_dual"))
+ext = Extractor(params, source=19310)
+ext.load_funs()
+
+
+def test_custom_output():
+    self = ext
+    mask = np.zeros((6, 6, 2), dtype=bool)
+    mask[2:4, 2:4, 0] = True
+    mask[3:5, 3:5, 1] = True
+    img = np.random.randint(1, 11, size=6 ** 2 * 5).reshape(6, 6, 5)
+
+    for i, f in self._custom_funs.items():
+        if "3d" in i:
+            res = f(mask, img)
+        else:
+            res = f(mask, np.maximum.reduce(img, axis=2))
+        assert len(res) == mask.shape[2], "Output doesn't match input"
diff --git a/tests/extraction/test_mo_bud.py b/tests/extraction/test_mo_bud.py
new file mode 100644
index 00000000..620cbb31
--- /dev/null
+++ b/tests/extraction/test_mo_bud.py
@@ -0,0 +1,43 @@
+import pytest
+
+import os
+from pathlib import Path
+
+# from copy import copy
+
+import pickle
+
+from extraction.core.tracks import get_joinable, get_joint_ids
+from extraction.core.extractor import Extractor, ExtractorParameters
+from extraction.core.lineage import reassign_mo_bud
+
+
+DATA_DIR = Path(os.path.dirname(os.path.realpath(__file__))) / Path("data")
+
+
+def test_mobud_translation(tracks_pkl=None, mo_bud_pkl=None):
+
+    if tracks_pkl is None:
+        tracks_pkl = "tracks.pkl"
+
+    if mo_bud_pkl is None:
+        mo_bud_pkl = "mo_bud.pkl"
+
+    mo_bud_pkl = Path(mo_bud_pkl)
+    tracks_pkl = Path(tracks_pkl)
+
+    with open(DATA_DIR / tracks_pkl, "rb") as f:
+        tracks = pickle.load(f)
+    with open(DATA_DIR / mo_bud_pkl, "rb") as f:
+        mo_bud = pickle.load(f)
+
+    params = Parameters(**get_params("batman_dual"))
+    ext = Extractor(params)
+
+    joinable = get_joinable(tracks, **ext.params.merge_tracks)
+    trans = get_joint_ids(joinable)
+
+    # Check that we have reassigned cell labels
+    mo_bud2 = reassign_mo_bud(mo_bud, trans)
+
+    assert mo_bud != mo_bud2
diff --git a/tests/extraction/test_tracks.py b/tests/extraction/test_tracks.py
new file mode 100644
index 00000000..40976fcc
--- /dev/null
+++ b/tests/extraction/test_tracks.py
@@ -0,0 +1,31 @@
+
+from extraction.core.tracks import load_test_dset, clean_tracks, merge_tracks
+
+def test_clean_tracks():
+    tracks = load_test_dset()
+    clean = clean_tracks(tracks, min_len=3)
+
+    assert len(clean) < len(tracks)
+    pass
+
+def test_merge_tracks_drop():
+    tracks = load_test_dset()
+
+    joint_tracks,joint_ids = merge_tracks(tracks,window=3, degree=2, drop=True)
+
+    assert len(joint_tracks)<len(tracks), 'Error when merging'
+
+    assert len(joint_ids), 'No joint ids found'
+
+    pass
+
+def test_merge_tracks_nodrop():
+    tracks = load_test_dset()
+
+    joint_tracks,joint_ids = merge_tracks(tracks,window=3, degree=2, drop=False)
+
+    assert len(joint_tracks)==len(tracks), 'Error when merging'
+
+    assert len(joint_ids), 'No joint ids found'
+
+    pass
diff --git a/tests/extraction/test_volume.py b/tests/extraction/test_volume.py
new file mode 100644
index 00000000..019ad57e
--- /dev/null
+++ b/tests/extraction/test_volume.py
@@ -0,0 +1,74 @@
+import pytest
+from skimage.morphology import disk, erosion
+from skimage import draw
+import numpy as np
+
+from extraction.core.functions.cell import volume
+from extraction.core.functions.cell import min_maj_approximation
+from extraction.core.functions.cell import eccentricity
+
+threshold = 0.01
+radii = list(range(10, 100, 10))
+circularities = np.arange(0.4, 1., 0.1)
+eccentricities = np.arange(0, 0.9, 0.1)
+rotations = [10, 20, 30, 40, 50, 60, 70, 80, 90]
+
+
+def ellipse(x, y, rotate=0):
+    shape = (4 * x, 4 * y)
+    img = np.zeros(shape, dtype=np.uint8)
+    rr, cc = draw.ellipse(2 * x, 2 * y, x, y, rotation=np.deg2rad(rotate))
+    img[rr, cc] = 1
+    return img
+
+
+def maj_from_min(min_ax, ecc):
+    y = np.sqrt(min_ax ** 2 / (1 - ecc ** 2))
+    return np.round(y).astype(int)
+
+
+@pytest.mark.parametrize('r', radii)
+def test_volume_circular(r):
+    im = disk(r)
+    v = volume(im)
+    real_v = (4 * np.pi * r ** 3) / 3
+    err = np.abs(v - real_v) / real_v
+    assert err < threshold
+    assert np.isclose(v, real_v, rtol=threshold * real_v)
+
+
+@pytest.mark.parametrize('x', radii)
+@pytest.mark.parametrize('ecc', eccentricities)
+@pytest.mark.parametrize('rotation', rotations)
+def test_volume_ellipsoid(x, ecc, rotation):
+    y = maj_from_min(x, ecc)
+    im = ellipse(x, y, rotation)
+    v = volume(im)
+    real_v = (4 * np.pi * x * y * x) / 3
+    err = np.abs(v - real_v) / real_v
+    assert err < threshold
+    assert np.isclose(v, real_v, rtol=threshold * real_v)
+    return v, real_v
+
+
+@pytest.mark.parametrize('x', radii)
+@pytest.mark.parametrize('ecc', eccentricities)
+@pytest.mark.parametrize('rotation', rotations)
+def test_approximation(x, ecc, rotation):
+    y = maj_from_min(x, ecc)
+    im = ellipse(x, y, rotation)
+    min_ax, maj_ax = min_maj_approximation(im)
+    assert np.allclose([min_ax, maj_ax], [x, y],
+                       rtol=threshold * min(np.array([x, y])))
+
+
+@pytest.mark.parametrize('x', radii)
+@pytest.mark.parametrize('ecc', eccentricities)
+@pytest.mark.parametrize('rotation', rotations)
+def test_roundness(x, ecc, rotation):
+    y = maj_from_min(x, ecc)
+    real_ecc = np.sqrt(y ** 2 - x ** 2) / y
+    im = ellipse(x, y, rotation)
+    e = eccentricity(im)
+    assert np.isclose(real_ecc, e, rtol=threshold * real_ecc)
+
diff --git a/utils/__init__.py b/utils/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/utils/argo.py b/utils/argo.py
new file mode 100644
index 00000000..fcfa08fe
--- /dev/null
+++ b/utils/argo.py
@@ -0,0 +1,527 @@
+import io
+import operator
+from pathlib import Path, PosixPath
+from collections import Counter
+from datetime import datetime
+import re
+import csv
+
+import numpy as np
+
+from tqdm import tqdm
+
+from logfile_parser import Parser
+from omero.gateway import BlitzGateway, TagAnnotationWrapper
+
+
+class OmeroExplorer:
+    def __init__(self, host, user, password, min_date=(2020, 6, 1)):
+        self.conn = BlitzGateway(user, password, host=host)
+        self.conn.connect()
+
+        self.min_date = min_date
+        self.backups = {}
+        self.removed = []
+
+    @property
+    def cache(self):
+        if not hasattr(self, "_cache"):
+            self._cache = {v.id: get_annotsets(v) for v in self.dsets}
+        return self._cache
+
+    @property
+    def raw_log(self):
+        return {k: v["log"] for k, v in self.cache.items()}
+
+    @property
+    def raw_log_end(self):
+        if not hasattr(self, "_raw_log_end"):
+            self._raw_log_end = {d.id: get_logfile(d) for d in self.dsets}
+        return self._raw_log_end
+
+    @property
+    def log(self):
+        return {k: parse_annot(v, "log") for k, v in self.raw_log.items()}
+
+    @property
+    def raw_acq(self):
+        return {k: v["acq"] for k, v in self.cache.items()}
+
+    @property
+    def acq(self):
+        return {k: parse_annot(v, "acq") for k, v in self.raw_acq.items()}
+
+    def load(self, min_id=18000, min_date=None):
+        """
+        :min_id: int
+        :min_date: tuple
+        """
+        if min_date is None:
+            min_date = self.min_date
+        self._dsets_bak = [
+            d for d in self.conn.getObjects("Dataset") if d.getId() > min_id
+        ]
+
+        if min_date:
+            if len(min_date) < 3:
+                min_date = min_date + tuple([1 for i in range(3 - len(min_date))])
+            min_date = datetime(*min_date)
+
+            # sort by dates
+            dates = [d.getDate() for d in self._dsets_bak]
+            self._dsets_bak[:] = [a for b, a in sorted(zip(dates, self._dsets_bak))]
+
+            self._dsets_bak = [d for d in self._dsets_bak if d.getDate() >= min_date]
+
+        self.dsets = self._dsets_bak
+        self.n_dsets
+
+    def dset(self, n):
+        try:
+            return [x for x in self.dsets if x.id == n][0]
+        except:
+            return
+
+    def channels(self, setkey, present=True):
+        """
+        :setkey: str indicating a set of channels
+        :present: bool indicating whether the search should or shold not be in the dset
+        """
+        self.dsets = [
+            v for v in self.acqs.values() if present == has_channels(v, setkey)
+        ]
+        self.n_dsets
+
+    def update_cache(self):
+        if not hasattr(self, "acq") or not hasattr(self, "log"):
+            for attr in ["acq", "log"]:
+                print("Updating raw ", attr)
+                setattr(
+                    self,
+                    "raw_" + attr,
+                    {v.id: get_annotsets(v)[attr] for v in self.dsets},
+                )
+                setattr(
+                    self,
+                    attr,
+                    {
+                        v.id: parse_annot(getattr(self, "raw_" + attr)[v.id], attr)
+                        for v in self.dsets
+                    },
+                )
+        else:
+
+            for attr in ["acq", "log", "raw_acq", "raw_log"]:
+                setattr(
+                    self, attr, {i.id: getattr(self, attr)[i.id] for i in self.dsets}
+                )
+
+    @property
+    def dsets(self):
+        if not hasattr(self, "_dsets"):
+            self._dsets = self.load()
+
+        return self._dsets
+
+    @dsets.setter
+    def dsets(self, dsets):
+        if hasattr(self, "_dsets"):
+            if self._dsets is None:
+                self._dsets = []
+            self.removed += [
+                x for x in self._dsets if x.id not in [y.id for y in dsets]
+            ]
+
+        self._dsets = dsets
+
+    def tags(self, tags, present=True):
+        """
+        :setkey str tags to filter
+        """
+        if type(tags) is not list:
+            tags = [str(tags)]
+
+        self.dsets = [v for v in self.dsets if present == self.has_tags(v, tags)]
+        self.n_dsets
+
+    @property
+    def all_tags(self):
+        if not hasattr(self, "_tags"):
+            self._tags = {
+                d.id: [
+                    x.getValue()
+                    for x in d.listAnnotations()
+                    if isinstance(x, TagAnnotationWrapper)
+                ]
+                for d in self.dsets
+            }
+        return self._tags
+
+    def get_timepoints(self):
+        self.image_wrappers = {d.id: list(d.listChildren())[0] for d in self.dsets}
+
+        return {k: i.getSizeT() for k, i in self.image_wrappers.items()}
+
+    def timepoints(self, n, op="greater"):
+        "Filter experiments using the number of timepoints"
+        op = operator.gt if op == "greater" else operator.le
+        self._timepoints = self.get_timepoints()
+
+        self.dsets = [v for v in tqdm(self.dsets) if op(self._timepoints[v.id], n)]
+
+    def microscope(self, microscope):
+        self.microscopes = {
+            dset.id: self.get_microscope(self.log[dset.id]) for dset in self.dsets
+        }
+
+        self.n_dsets
+
+    def get_microscope(self, parsed_log):
+        return parsed_log["microscope"]
+
+    def reset(self, backup_id=None):
+        self.dsets = self.backups.get(backup_id, self._dsets_bak)
+        self.n_dsets
+
+    def backup(self, name):
+        self.backups[name] = self.dsets
+
+    def reset_backup(self, name):
+        self.dsets = self.backups[name]
+
+    def cExperiment(self, present=True):
+        self.dsets = [
+            v
+            for v in self.dsets
+            if present
+            * sum(
+                [
+                    "cExperiment" in x.getFileName()
+                    for x in v.listAnnotations()
+                    if hasattr(x, "getFileName")
+                ]
+            )
+        ]
+        self.n_dsets
+
+    @staticmethod
+    def is_complete(logfile):
+        return logfile.endswith("Experiment completed\r\r\n")
+
+    @staticmethod
+    def contains_regex(logfile):
+        pass
+        # return re.
+
+    def tiler_cells(self, present=True):
+        self.__dsets = [v for v in self.dsets if present == tiler_cells_load(v)]
+
+    @property
+    def n_dsets(self):
+        print("{} datasets.".format(len(self.dsets)))
+
+    @property
+    def desc(self):
+        for d in self.dsets:
+            print(
+                "{}\t{}\t{}\t{}".format(
+                    d.getDate().strftime("%x"),
+                    d.getId(),
+                    d.getName(),
+                    d.getDescription(),
+                )
+            )
+
+    @property
+    def ids(self):
+        return [d.getId() for d in self.dsets]
+
+    # @property
+    # def acqs(self):
+    #     if not hasattr(self, "_acqs") or len(self.__dict__.get("_acqs", [])) != len(
+    #         self.dsets
+    #     ):
+    #         self._acqs = [get_annot(get_annotsets(d), "acq") for d in self.dsets]
+    #     return self._acqs
+
+    def get_ph_params(self):
+        t = [
+            {
+                ch: [exp, v]
+                for ch, exp, v in zip(j["channel"], j["exposure"], j["voltage"])
+                if ch in {"GFPFast", "pHluorin405"}
+            }
+            for j in [i["channels"] for i in self.acqs]
+        ]
+
+        ph_param_pairs = [(tuple(x.values())) for x in t if np.all(list(x.values()))]
+
+        return Counter([str(x) for x in ph_param_pairs])
+
+    def find_duplicate_candidates(self, days_tol=2):
+        # Find experiments with the same name or Aim and from similar upload dates
+        # and group them for cleaning
+        pass
+
+    def group_by_date(tol=1):
+        dates = [x.getDate() for x in self.dsets]
+        distances = np.array(
+            [[abs(convert_to_hours(a - b)) for a in dates] for b in dates]
+        )
+        return explore_booldiag(distances > tol, 0, [])
+
+    @property
+    def complete(self):
+        self.completed = {k: self.is_complete(v) for k, v in self.raw_log_end.items()}
+        self.dsets = [dset for dset in self.dsets if self.completed[dset.id]]
+        return self.n_dsets
+
+    def save(self, fname):
+        with open(fname + ".tsv", "w") as f:
+            writer = csv.writer(f, delimiter="\t")
+            for d in self.dsets:
+                writer.writerow(
+                    [
+                        d.getDate().strftime("%x"),
+                        d.getId(),
+                        d.getName(),
+                        d.getDescription(),
+                    ]
+                )
+
+    @property
+    def positions(self):
+        return {x.id: len(list(x.listChildren())) for x in self.dsets}
+
+    def has_tags(self, d, tags):
+        if set(tags).intersection(self.all_tags[d.id]):
+            return True
+
+
+def explore_booldiag(bool_field, current_position, cluster_start_end):
+    # Recursively find the square clusters over the diagonal. Allows for duplicates
+    # returns a list of tuples with the start, end of clusters
+    if current_position < len(bool_field) - 1:
+        elements = np.where(bool_field[current_position])
+        if len(elements[0]) > 1:
+            start = elements[0][0]
+            end = elements[0][-1]
+        else:
+            start = elements[0][0]
+            end = elements[0][0]
+
+        cluster_start_end.append((start, end))
+        return explore_square(bool_field, end + 1, cluster_start_end)
+    else:
+        return cluster_start_end
+    _
+
+
+def convert_to_hours(delta):
+    total_seconds = delta.total_seconds()
+    hours = int(total_seconds // 3600)
+    return hours
+
+
+class Argo(OmeroExplorer):
+    def __init__(self,*args, **kwargs):
+        super().__init__(*args,**kwargs)
+
+
+def get_creds():
+    return (
+        "upload",
+        "***REMOVED***",  # OMERO Password
+    )
+
+
+def list_files(dset):
+    return {x for x in dset.listAnnotations() if hasattr(x, "getFileName")}
+
+
+def annot_from_dset(dset, kind):
+    v = [x for x in dset.listAnnotations() if hasattr(x, "getFileName")]
+    infname = kind if kind is "log" else kind.title()
+    try:
+        acqfile = [x for x in v if x.getFileName().endswith(infname + ".txt")][0]
+        decoded = list(acqfile.getFileInChunks())[0].decode("utf-8")
+        acq = parse_annot(decoded, kind)
+    except:
+        return {}
+
+    return acq
+
+
+def check_channels(acq, channels, _all=True):
+    I = set(acq["channels"]["channel"]).intersection(channels)
+
+    condition = False
+    if _all:
+        if len(I) == len(channels):
+            condition = True
+    else:
+        if len(I):
+            condition = True
+
+    return condition
+
+
+def get_chs(exptype):
+    exptypes = {
+        "dual_ph": ("GFP", "pHluorin405", "mCherry"),
+        "ph": ("GFP", "pHluorin405"),
+        "dual": ("GFP", "mCherry"),
+        "mCherry": ("mCherry"),
+    }
+    return exptypes[exptype]
+
+
+def load_annot_from_cache(exp_id, cache_dir="cache/"):
+    if type(cache_dir) is not PosixPath:
+        cache_dir = Path(cache_dir)
+
+    annot_sets = {}
+    for fname in cache_dir.joinpath(exp_id).rglob("*.txt"):
+        fmt = fname.name[:3]
+        with open(fname, "r") as f:
+            annot_sets[fmt] = f.read()
+
+    return annot_sets
+
+
+def get_annot(annot_sets, fmt):
+    """
+    Get parsed annotation file
+    """
+    str_io = annot_sets.get(fmt, None)
+    return parse_annot(str_io, fmt)
+
+
+def parse_annot(str_io, fmt):
+    parser = Parser("multiDGUI_" + fmt + "_format")
+    return parser.parse(io.StringIO(str_io))
+
+
+def get_log_date(annot_sets):
+    log = get_annot(annot_sets, "log")
+    return log.get("date", None)
+
+
+def get_log_microscope(annot_sets):
+    log = get_annot(annot_sets, "log")
+    return log.get("microscope", None)
+
+
+def get_annotsets(dset):
+    annot_files = [
+        annot.getFile() for annot in dset.listAnnotations() if hasattr(annot, "getFile")
+    ]
+    annot_sets = {
+        ftype[:-4].lower(): annot
+        for ftype in ("log.txt", "Acq.txt", "Pos.txt")
+        for annot in annot_files
+        if ftype in annot.getName()
+    }
+    annot_sets = {
+        key: list(a.getFileInChunks())[0].decode("utf-8")
+        for key, a in annot_sets.items()
+    }
+    return annot_sets
+
+
+# def has_tags(d, tags):
+#     if set(tags).intersection(annot_from_dset(d, "log").get("omero_tags", [])):
+#         return True
+
+
+def load_acq(dset):
+    try:
+        acq = annot_from_dset(dset, kind="acq")
+        return acq
+    except:
+        print("dset", dset.getId(), " failed acq loading")
+        return False
+
+
+def has_channels(dset, exptype):
+    acq = load_acq(dset)
+    if acq:
+        return check_channels(acq, get_chs(exptype))
+    else:
+        return
+
+
+def get_id_from_name(exp_name, conn=None):
+    if conn is None:
+        conn = BlitzGateway(*get_creds(), host="islay.bio.ed.ac.uk", port=4064)
+
+    if not conn.isConnected():
+        conn.connect()
+
+    cand_dsets = [
+        d
+        for d in conn.getObjects("Dataset")  # , opts={'offset': 10600,
+        #      'limit':500})
+        if exp_name in d.name
+    ]  # increase the offset for better speed
+
+    # return cand_dsets
+    if len(cand_dsets) > 1:
+        # Get date and try to find it using date and microscope name and date
+
+        # found = []
+        # for cand in cand_dsets:
+        #     annot_sets = get_annotsets(cand)
+        #     date = get_log_date(annot_sets)
+        #     microscope = get_log_microscope(annot_sets)
+        #     if date==date_name and microscope == microscope_name:
+        #         found.append(cand)
+
+        # if True:#len(found)==1:
+        #     return best_cand.id#best_cand = found[0]
+        if True:
+
+            print("Multiple options found. Selecting the one with most children")
+
+            max_dset = np.argmax(
+                [
+                    len(list(conn.getObject("Dataset", c.id).listChildren()))
+                    for c in cand_dsets
+                ]
+            )
+
+            best_cand = cand_dsets[max_dset]
+
+            return best_cand.id
+    elif len(cand_dsets) == 1:
+        return cand_dsets[0].id
+
+
+# Custom functions
+def compare_dsets_voltages_exp(dsets):
+    a = {}
+    for d in dsets:
+        try:
+            acq = annot_from_dset(d, kind="acq")["channels"]
+            a[d.getId()] = {
+                k: (v, e)
+                for k, v, e in zip(acq["channel"], acq["voltage"], acq["exposure"])
+            }
+
+        except:
+            print(d, "didnt work")
+
+    return a
+
+
+def get_logfile(dset):
+    annot_file = [
+        annot.getFile()
+        for annot in dset.listAnnotations()
+        if hasattr(annot, "getFile") and annot.getFileName().endswith("log.txt")
+    ][0]
+    return list(annot_file.getFileInChunks())[-1].decode("utf-8")
+
+
+# 19920 -> 19300/19310
+#
-- 
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